US20140269505A1 - Wireless Reliability Architecture And Methods Using Network Coding - Google Patents
Wireless Reliability Architecture And Methods Using Network Coding Download PDFInfo
- Publication number
- US20140269505A1 US20140269505A1 US14/013,330 US201314013330A US2014269505A1 US 20140269505 A1 US20140269505 A1 US 20140269505A1 US 201314013330 A US201314013330 A US 201314013330A US 2014269505 A1 US2014269505 A1 US 2014269505A1
- Authority
- US
- United States
- Prior art keywords
- segments
- coded
- thread
- packets
- decoder
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Granted
Links
Images
Classifications
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W4/00—Services specially adapted for wireless communication networks; Facilities therefor
- H04W4/06—Selective distribution of broadcast services, e.g. multimedia broadcast multicast service [MBMS]; Services to user groups; One-way selective calling services
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L1/00—Arrangements for detecting or preventing errors in the information received
- H04L1/004—Arrangements for detecting or preventing errors in the information received by using forward error control
- H04L1/0076—Distributed coding, e.g. network coding, involving channel coding
- H04L1/0077—Cooperative coding
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L1/00—Arrangements for detecting or preventing errors in the information received
- H04L1/0001—Systems modifying transmission characteristics according to link quality, e.g. power backoff
- H04L1/0009—Systems modifying transmission characteristics according to link quality, e.g. power backoff by adapting the channel coding
- H04L1/0011—Systems modifying transmission characteristics according to link quality, e.g. power backoff by adapting the channel coding applied to payload information
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W28/00—Network traffic management; Network resource management
- H04W28/02—Traffic management, e.g. flow control or congestion control
- H04W28/04—Error control
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W40/00—Communication routing or communication path finding
Definitions
- Subject matter disclosed herein relates generally to wireless communication and, more particularly, to techniques, systems, and devices for providing reliability within wireless systems.
- the 4 th generation (4G) wireless standards require stationary speeds of 1 giga bits-per-second (Gbps) and mobile speeds of 100 mega bits-per-second (Mbps), while the third generation (3G) standards only required stationary speeds of 2 Mbps and mobile speeds of 384 kilo bits-per-second (Kbps). That is, 4G requires 500 and 260 times faster speeds than 3G in the stationary and mobile cases, respectively. Thus, the need for low-cost performance-multiplying technologies is expected to become significant for wireless networks in the near future.
- a method for use in providing reliable data transfer in a wireless network comprises: obtaining data elements associated with a data transfer operation between a first node and a remote second node; distributing the data elements among a plurality of encoder worker threads; and employing random linear network coding (RLNC) in the encoder worker threads to generate, for corresponding data elements, coded segments for transmission from the first node to the second node.
- RLNC random linear network coding
- the method further comprises: generating uncoded segments in at least one of the encoder worker threads for corresponding data elements; and transmitting the coded and uncoded segments from the first node to the second node for implementing systematic RLNC.
- obtaining data elements includes intercepting data elements at a predetermined point within a protocol stack.
- intercepting data elements includes intercepting Internet protocol (IP) packets at an IP layer of the protocol stack.
- IP Internet protocol
- the method further comprises transmitting the coded segments from the first node to the second node, wherein transmitting the coded segments includes injecting the coded segments into the IP layer of the protocol stack.
- distributing the data elements among a plurality of encoder worker threads includes buffering the data elements, generating a plurality of buffer lists that each includes one or more data elements, and distributing the buffer lists among the plurality of encoder worker threads.
- distributing the buffer lists includes distributing the buffer lists to the encoder worker threads in a round robin fashion.
- generating a plurality of buffer lists includes, for each successive buffer list: acquiring a new data element; adding the new data element to a current buffer list; and repeating acquiring and adding until a maximum buffer list processing time has been reached or the maximum buffer list size has been reached.
- the method further comprises: concatenating data elements distributed to a first encoder worker thread to form a first coding block; and segmenting the first coding block into segments having a first segment size, wherein segmenting includes padding the first coding block if a size of the first coding block is not a multiple of the first segment size; wherein employing random linear network coding includes: (a) generating random coefficients for the segments; and (b) linearly combining the segments using the random coefficients to generate a first coded segment in the first encoder worker thread.
- employing random linear network coding further includes repeating generating and linearly combining to generate other coded segments in the first encoder worker thread until a predetermined number of coded segments has been generated or an acknowledgement message has been received from a corresponding processing thread in the second node.
- the method further comprises determining, before segmenting the first coding block, a segment length and a number of segments to use in performing random linear network coding for the first coding block, wherein the determining of the segment length and is based at least in part on a length of the first coding block.
- the method further comprises adding a header to the first coded segment.
- the header includes a thread identifier (TID) to identify a thread associated with the first coded segment.
- TID thread identifier
- the header includes a block identifier (BID) to identify a coding block associated with the first coded segment.
- BID block identifier
- the header includes a segment identifier (SID) to distinguish the first coded segment from other coded segments generated by the first encoder worker thread.
- SID segment identifier
- the header includes an indication of a number of segments used to generate the first coded segment.
- the header includes an indication of the coding coefficients used to generate the first coded segment.
- the indication of the coding coefficients used to generate the coded segment includes a seed of a random number generator used to generate the coding coefficients.
- the method further comprises adjusting at least one of: a number of coded segments to transmit to the second node, a number of segments in a coding block, a length of segments in a coding block, a number of coded segments within a transmission round, and a maximum number of coded segment transmission rounds, based at least in part on channel-related information.
- the channel-related information includes at least one of: channel estimates generated within the first node and feedback information received from the second node.
- the encoder worker threads are implemented in the first node.
- the encoder worker threads are implemented at a location outside the first node.
- the first node is a relay node and obtaining data elements includes receiving coded packets at the relay node; and employing RLNC in the encoder worker threads includes re-coding the coded packets using R.
- the method further comprises: initiating a new encoder worker thread at the relay node for each received packet having a thread identifier (TID) that was previously unknown to the relay node; performing re-coding among packets of the same block; repeating re-coding in the relay node's encoder worker thread within each block, upon each new packet reception, or until a predetermined number of coded packets has been generated or an acknowledgement message has been received from a corresponding processing thread in the second node; and ceasing transmission of coded packets for any given block and sending an acknowledgement upstream to the next transmitting node upon receiving an acknowledgement for the block.
- TID thread identifier
- the method is performed in coordination with one or more physical layer reliability enhancement mechanisms.
- the first and second nodes are part of a wireless municipal area network.
- a communication device comprises: a wireless transceiver; and one or more processors configured to: obtain data elements associated with a data transfer operation between the communication device and a remote node; and distribute the data elements among a plurality of encoder worker threads that are each configured to use random linear network coding (RLNC) to generate coded segments for corresponding data elements.
- RLNC random linear network coding
- the one or more processors are configured to: (a) cause encoded segments to be generated in at least one of the encoder worker threads for corresponding data elements; and transmit the coded and encoded segments to the destination node via the transceiver to implement systematic RLNC.
- the one or more processors are configured to obtain the data elements by intercepting the data elements at a predetermined point within a protocol stack of the communication device.
- the data elements are Internet protocol (IP) packets and the one or more processors include a netfilter to intercept IP packets at an IP layer of the protocol stack of the communication device.
- IP Internet protocol
- the one or more processors are configured to: acquire a new data element; add the new data element to a current buffer list; and repeat the acquisition and addition of new data elements until a maximum buffer list processing time or a maximum buffer list size is reached.
- a first of the encoder worker threads is configured to: concatenate corresponding data elements to form a first coding block; segment the first coding block into segments having a first segment size, wherein segmenting includes padding the first coding block if a size of the coding block is not a multiple of the first segment size; generate random coefficients for the segments; and linearly combine the segments using the random coefficients to generate a first coded segment.
- the first encoder worker thread is configured to generate additional random coefficients for the segments and linearly combine the segments using the additional random coefficients to generate additional coded segments.
- the first encoder worker thread is configured to generate additional coded segments until a predetermined number of coded segments have been generated or an acknowledgement message is received from a corresponding processing thread in the destination node.
- the first encoder worker thread is configured to generate coded segments in rounds, wherein N m coded segments are generated per round and a nominal delay of T r exists between rounds.
- the first encoder worker thread is configured to not exceed a maximum number N k of rounds.
- the first encoder worker thread is configured to determine, before segmenting the first coding block, a segment length and a number of segments to use for random linear network coding for the first coding block based at least in part on a length of the first coding block.
- a method for use in providing reliable data transfer in a wireless network comprises: receiving coded segments from a remote wireless node, each coded segment being associated with a specific coding thread and being coded with a random linear network code (RLNC); reading thread identifiers within the received coded segments and directing the coded segments to corresponding decoder worker threads based thereon, each decoder worker thread having a corresponding encoder worker thread associated with the remote wireless node; and using the coded segments within the corresponding decoder worker threads to recover original data elements.
- RLNC random linear network code
- the method further comprises: receiving uncoded segments from the remote wireless node, each uncoded segment being associated with a specific coding thread; and reading thread identifiers within the received uncoded segments and directing the uncoded segments to corresponding decoder worker threads based thereon; wherein using the coded segments within the corresponding decoder worker threads to recover original data elements includes using the coded segments as redundant information to the uncoded segments within the decoder worker threads to recover the original data elements using systematic RLNC.
- the uncoded segments are received before the corresponding coded segments for each decoder worker thread.
- the coded segments for each decoder worker thread are received in rounds, with N m coded segments per round and a nominal delay of T r between rounds.
- the method further comprises sending an acknowledgement (ACK) message from a decoder worker thread to a corresponding encoder worker thread associated with the remote wireless node in response to recovery of all original data elements associated with corresponding segments.
- ACK acknowledgement
- using the coded segments within the corresponding decoder worker threads to recover original data elements includes performing a Gauss-Jordan elimination operation for each new coded segment.
- using the coded segments within the corresponding decoder worker threads to recover original packets comprises: recovering a corresponding coding block within a first decoder worker thread; removing padding from the coding block, if any, within the first decoder worker thread; and separating the coding block into original data elements.
- the method further comprises delivering the original data elements recovered by the decoder worker threads to a corresponding application.
- a communication device comprises: a wireless transceiver; and one or more processors to: receive coded segments from a remote wireless node, each coded segment being associated with a specific coding thread and being coded with a random linear network code (RLNC); read thread identifiers within the received coded segments and direct the coded segments to corresponding decoder worker threads based thereon, each decoder worker thread having a corresponding encoder worker thread that is associated with the remote wireless node; and use the coded segments within the corresponding decoder worker threads to recover original data elements.
- RLNC random linear network code
- the one or more processors are configured to: receive uncoded segments from the remote wireless node, each uncoded segment being associated with a specific coding thread; read thread identifiers within the received uncoded segments and direct the uncoded segments to corresponding decoder worker threads based thereon; and use the coded segments as redundant information to the uncoded segments to recover the original data elements within the decoder worker threads, using systematic RLNC.
- each decoder worker thread is configured to send an acknowledgement (ACK) message to a corresponding encoder worker thread associated with the remote wireless node in response to recovery of all original data elements associated with the decoder worker thread.
- ACK acknowledgement
- each decoder worker thread is configured to perform a Gauss-Jordan elimination operation when a new coded segment is received.
- a method for use in a wireless system comprises: transmitting systematic packets to a remote node; and transmitting one or more nonsystematic packets to the remote node, the non-systematic packets being encoded with a random linear network code (RLNC), the nonsystematic packets to serve as redundant information to the systematic packets for implementing systematic RLNC.
- RLNC random linear network code
- transmitting one or more nonsystematic packets to the remote device includes transmitting the one or more nonsystematic packets to the remote device in successive rounds, each round having N m packets.
- transmitting the one or more nonsystematic packets to the remote device in successive rounds includes transmitting the packets with a nominal inter-round delay of T r .
- the method further comprises: before transmitting the systematic packets, generating the systematic packets, at least in part, within a plurality of encoder threads, each systematic packet including a thread identifier (TID) to identify a corresponding encoder thread; and before transmitting the nonsystematic packets, generating the nonsystematic packets, at least in part, within the plurality of encoder threads, each nonsystematic packet including a thread identifier (TID) to identify a corresponding encoder thread.
- TID thread identifier
- generating the nonsystematic packets includes: obtaining a coding block within a first encoder thread; segmenting the coding block into a number of segments; generating first random coefficients for the segments; and linearly combining the segments using the first random coefficients to generate a first nonsystematic segment.
- a method for use in a wireless system comprises: obtaining a coding block; segmenting the coding block into a number of equal-length uncoded segments; generating one or more coded segments by applying random linear network coding (RLNC) to the number of equal-length segments; and transmitting the uncoded segments and the one or more coded segments to a remote node, the one or more coded segments for use as redundant information by the remote node to recover one or more of the uncoded segments should they be erased in the wireless channel.
- RLNC random linear network coding
- FIG. 1 is a diagram illustrating a wireless municipal area network (WMAN) that may incorporate features described herein;
- WMAN wireless municipal area network
- FIG. 2 is a block diagram illustrating an example node architecture that may be used within a communication device or node in accordance with an embodiment
- FIG. 3 is a diagram illustrating a modified protocol stack that may be implemented within a node in accordance with an embodiment
- FIGS. 4 and 5 are block diagrams illustrating an encoder process and a decoder process, respectively, in accordance with embodiments
- FIG. 6 is a diagram illustrating an exemplary encoding process in accordance with an embodiment
- FIG. 7 is a diagram illustrating an NC packet header format that may be used in accordance with an embodiment.
- FIG. 8 is a diagram illustrating an ACK packet format that may be used in accordance with an embodiment.
- the subject matter described herein relates to techniques, devices, systems, circuits, and concepts for use in implementing network coding (or other similar coding techniques) within wireless systems in a manner that can enhance data transfer reliability and efficiency.
- the techniques, devices, systems, circuits, and concepts may be used in any of a wide variety of different types of wireless systems and networks.
- the techniques are used within wireless municipal area networks (WMANs), such as those that follow the IEEE 802.16 family of wireless networking standards or the Long Term Evolution (LTE) family of standards. It should be appreciated, however, that many other applications also exist.
- WMANs wireless municipal area networks
- LTE Long Term Evolution
- network-coding-enabled reliability architectures are provided for next generation wireless networks.
- These network coding (NC) architectures may, in some implementations, use a flexible thread-based coding design.
- these architectures may utilize systematic intra-session random linear network coding (RLNC) as a packet erasure code to support fast and reliable information transfer between wireless nodes.
- the systematic RLNC coding and decoding may be performed within, for example, a number of coding/decoding threads that span the channel between a transmitter and a receiver.
- an architecture is provided that is able to decrease packet loss from around 11-32% to nearly 0% with respect to a network implementing HARQ and joint HARQ/A mechanisms.
- the architecture is capable of achieving an increase in throughput by a factor of up to 5.9 and a reduction in end-to-end file transfer delay by a factor of up to 5.5.
- the protocols and architectures described herein may reduce or eliminate the need to use other reliability enhancement techniques within a system or network (e.g., ARQ and/or joint HARQ/ARQ schemes in the PHY/MAC layers, etc.).
- network coding may be applied across the OSI model.
- some layers may be better choices than others in different applications. For example, additional performance gains at the physical layer may be onerous, since existing coding schemes have achieved near-optimal efficiency levels in this layer.
- network coding may yield important gains when integrated within the transport and MAC sub-layers.
- transport and MAC functions are performed at the convergence and MAC sub-layers.
- the current context for higher Internet layers i.e., TCP/IP
- TCP/IP The current context for higher Internet layers (i.e., TCP/IP) is extremely dynamic. This is essentially due to the sensitivity of TCP's congestion control to the variety of possible transmission environments (e.g., wireless, satellite, optical long-haul, etc.), leading to the emergence of a number of alternative competing transport protocols and enhancements.
- Network coding may therefore benefit from the continuity offered by industrial standards such as IEEE 802.16 (WiMAX) and LTE.
- WiMAX IEEE 802.16
- LTE Long Term Evolution
- network coding is applied at the convergence sub-layer (or at the edge between the IP layer and the convergence sub-layer), although other locations within a protocol stack are used in other embodiments.
- FIG. 1 is a diagram illustrating a wireless municipal area network (WMAN) 10 that may incorporate features described herein in one or more embodiments.
- the WMAN 10 may operate in accordance with one or more wireless networking standards such as, for example, the IEEE 802.16 wireless networking standard, the LTE advanced wireless standard, and/or others.
- the WMAN 10 may include one or more wireless base stations 12 , 14 , 16 to provide communication services to one or more wireless subscribers in a corresponding wireless coverage area.
- the base stations 12 , 14 , 16 may, for example, provide last mile services for one or more homes 18 , 20 in the coverage area.
- the homes 18 , 20 may each include internal or external customer premises equipment (CPE) to support wireless communication with one of more of the base stations 12 , 14 , 16 .
- CPE customer premises equipment
- the homes 18 , 20 may include a separate internal wireless local area network (e.g., an IEEE 802.11 (WiFi) network or the like).
- a separate internal wireless local area network e.g., an IEEE 802.11 (WiFi) network or the like.
- one or more of the homes 18 , 20 may include one or more user devices (e.g., a laptop, a smart phone, a desktop, etc.) that are capable of communicating directly with a base station of the WMAN 10 .
- the base stations 12 , 14 , 16 of WMAN 10 may also communicate with one or more mobile devices 22 or other mobile platforms within the coverage area. Likewise, the base stations 12 , 14 , 16 may communicate with one or more subscribers within an office building 24 or other structure. The base stations 12 , 14 , 16 may also be capable of communicating with one or more wireless hot spots 26 in a surrounding environment to provide access to the network for users within the hotspot coverage region. As is apparent, the number of different subscriber scenarios that are possible within WMAN 10 and other wireless MANs is large.
- the base stations 12 , 14 , 16 may also be capable of directly communicating with one another via one or more direct line of sight (LOS) backhaul links 28 , 30 , 32 between base stations. Further, in some systems, the base stations 12 , 14 , 16 may also be coupled to one or more large external networks (e.g., the Internet 38 , a public switched telephone network (PSTN), etc.) by one or more fixed back haul links 34 , 36 or other links to provide corresponding services to subscribers.
- LOS line of sight
- the techniques and features described herein may be used to enhance data transfer reliability and/or data transfer efficiency between nodes in a wireless MAN, such as WMAN 10 of FIG. 1 .
- a wireless MAN such as WMAN 10 of FIG. 1 .
- features described herein may be implemented within the base stations 12 , 14 , 16 of WMAN 10 and also within the various types of subscriber equipment that communicate with the base stations 12 , 14 , 16 .
- the techniques and features described herein may also be implemented in other types of wireless networks and systems.
- the features and techniques described herein may be used in both single hop links and multi-hop links within a network.
- FIG. 2 is a block diagram illustrating an example node architecture 50 that may be used within a communication device or node in accordance with an embodiment.
- the architecture 50 may be used within, for example, a base station or subscriber equipment associated with a WMAN (e.g., WMAN 10 of FIG. 1 , etc.) or node equipment within other wireless networks or systems.
- the node architecture 5 d 0 may include: one or more digital processors 52 , a memory 54 , a wireless transceiver 56 , and a user interface 58 .
- a bus 62 and/or other structure(s) may be provided for establishing interconnections between the various components of node architecture 50 .
- Digital processor(s) 52 may include one or more digital processing devices that are capable of executing programs or procedures to provide functions and/or services for a user.
- Memory 54 may include one or more digital data storage systems, devices, and/or components that may be used to store data and/or programs for other elements of node architecture 50 .
- Wireless transceiver 56 may include any type of transceiver that is capable of supporting wireless communication with one or more remote wireless entities.
- User interface 58 may include any type of device, component, or subsystem for providing an interface between a user and the corresponding node equipment.
- Digital processor(s) 52 may include, for example, one or more general purpose microprocessors, digital signals processors (DSPs), controllers, microcontrollers, application specific integrated circuits (ASICs), field programmable gate arrays (FPGAs), programmable logic arrays (PLAs), programmable logic devices (PLDs), reduced instruction set computers (RISCs), and/or other processing devices or systems, including combinations of the above.
- Digital processor(s) 52 may be used to, for example, execute an operating system for a corresponding node.
- Digital processor(s) 52 may also be used to, for example, execute one or more application programs for a node.
- digital processor(s) 52 may be used to implement, either partially or fully, one or more of the communications related processes or techniques described herein in some implementations.
- wireless transceiver 66 may include any type of transceiver that is capable of supporting wireless communication with one or more remote wireless entities.
- Wireless transceiver 56 may include one or more digital processors for performing corresponding functions.
- Wireless transceiver 56 may be coupled to one or more antennas 64 and/or other transducers, to facilitate the transmission and/or reception of communication signals.
- wireless transceiver 56 may be used to implement, either partially or fully, one or more of the communications related processes or techniques described herein.
- architecture 50 may also include one or more wired transceivers (not shown).
- wireless transceiver 56 may be configured in accordance with one or more wireless networking standards and/or wireless cellular standards. Multiple wireless transceivers may be used in some implementations to support operation in different networks or systems in a surrounding environment or with different wireless networking and/or cellular standards. Wireless transceiver 56 may, in some implementations, be capable of communicating with peer devices in a peer-to-peer, ad-hoc, or wireless mesh network arrangement. In addition, in some implementations, wireless transceiver 56 may be capable of communicating with a base station or access point of an infrastructure-type wireless communication scenario. In some instances, wireless transceiver 56 may be a base station transceiver that is capable of supporting multiple simultaneous wireless links with different subscriber equipment.
- Memory 54 may include any type of system, device, or component, or combination thereof, that is capable of storing digital information (e.g., digital data, computer executable instructions and/or programs, etc.) for access by a processing device or other component.
- digital information e.g., digital data, computer executable instructions and/or programs, etc.
- This may include, for example, semiconductor memories, magnetic data storage devices, disc based storage devices, optical storage devices, read only memories (ROMs), random access memories (RAMs), non-volatile memories, flash memories, USB drives, compact disc read only memories (CD-ROMs), DVDs, Blu-Ray disks, magneto-optical disks, erasable programmable ROMs (EPROMs), electrically erasable programmable ROMs (EEPROMs), magnetic or optical cards, and/or other digital storage suitable for storing electronic instructions and/or data.
- ROMs read only memories
- RAMs random access memories
- CD-ROMs compact disc read only memories
- DVDs DVDs
- node architecture 50 of FIG. 2 represents one possible example of a node architecture that may be used in an implementation. Other architectures may alternatively be used.
- node device node
- node communication device
- similar terms are used to describe any type of digital electronic device or system that includes some form of communication capability.
- This may include, for example, a laptop, desktop, notebook, or tablet computer; a personal digital assistant (PDA); a personal communication service (PCS) device; a personal navigation assistant (PNA); a cellular telephone, smart phone, or other handheld wireless communication device; a pager; a wireless sensor device; a satellite communication device; a media player having communication capability; a digital storage device with communication capability; CPE equipment; a set top box; wireless network interface cards (NICs) and other network interface structures; a wireless base station or wireless access point; an integrated circuit or system on chip (SOC) having communication functionality; and/or other devices, systems, or equipment.
- PDA personal digital assistant
- PCS personal communication service
- PNA personal navigation assistant
- FIG. 3 is a diagram illustrating a modified protocol stack 70 that may be implemented within a node to support a network coding based reliability architecture in accordance with an embodiment.
- protocol stack 70 may be implemented within, for example, the processor(s) 52 and/or the wireless transceiver 56 of the node.
- the stack 70 may include, for example: an application layer 72 , a transport layer 74 , an internet protocol (IP) layer 76 , a convergence sublayer 78 , an upper medium access control (MAC) sublayer 80 , a lower MAC sublayer 82 , and a physical layer 84 .
- IP internet protocol
- MAC medium access control
- the functions of these various layers are well known in the art and, therefore, will not be described herein.
- the lower layers 86 of the protocol stack 70 e.g., the convergence sublayer 78 , the upper and lower MAC sublayers 80 , 82 , and the physical layer 84
- the lower layers 86 of the protocol stack 70 may be configured in accordance with a particular wireless networking standard (e.g., WiMAX, etc.).
- a particular wireless networking standard e.g., WiMAX, etc.
- modifications are made to protocol stack 70 to incorporate network coding into a corresponding wireless network or system.
- network coding may be added to a network in a manner that acts as a packet erasure code to support data transfer reliability and data transfer efficiency in the network.
- network coding is applied at the IP layer 76 of the protocol stack 70 .
- a Linux packet filtering framework (netfilter) 88 or other functionality may be used to intercept IP packets that are flowing downward through the stack 70 for use in applying network coding.
- the terms “original packets” and “native packets” will be used to describe packets just before network coding is applied (i.e., the packets that will eventually be extracted in the receiver).
- the IP packets may be intercepted by netfilter 88 near, for example, the boundary between the IP layer 76 and the convergence sublayer 78 in one approach.
- a network coding module 90 may be provided to process the intercepted packets to apply network coding.
- Processed packets which may include both coded packets and uncoded packets, may then be injected back into protocol stack 70 by the network coding module 90 and allowed to flow downward toward physical layer 84 for transmission to a remote receiver. Similar processing may be performed in the reverse direction in the receiver device to recover the original data packets.
- the network coding module 90 may be implemented in user-space.
- the module 90 may act as an encoder at a source node (e.g., a base station, etc.) and as a decoder at a destination node (e.g., a subscriber station, etc.).
- a source application located in user-space may send outgoing IP packets to an operating system (OS) where the transport and IP layers are run.
- OS operating system
- the netfilter 88 (or other packet interception functionality) can be used to intercept the IP packets and send them to the network coding module 90 in user-space.
- the network coding module 90 then returns coded IP packets or segments to the OS.
- Coded IP packets then traverse the WiMAX stack 86 , passing through the convergence sublayer (CS) 78 , the upper and lower MAC sublayers 80 , 82 , and the PHY layer 84 .
- a netfilter may intercept the incoming coded IP packets handed from WiMAX to the OS and deliver them to a corresponding network coding module in user space.
- the network coding module of the destination node may then send decoded packets (or original data packets) to the corresponding OS, which forwards the packets to the destination application.
- the ARQ and HARQ run from the upper and lower MAC sublayers, respectively, may be switched off.
- the network coding modules 90 within source and destination nodes may use a flexible thread-based design, where parallel encoding-decoding instances are generated to process packets concurrently.
- network coding (and, more specifically, random linear network coding or RLNC) is implemented as a systematic packet erasure code in the network where uncoded packets are transmitted to a destination node along with coded packets. The coded packets then serve as redundant information that may be used to recover original packets in the destination node. This technique may be referred to as systematic RNLC.
- systematic RNLC Random linear network coding
- the same technique of intercepting packets, applying network coding, and then re-injecting coded packets may be applied at other locations in a stack in other implementations (e.g., the convergence sub-layer 78 , the upper or lower MAC layer 80 , 82 , etc.).
- the network coding module 90 is implemented in user-space (e.g., as part of application layer 72 ) within the node. In other implementations, however, the network coding module 90 (or the functions thereof) may be implemented in other layers or locations in a network, either inside or outside the original node.
- the network coding module 90 is implemented within the user space of another node in the network.
- the netfilter 88 may forward the extracted packets to the other node through, for example, a network link or other communication path. The coded packets may then be returned to the first node for re-injection into the stack 70 .
- the application of network coding may be made part of a corresponding protocol stack and, therefore, would not require an interception and re-injection of packets.
- a netfilter 88 is used to intercept IP packets at an IP layer 76 of a protocol stack.
- the term netfilter is commonly associated with the IP layer and filtration of IP packets. Therefore.
- other types of filters or data element interception functions or devices may be used to intercept data elements for coding.
- FIGS. 4 and 5 are block diagrams illustrating an encoder process 100 and a decoder process 200 , respectively, in accordance with an embodiment.
- the encoder process 100 may be used, for example, within a source node (or relay node) and the decoder process 200 may be used within a corresponding destination node during a data transfer operation.
- the encoder process 100 may include an encoder master thread 102 and a plurality of encoder worker threads 104 a , . . . , 104 n .
- the decoder process 200 may include a decoder master thread 202 and a plurality of decoder worker threads 204 a , . . .
- Each of the encoder worker threads 104 a , . . . , 104 n in the source node may correspond to one of the decoder worker threads 204 a , . . . , 204 n in the destination node.
- Each encoder-decoder thread pair may operate independently from the other pairs and may be identified by a unique thread ID (TID).
- TID unique thread ID
- different worker threads being executed within a node may be processed concurrently within different processors or processor cores associated with the node.
- multiple worker threads may be executed within a single processor in a node using, for example, time division multiplexing or a similar technique.
- multiple processor cores that each execute multiple worker threads may be used within a node.
- the encoder master thread 102 load-balances the encoder worker threads 104 a , . . . , 104 n by distributing incoming data elements, packets in this embodiment, to the threads 104 a , . . . , 104 n in a predetermined manner. In at least one embodiment, the master thread 102 distributes the packets in a round-robin fashion, although other techniques may alternatively be used.
- the encoder worker threads 104 a , . . . , 104 n may apply network coding to packets distributed to them to generate coded packets. As will be described in greater detail, the unique thread ID associated with each coded packet may be inserted into the coded packet before it is transmitted to the destination node.
- the decoder master thread 202 directs each incoming coded IP packet to a corresponding decoder worker thread 204 a , . . . , 204 n according to its TID.
- the decoder worker thread may then process the packets it receives to recover the original data packets.
- the original data packets may then be delivered to the appropriate application.
- FIG. 6 is a diagram illustrating an exemplary encoding process 300 in accordance with an embodiment.
- the process 300 may be used within, for example, a network coding module associated with a source node in a wireless network.
- Incoming IP packets may first be buffered ( 302 ) and stored successively as a “buffer list” in a master thread associated with a network coding module.
- the master thread may use a predetermined criterion to determine when a buffer list is ready to handed off to a next available encoder worker thread.
- the following process may be used to generate buffer lists and determine when they are to be handed off.
- a timer T may first be initialized.
- the length L b of a new buffer list may next be initialized to zero.
- the length of each new packet received may then be added to L b . This may be repeated for each new packet until T reaches T i or L b reaches L t , where T i is the maximum time to develop the buffer list and L t is the maximum length of the buffer list. If adding a new packet would result in L b exceeding L t , the new packet will not be added and will be held for the next buffer list. The current buffer list is then delivered to the next worker thread. The process is then repeated for the next buffer list. This process may be expressed in pseudocode as follows:
- the buffer list may be concatenated into a coding block ( 304 ).
- padding may be added to the coding block ( 306 ) to generate a padded coding block that is a multiple of a desired coding segment size.
- a “segment” is the basic unit of operation within the network coding module.
- the well-known ANSI X.923 byte padding algorithm is used to perform padding. In ANSI X.923, bytes filled with zeros are appended to the data and the last byte stores the number of padded bytes.
- the coding block may next be divided into equal sized segments ( 308 ) having the desired segment size.
- Random linear network coding may then be used to generate one or more coded segments during a coding process ( 310 ), A coded segment may be generated by first generating random coefficients (a i ) for each of the segments, multiplying each segment by the corresponding coefficient, and then summing the products together as follows:
- a different coded segment may be generated by generating and using new random coefficients.
- the coded segments may be encapsulated ( 312 ) by adding NC headers to form coded IP packets.
- the coded IP packets may then be transmitted to the destination node via the wireless channel.
- all of the segments associated with a particular coding block will be the same size, but the segment size will be avowed to change from coding block to coding block.
- the number of segments N s and the segment length L s that are used for a particular coding block are calculated by the corresponding worker thread (or the master thread) based, at least on part, on the length L t , of the coding block, the maximum length L m of the segments, and the preferred number N r of segments.
- One technique for calculating these values will now be described. As shown below, using this technique, the calculation of the number of segments N s and the segment length L s and the addition of padding (e.g., padding 306 of FIG. 6 ) are performed as together as part of a common process.
- the current length L b of the coding block may first be incremented by 1 byte to serve as a padding boundary.
- An initial value of N s may then be set as N r .
- the value of N s may then be repeatedly incremented and the value of L s may be repeatedly calculated as
- random linear network coding is used as a systematic packet erasure code within a wireless network. This will be referred to herein as systematic RLNC.
- systematic RLNC random linear network coding
- some or all of the segments may be transmitted to the destination node in an uncoded form. Coded segments may then be transmitted for use as redundant information during subsequent data decoding, in this manner, any uncoded packets that are lost (i.e., erased) in the channel may be recovered in the receiver.
- N s uncoded segments may first be generated and sent to the destination node, followed by one or more coded segments.
- the uncoded segments may each be generated by using a coefficient of 1 for a desired segment and a coefficient of zero for all other segments.
- the coded segments may be generated using randomly generated coefficients as described previously.
- the uncoded segments will be referred to herein as “systematic segments” and the coded segments as “nonsystematic segments.”
- the nonsystematic segments will be transmitted in a series of rounds, with N m nonsystematic segments being transmitted in each round.
- a maximum number of rounds N k may be specified in some implementations.
- An inter-round pause of duration T r may be implemented between rounds to allow other threads to process their blocks.
- ACK acknowledgement
- systematic RLNC is implemented using a Galois Field of size 2 8 . This field size allows each coefficient to be expressed as a single byte. However, other field sizes may be used in other implementations.
- the above-described process for implementing systematic RLNC may be expressed in pseudocode as follows:
- FIG. 7 is a diagram illustrating an NC header format 400 that may be used in accordance with an embodiment.
- the NC header format 400 may include: an IP header field 402 , a thread ID (TID) field 404 , a block ID (BID) field 406 , a segment ID (SID) field 408 , a filed 412 for the number N s of segments in the coding block, and a coding coefficients field 414 .
- Other NC header formats may alternatively be used.
- Segment length L s is not included because it can be derived using the packet length field in the IP header 402 .
- the TID identifies which thread the packet belongs to.
- the BID identifies which block the packet belongs to within a given thread. For each thread, the BID may be incremented for every new coded block.
- the SID keeps track of the individual segments generated for a particular block (i.e., the SID is incremented for each new coded segment that is generated). N s and the coding coefficients are used during the decoding process.
- a decoder worker thread may send an ACK message back to the corresponding encoder worker thread (i.e., the encoder thread having the same TID).
- FIG. 8 is a diagram illustrating an ACK packet format 450 that may be used in accordance with an embodiment.
- the ACK packet 450 may include an IP header 452 , a TID 454 , and a BID 456 .
- Other ACK formats may alternatively be used.
- the decoding process used at a decoder worker thread is essentially a reverse of the encoding process used in the corresponding encoder worker thread (see, e.g., FIG. 6 ).
- de-capsulation may be performed to strip the NC header from a received coded segment. Each received coded segment may then be used to progressively decode using Gauss-Jordan elimination or a similar technique.
- Gauss-Jordan elimination or a similar technique.
- M represents the current coefficient matrix of incoming coded packets
- M[r+1] refers to row r+1 of M
- rank(M) is the rank of M.
- the code rate (CR) may be defined as the ratio of the number N s of segments to the sum of N s and the number of redundancy segments:
- N k is the number of redundancy rounds
- N m is the number of redundancy segments transmitted per round. Note that this is an upper bound on the effective code rate, as an ACK may interrupt before N k rounds of N m , redundancy segments have been transmitted.
- blocks that cannot be decoded can still contain useful information, as some uncoded packets may be extracted.
- an additional two-byte field may be provided in the NC header called the stark field. The start field allows IP packet defragmentation at the decoder in the event of unsuccessful block decoding.
- the total NC header length may be L h +N s , where L h , is the length of the NC header without coding coefficients.
- the NC header overhead ratio would therefore be
- L s is the segment length. If N s is 120, L h is 24, and L s is 1400, the overhead would be 10.29%.
- This overhead can be reduced in three ways: 1) by increasing L m , the maximum length of segments, thus increasing L s , 2) by reducing N s , and 3) by sending a seed of a pseudo-random number generator instead of a coefficient vector. Using random seeds, the overhead becomes
- a type field and either a segment number (segn) or seed.type field may be used to identify whether a packet is coded or uncoded.
- the parameter segn may be used in a systematic packet to specify the segment number.
- the seed field may be used in a coded packet as a random seed.
- a simple pseudo-random number generator may be used to generate the random seed.
- Gerhard's generator is described in pseudo code below. Given a seed a, the generator generates a pseudo-random number from 1 to lim.
- various techniques, devices, and architectures were described for implementing network coding within a source node of a network. It should be appreciated that these techniques, devices, and architectures may also be used to perform re-coding in, for example, intermediate or relay nodes within multi-hop networks. For example, instead of decoding packets at a relay node and then applying a new layer of network coding to the decoded information, a relay node may simply collect received data elements such as coded packets and code them together in a re-coding operation before relaying them. In the above description, data elements may denote segments or packets that may be coded or uncoded. Re-coding is particularly well suited for use in scenarios involving two links having different characteristics.
- a re-coding operation is performed as follows.
- the relay initiates a new encoder worker thread for each received packet having a TID that was previously unknown to the relay node.
- the re-coding operation includes generating a new coded packet through linearly combining all the previously received packets of the same block through RLNC.
- re-coding is repeated upon each new packet reception, or until a predetermined number of coded packets have been generated or an acknowledgement message has been received from the receiver node.
- the recoding node Upon receiving an acknowledgement for any given block, the recoding node ceases transmitting coded packets for that block and sends an acknowledgement upstream to the next transmitting node.
- one or more operational parameters used in a wireless reliability node, system, or architecture may be adapted based on channel-related information. For example, in some implementations, adjustments may be made to one or more of the following operational parameters in a source node based on current channel and/or environmental conditions: number of redundant coded packets, number of segments in a coding block, length of segments in a coding block, number of coded packets within a round, maximum number of rounds, and/or others.
- the channel-related information may include channel state information generated by a channel estimation unit or other structure within the source node.
- channel-related information or environmental information may be received from a remote node (e.g., as feedback from the destination node).
- a source node may receive signal to interference and noise ratio (SINR) information as feedback from a destination node.
- SINR signal to interference and noise ratio
- the source node may then predict packet loss in the channel based on the SINR information and adjust the number of redundant coded packets that will be transmitted based thereon. Other parameters may be adjusted in a similar fashion.
- SINR signal to interference and noise ratio
- the techniques and structures described herein may be used to enhance data transfer reliability within a network or system.
- Other techniques or mechanisms may also be available to enhance or improve reliability in a network.
- the WiMAX standard adopted two retransmission mechanisms: namely, Automatic Repeat reQuest (ARQ) at the upper MAC layer, and Hybrid ARQ (HARQ) at the lower MAC and PHY layers.
- ARQ Automatic Repeat reQuest
- HARQ Hybrid ARQ
- a transmitter will determine whether to retransmit information based on whether or not an acknowledgement (ACK) message or a negative acknowledgement (NACK) message is received in response to a transmission.
- ACK acknowledgement
- NACK negative acknowledgement
- reliability mechanisms may also (or alternatively) be implemented within a network.
- one or more reliability mechanisms may be provided within the physical layer. These mechanisms may include, for example, various modulation and coding schemes (MCSs) used in the physical layer, adaptive MCS techniques implemented in the physical layer (where the MCS scheme is varied based upon, for example, channel conditions), and/or other techniques.
- MCSs modulation and coding schemes
- adaptive MCS techniques implemented in the physical layer (where the MCS scheme is varied based upon, for example, channel conditions), and/or other techniques.
- the network coding techniques described herein may be implemented with or without other reliability enhancing mechanisms.
- the techniques and features described herein are used within a WiMAX network with both the ARQ and HARQ mechanisms turned off.
- the described techniques may be used as the sole reliability enhancing mechanism above the physical layer.
- the network coding techniques described herein may be implemented in a coordinated fashion with one or more reliability enhancing mechanisms at the physical layer. That is, the higher layer network coding techniques and the lower, physical layer mechanisms may be jointly optimized to generate an enhanced level of reliability.
- a network coding architecture is provided that is capable of significantly decreasing packet loss compared to a network using HAW) or joint HARQ/ARQ mechanisms.
- the HARQ/ARQ mechanisms may be viewed as a posteriori repetition code adaptation mechanisms, with rates determined by the number of reactive retransmissions for each unit of data. Since retransmissions are packet specific, the rate granularity is low, and the maximum rate is small.
- network coding formulates unique packets into equivalent degrees of freedom, offering three advantages as a code adaptation scheme. First, coded packets can be sent a priori, in expectation of packet losses, thus reducing the effect of large round trip times in ARQ.
- each newly received degree of freedom can make up for any previously lost packet, thus leading to rate adaptation in steps of 1/block-size, where a block is the group of data packets coded together.
- HARQ/ARQ relies heavily on the acknowledgment process and is thus prone to ACK/NACK errors, delays, and losses, which in turn can result in inefficient retransmission of correctly received packets.
- Network coding is less sensitive, since each transmitted coded packet is a new degree of freedom that can be useful in decoding.
- the combination of proactive transmissions, rate adaptation with a finer granularity, and robustness to ACK losses can make network coding an efficient alternative reliability mechanism. It is also more in-line with the ever increasing speed and performance of a priori adaptive modulation and coding at the PHY layer.
- techniques and structures described herein may be implemented in any of a variety of different devices or systems that may operate as, or be part of, a network node.
- techniques or features may be embodied as instructions and/or data structures stored on non-transitory computer readable media that may be read and executed by a computing system.
- Computer readable media may include, for example, floppy diskettes, hard disks, optical disks, compact disc read only memories (CD-ROMs), digital video disks (DVDs), Blu-ray disks, magneto-optical disks, read only memories (ROMs), random access memories (RAMs), erasable programmable ROMs (EPROMs), electrically erasable programmable ROMs (EEPROMs), magnetic or optical cards, flash memory, and/or other types of media suitable for storing electronic instructions or data.
- CD-ROMs compact disc read only memories
- DVDs digital video disks
- Blu-ray disks magneto-optical disks
- ROMs read only memories
- RAMs random access memories
- EPROMs erasable programmable ROMs
- EEPROMs electrically erasable programmable ROMs
- magnetic or optical cards flash memory, and/or other types of media suitable for storing electronic instructions or data.
Landscapes
- Engineering & Computer Science (AREA)
- Computer Networks & Wireless Communication (AREA)
- Signal Processing (AREA)
- Quality & Reliability (AREA)
- Multimedia (AREA)
- Mobile Radio Communication Systems (AREA)
Abstract
Description
- The present application is a divisional of U.S. patent application Ser. No. 13/968,566, filed Aug. 16, 2013, which claims the benefit of U.S. Provisional Patent Application No. 61/791,321, filed on Mar. 15, 2013, which are both incorporated by reference herein in their entireties.
- This invention was made with government support under Contract Nos. FA9550-09-1-0196 and FA9550-08-1-0159 awarded by the Air Force Office of Scientific Research, under Contract No. N66001-11-C-4003 awarded by the Space and Naval Warfare Systems Command, and under Contract No. HR0011-10-3-0002 awarded by the Defense Advanced Research Projects Agency. The government has certain rights in the invention.
- Subject matter disclosed herein relates generally to wireless communication and, more particularly, to techniques, systems, and devices for providing reliability within wireless systems.
- The growing market for mobile devices is placing increasing demands on wireless networks. Indeed, at the end of 2009, the number of mobile phone subscribers exceeded 4.6 billion worldwide, and the global mobile data traffic has been predicted to double every year through 2014. As a result, a crucial challenge for next generation wireless networks is to cope with the rapid increase in multimedia traffic with minimal impact on equipment complexity.
- The 4th generation (4G) wireless standards require stationary speeds of 1 giga bits-per-second (Gbps) and mobile speeds of 100 mega bits-per-second (Mbps), while the third generation (3G) standards only required stationary speeds of 2 Mbps and mobile speeds of 384 kilo bits-per-second (Kbps). That is, 4G requires 500 and 260 times faster speeds than 3G in the stationary and mobile cases, respectively. Thus, the need for low-cost performance-multiplying technologies is expected to become significant for wireless networks in the near future.
- Techniques are therefore needed for providing fast, efficient, and reliable data transfer operations that are suitable for use in high traffic wireless networks and other systems,
- In accordance with one aspect of the concepts, systems, circuits, and techniques described herein, a method for use in providing reliable data transfer in a wireless network comprises: obtaining data elements associated with a data transfer operation between a first node and a remote second node; distributing the data elements among a plurality of encoder worker threads; and employing random linear network coding (RLNC) in the encoder worker threads to generate, for corresponding data elements, coded segments for transmission from the first node to the second node.
- In one embodiment, the method further comprises: generating uncoded segments in at least one of the encoder worker threads for corresponding data elements; and transmitting the coded and uncoded segments from the first node to the second node for implementing systematic RLNC.
- In one embodiment, obtaining data elements includes intercepting data elements at a predetermined point within a protocol stack.
- In one embodiment, intercepting data elements includes intercepting Internet protocol (IP) packets at an IP layer of the protocol stack.
- In one embodiment, the method further comprises transmitting the coded segments from the first node to the second node, wherein transmitting the coded segments includes injecting the coded segments into the IP layer of the protocol stack.
- In one embodiment, distributing the data elements among a plurality of encoder worker threads includes buffering the data elements, generating a plurality of buffer lists that each includes one or more data elements, and distributing the buffer lists among the plurality of encoder worker threads.
- In one embodiment, distributing the buffer lists includes distributing the buffer lists to the encoder worker threads in a round robin fashion.
- In one embodiment, generating a plurality of buffer lists includes, for each successive buffer list: acquiring a new data element; adding the new data element to a current buffer list; and repeating acquiring and adding until a maximum buffer list processing time has been reached or the maximum buffer list size has been reached.
- In one embodiment, the method further comprises: concatenating data elements distributed to a first encoder worker thread to form a first coding block; and segmenting the first coding block into segments having a first segment size, wherein segmenting includes padding the first coding block if a size of the first coding block is not a multiple of the first segment size; wherein employing random linear network coding includes: (a) generating random coefficients for the segments; and (b) linearly combining the segments using the random coefficients to generate a first coded segment in the first encoder worker thread.
- In one embodiment, employing random linear network coding further includes repeating generating and linearly combining to generate other coded segments in the first encoder worker thread until a predetermined number of coded segments has been generated or an acknowledgement message has been received from a corresponding processing thread in the second node.
- In one embodiment, the method further comprises determining, before segmenting the first coding block, a segment length and a number of segments to use in performing random linear network coding for the first coding block, wherein the determining of the segment length and is based at least in part on a length of the first coding block.
- In one embodiment, the method further comprises adding a header to the first coded segment.
- In one embodiment, the header includes a thread identifier (TID) to identify a thread associated with the first coded segment.
- In one embodiment, the header includes a block identifier (BID) to identify a coding block associated with the first coded segment.
- In one embodiment, the header includes a segment identifier (SID) to distinguish the first coded segment from other coded segments generated by the first encoder worker thread.
- In one embodiment, the header includes an indication of a number of segments used to generate the first coded segment.
- In one embodiment, the header includes an indication of the coding coefficients used to generate the first coded segment.
- In one embodiment, the indication of the coding coefficients used to generate the coded segment includes a seed of a random number generator used to generate the coding coefficients.
- In one embodiment, the method further comprises adjusting at least one of: a number of coded segments to transmit to the second node, a number of segments in a coding block, a length of segments in a coding block, a number of coded segments within a transmission round, and a maximum number of coded segment transmission rounds, based at least in part on channel-related information.
- In one embodiment, the channel-related information includes at least one of: channel estimates generated within the first node and feedback information received from the second node.
- In one embodiment, the encoder worker threads are implemented in the first node.
- In one embodiment, the encoder worker threads are implemented at a location outside the first node.
- In one embodiment, the first node is a relay node and obtaining data elements includes receiving coded packets at the relay node; and employing RLNC in the encoder worker threads includes re-coding the coded packets using R.
- In one embodiment, the method further comprises: initiating a new encoder worker thread at the relay node for each received packet having a thread identifier (TID) that was previously unknown to the relay node; performing re-coding among packets of the same block; repeating re-coding in the relay node's encoder worker thread within each block, upon each new packet reception, or until a predetermined number of coded packets has been generated or an acknowledgement message has been received from a corresponding processing thread in the second node; and ceasing transmission of coded packets for any given block and sending an acknowledgement upstream to the next transmitting node upon receiving an acknowledgement for the block.
- In one embodiment, the method is performed in coordination with one or more physical layer reliability enhancement mechanisms.
- In one embodiment, the first and second nodes are part of a wireless municipal area network.
- In accordance with another aspect of the concepts, systems, circuits, and techniques described herein, a communication device comprises: a wireless transceiver; and one or more processors configured to: obtain data elements associated with a data transfer operation between the communication device and a remote node; and distribute the data elements among a plurality of encoder worker threads that are each configured to use random linear network coding (RLNC) to generate coded segments for corresponding data elements.
- In one embodiment, the one or more processors are configured to: (a) cause encoded segments to be generated in at least one of the encoder worker threads for corresponding data elements; and transmit the coded and encoded segments to the destination node via the transceiver to implement systematic RLNC.
- In one embodiment, the one or more processors are configured to obtain the data elements by intercepting the data elements at a predetermined point within a protocol stack of the communication device.
- In one embodiment, the data elements are Internet protocol (IP) packets and the one or more processors include a netfilter to intercept IP packets at an IP layer of the protocol stack of the communication device.
- In one embodiment, to generate a buffer list, the one or more processors are configured to: acquire a new data element; add the new data element to a current buffer list; and repeat the acquisition and addition of new data elements until a maximum buffer list processing time or a maximum buffer list size is reached.
- In one embodiment, a first of the encoder worker threads is configured to: concatenate corresponding data elements to form a first coding block; segment the first coding block into segments having a first segment size, wherein segmenting includes padding the first coding block if a size of the coding block is not a multiple of the first segment size; generate random coefficients for the segments; and linearly combine the segments using the random coefficients to generate a first coded segment.
- In one embodiment, the first encoder worker thread is configured to generate additional random coefficients for the segments and linearly combine the segments using the additional random coefficients to generate additional coded segments.
- In one embodiment, the first encoder worker thread is configured to generate additional coded segments until a predetermined number of coded segments have been generated or an acknowledgement message is received from a corresponding processing thread in the destination node.
- In one embodiment, the first encoder worker thread is configured to generate coded segments in rounds, wherein Nm coded segments are generated per round and a nominal delay of Tr exists between rounds.
- In one embodiment, the first encoder worker thread is configured to not exceed a maximum number Nk of rounds.
- In one embodiment, the first encoder worker thread is configured to determine, before segmenting the first coding block, a segment length and a number of segments to use for random linear network coding for the first coding block based at least in part on a length of the first coding block.
- In accordance with a still another aspect of the concepts, systems, circuits, and techniques described herein, a method for use in providing reliable data transfer in a wireless network comprises: receiving coded segments from a remote wireless node, each coded segment being associated with a specific coding thread and being coded with a random linear network code (RLNC); reading thread identifiers within the received coded segments and directing the coded segments to corresponding decoder worker threads based thereon, each decoder worker thread having a corresponding encoder worker thread associated with the remote wireless node; and using the coded segments within the corresponding decoder worker threads to recover original data elements.
- In one embodiment, the method further comprises: receiving uncoded segments from the remote wireless node, each uncoded segment being associated with a specific coding thread; and reading thread identifiers within the received uncoded segments and directing the uncoded segments to corresponding decoder worker threads based thereon; wherein using the coded segments within the corresponding decoder worker threads to recover original data elements includes using the coded segments as redundant information to the uncoded segments within the decoder worker threads to recover the original data elements using systematic RLNC.
- In one embodiment, the uncoded segments are received before the corresponding coded segments for each decoder worker thread.
- In one embodiment, the coded segments for each decoder worker thread are received in rounds, with Nm coded segments per round and a nominal delay of Tr between rounds.
- In one embodiment, the method further comprises sending an acknowledgement (ACK) message from a decoder worker thread to a corresponding encoder worker thread associated with the remote wireless node in response to recovery of all original data elements associated with corresponding segments.
- In one embodiment, using the coded segments within the corresponding decoder worker threads to recover original data elements includes performing a Gauss-Jordan elimination operation for each new coded segment.
- In one embodiment, using the coded segments within the corresponding decoder worker threads to recover original packets comprises: recovering a corresponding coding block within a first decoder worker thread; removing padding from the coding block, if any, within the first decoder worker thread; and separating the coding block into original data elements.
- In one embodiment, the method further comprises delivering the original data elements recovered by the decoder worker threads to a corresponding application.
- In accordance with a further aspect of the concepts, systems, circuits, and techniques described herein, a communication device comprises: a wireless transceiver; and one or more processors to: receive coded segments from a remote wireless node, each coded segment being associated with a specific coding thread and being coded with a random linear network code (RLNC); read thread identifiers within the received coded segments and direct the coded segments to corresponding decoder worker threads based thereon, each decoder worker thread having a corresponding encoder worker thread that is associated with the remote wireless node; and use the coded segments within the corresponding decoder worker threads to recover original data elements.
- In one embodiment, the one or more processors are configured to: receive uncoded segments from the remote wireless node, each uncoded segment being associated with a specific coding thread; read thread identifiers within the received uncoded segments and direct the uncoded segments to corresponding decoder worker threads based thereon; and use the coded segments as redundant information to the uncoded segments to recover the original data elements within the decoder worker threads, using systematic RLNC.
- In one embodiment, each decoder worker thread is configured to send an acknowledgement (ACK) message to a corresponding encoder worker thread associated with the remote wireless node in response to recovery of all original data elements associated with the decoder worker thread.
- In one embodiment, each decoder worker thread is configured to perform a Gauss-Jordan elimination operation when a new coded segment is received.
- In accordance with a still further aspect of the concepts, systems, circuits, and techniques described herein, a method for use in a wireless system, comprises: transmitting systematic packets to a remote node; and transmitting one or more nonsystematic packets to the remote node, the non-systematic packets being encoded with a random linear network code (RLNC), the nonsystematic packets to serve as redundant information to the systematic packets for implementing systematic RLNC.
- In one embodiment, transmitting one or more nonsystematic packets to the remote device includes transmitting the one or more nonsystematic packets to the remote device in successive rounds, each round having Nm packets.
- In one embodiment, transmitting the one or more nonsystematic packets to the remote device in successive rounds includes transmitting the packets with a nominal inter-round delay of Tr.
- In one embodiment, the method further comprises: before transmitting the systematic packets, generating the systematic packets, at least in part, within a plurality of encoder threads, each systematic packet including a thread identifier (TID) to identify a corresponding encoder thread; and before transmitting the nonsystematic packets, generating the nonsystematic packets, at least in part, within the plurality of encoder threads, each nonsystematic packet including a thread identifier (TID) to identify a corresponding encoder thread.
- In one embodiment, generating the nonsystematic packets includes: obtaining a coding block within a first encoder thread; segmenting the coding block into a number of segments; generating first random coefficients for the segments; and linearly combining the segments using the first random coefficients to generate a first nonsystematic segment.
- In accordance with yet another aspect of the concepts, systems, circuits, and techniques described herein, a method for use in a wireless system, comprises: obtaining a coding block; segmenting the coding block into a number of equal-length uncoded segments; generating one or more coded segments by applying random linear network coding (RLNC) to the number of equal-length segments; and transmitting the uncoded segments and the one or more coded segments to a remote node, the one or more coded segments for use as redundant information by the remote node to recover one or more of the uncoded segments should they be erased in the wireless channel.
- The foregoing features may be more fully understood from the following description of the drawings in which:
-
FIG. 1 is a diagram illustrating a wireless municipal area network (WMAN) that may incorporate features described herein; -
FIG. 2 is a block diagram illustrating an example node architecture that may be used within a communication device or node in accordance with an embodiment; -
FIG. 3 is a diagram illustrating a modified protocol stack that may be implemented within a node in accordance with an embodiment; -
FIGS. 4 and 5 are block diagrams illustrating an encoder process and a decoder process, respectively, in accordance with embodiments; -
FIG. 6 is a diagram illustrating an exemplary encoding process in accordance with an embodiment; -
FIG. 7 is a diagram illustrating an NC packet header format that may be used in accordance with an embodiment; and -
FIG. 8 is a diagram illustrating an ACK packet format that may be used in accordance with an embodiment. - The subject matter described herein relates to techniques, devices, systems, circuits, and concepts for use in implementing network coding (or other similar coding techniques) within wireless systems in a manner that can enhance data transfer reliability and efficiency. The techniques, devices, systems, circuits, and concepts may be used in any of a wide variety of different types of wireless systems and networks. In some implementations, for example, the techniques are used within wireless municipal area networks (WMANs), such as those that follow the IEEE 802.16 family of wireless networking standards or the Long Term Evolution (LTE) family of standards. It should be appreciated, however, that many other applications also exist.
- In some embodiments described herein, network-coding-enabled reliability architectures are provided for next generation wireless networks. These network coding (NC) architectures may, in some implementations, use a flexible thread-based coding design. In addition, or alternatively, these architectures may utilize systematic intra-session random linear network coding (RLNC) as a packet erasure code to support fast and reliable information transfer between wireless nodes. The systematic RLNC coding and decoding may be performed within, for example, a number of coding/decoding threads that span the channel between a transmitter and a receiver. In at least one implementation, an architecture is provided that is able to decrease packet loss from around 11-32% to nearly 0% with respect to a network implementing HARQ and joint HARQ/A mechanisms. Thus, the architecture is capable of achieving an increase in throughput by a factor of up to 5.9 and a reduction in end-to-end file transfer delay by a factor of up to 5.5. In some implementations, the protocols and architectures described herein may reduce or eliminate the need to use other reliability enhancement techniques within a system or network (e.g., ARQ and/or joint HARQ/ARQ schemes in the PHY/MAC layers, etc.).
- In general, network coding may be applied across the OSI model. However, some layers may be better choices than others in different applications. For example, additional performance gains at the physical layer may be onerous, since existing coding schemes have achieved near-optimal efficiency levels in this layer. In contrast, network coding may yield important gains when integrated within the transport and MAC sub-layers. In the context of WMANs, transport and MAC functions are performed at the convergence and MAC sub-layers. The current context for higher Internet layers (i.e., TCP/IP) is extremely dynamic. This is essentially due to the sensitivity of TCP's congestion control to the variety of possible transmission environments (e.g., wireless, satellite, optical long-haul, etc.), leading to the emergence of a number of alternative competing transport protocols and enhancements. This trend is compounded by the emergence of IPv6. Network coding may therefore benefit from the continuity offered by industrial standards such as IEEE 802.16 (WiMAX) and LTE. In the context of WMANs, the application of network coding at the convergence sub-layer would serve all supported traffic and would be independent of likely technology and protocol shifts at higher layers. Therefore, in some embodiments, network coding is applied at the convergence sub-layer (or at the edge between the IP layer and the convergence sub-layer), although other locations within a protocol stack are used in other embodiments.
-
FIG. 1 is a diagram illustrating a wireless municipal area network (WMAN) 10 that may incorporate features described herein in one or more embodiments. TheWMAN 10 may operate in accordance with one or more wireless networking standards such as, for example, the IEEE 802.16 wireless networking standard, the LTE advanced wireless standard, and/or others. As illustrated, theWMAN 10 may include one or morewireless base stations base stations more homes homes base stations homes homes WMAN 10. - The
base stations WMAN 10 may also communicate with one or moremobile devices 22 or other mobile platforms within the coverage area. Likewise, thebase stations office building 24 or other structure. Thebase stations hot spots 26 in a surrounding environment to provide access to the network for users within the hotspot coverage region. As is apparent, the number of different subscriber scenarios that are possible withinWMAN 10 and other wireless MANs is large. - In addition to communicating with subscriber equipment, the
base stations base stations Internet 38, a public switched telephone network (PSTN), etc.) by one or more fixed back haul links 34, 36 or other links to provide corresponding services to subscribers. - As will be described in greater detail, in some embodiments, the techniques and features described herein may be used to enhance data transfer reliability and/or data transfer efficiency between nodes in a wireless MAN, such as
WMAN 10 ofFIG. 1 . For example, with reference toFIG. 1 , features described herein may be implemented within thebase stations WMAN 10 and also within the various types of subscriber equipment that communicate with thebase stations -
FIG. 2 is a block diagram illustrating anexample node architecture 50 that may be used within a communication device or node in accordance with an embodiment. Thearchitecture 50 may be used within, for example, a base station or subscriber equipment associated with a WMAN (e.g.,WMAN 10 ofFIG. 1 , etc.) or node equipment within other wireless networks or systems. As illustrated, the node architecture 5 d 0 may include: one or moredigital processors 52, amemory 54, awireless transceiver 56, and a user interface 58. A bus 62 and/or other structure(s) may be provided for establishing interconnections between the various components ofnode architecture 50. Digital processor(s) 52 may include one or more digital processing devices that are capable of executing programs or procedures to provide functions and/or services for a user.Memory 54 may include one or more digital data storage systems, devices, and/or components that may be used to store data and/or programs for other elements ofnode architecture 50.Wireless transceiver 56 may include any type of transceiver that is capable of supporting wireless communication with one or more remote wireless entities. User interface 58 may include any type of device, component, or subsystem for providing an interface between a user and the corresponding node equipment. - Digital processor(s) 52 may include, for example, one or more general purpose microprocessors, digital signals processors (DSPs), controllers, microcontrollers, application specific integrated circuits (ASICs), field programmable gate arrays (FPGAs), programmable logic arrays (PLAs), programmable logic devices (PLDs), reduced instruction set computers (RISCs), and/or other processing devices or systems, including combinations of the above. Digital processor(s) 52 may be used to, for example, execute an operating system for a corresponding node. Digital processor(s) 52 may also be used to, for example, execute one or more application programs for a node. In addition, digital processor(s) 52 may be used to implement, either partially or fully, one or more of the communications related processes or techniques described herein in some implementations.
- As described above, wireless transceiver 66 may include any type of transceiver that is capable of supporting wireless communication with one or more remote wireless entities.
Wireless transceiver 56 may include one or more digital processors for performing corresponding functions.Wireless transceiver 56 may be coupled to one ormore antennas 64 and/or other transducers, to facilitate the transmission and/or reception of communication signals. In some embodiments,wireless transceiver 56 may be used to implement, either partially or fully, one or more of the communications related processes or techniques described herein. In some implementations,architecture 50 may also include one or more wired transceivers (not shown). - In various implementations,
wireless transceiver 56 may be configured in accordance with one or more wireless networking standards and/or wireless cellular standards. Multiple wireless transceivers may be used in some implementations to support operation in different networks or systems in a surrounding environment or with different wireless networking and/or cellular standards.Wireless transceiver 56 may, in some implementations, be capable of communicating with peer devices in a peer-to-peer, ad-hoc, or wireless mesh network arrangement. In addition, in some implementations,wireless transceiver 56 may be capable of communicating with a base station or access point of an infrastructure-type wireless communication scenario. In some instances,wireless transceiver 56 may be a base station transceiver that is capable of supporting multiple simultaneous wireless links with different subscriber equipment. -
Memory 54 may include any type of system, device, or component, or combination thereof, that is capable of storing digital information (e.g., digital data, computer executable instructions and/or programs, etc.) for access by a processing device or other component. This may include, for example, semiconductor memories, magnetic data storage devices, disc based storage devices, optical storage devices, read only memories (ROMs), random access memories (RAMs), non-volatile memories, flash memories, USB drives, compact disc read only memories (CD-ROMs), DVDs, Blu-Ray disks, magneto-optical disks, erasable programmable ROMs (EPROMs), electrically erasable programmable ROMs (EEPROMs), magnetic or optical cards, and/or other digital storage suitable for storing electronic instructions and/or data. - It should be appreciated that the
node architecture 50 ofFIG. 2 represents one possible example of a node architecture that may be used in an implementation. Other architectures may alternatively be used. As used herein, the terms “node device,” “node,” “communication device,” and similar terms are used to describe any type of digital electronic device or system that includes some form of communication capability. This may include, for example, a laptop, desktop, notebook, or tablet computer; a personal digital assistant (PDA); a personal communication service (PCS) device; a personal navigation assistant (PNA); a cellular telephone, smart phone, or other handheld wireless communication device; a pager; a wireless sensor device; a satellite communication device; a media player having communication capability; a digital storage device with communication capability; CPE equipment; a set top box; wireless network interface cards (NICs) and other network interface structures; a wireless base station or wireless access point; an integrated circuit or system on chip (SOC) having communication functionality; and/or other devices, systems, or equipment. It should be appreciated that all or part of the various devices, systems, processes, or methods described herein may be implemented using any combination of hardware, firmware, and/or software. -
FIG. 3 is a diagram illustrating a modifiedprotocol stack 70 that may be implemented within a node to support a network coding based reliability architecture in accordance with an embodiment. If the node architecture ofFIG. 2 is used for a node,protocol stack 70 may be implemented within, for example, the processor(s) 52 and/or thewireless transceiver 56 of the node. As shown inFIG. 3 , thestack 70 may include, for example: anapplication layer 72, atransport layer 74, an internet protocol (IP)layer 76, aconvergence sublayer 78, an upper medium access control (MAC)sublayer 80, alower MAC sublayer 82, and aphysical layer 84. The functions of these various layers are well known in the art and, therefore, will not be described herein. The lower layers 86 of the protocol stack 70 (e.g., theconvergence sublayer 78, the upper andlower MAC sublayers protocol stack 70 to incorporate network coding into a corresponding wireless network or system. As will be described in greater detail, in some implementations, network coding may be added to a network in a manner that acts as a packet erasure code to support data transfer reliability and data transfer efficiency in the network. - In the embodiment of
FIG. 3 , network coding is applied at theIP layer 76 of theprotocol stack 70. A Linux packet filtering framework (netfilter) 88 or other functionality may be used to intercept IP packets that are flowing downward through thestack 70 for use in applying network coding. As used herein, the terms “original packets” and “native packets” will be used to describe packets just before network coding is applied (i.e., the packets that will eventually be extracted in the receiver). The IP packets may be intercepted bynetfilter 88 near, for example, the boundary between theIP layer 76 and theconvergence sublayer 78 in one approach. Anetwork coding module 90 may be provided to process the intercepted packets to apply network coding. Processed packets, which may include both coded packets and uncoded packets, may then be injected back intoprotocol stack 70 by thenetwork coding module 90 and allowed to flow downward towardphysical layer 84 for transmission to a remote receiver. Similar processing may be performed in the reverse direction in the receiver device to recover the original data packets. - In some embodiments, the
network coding module 90 may be implemented in user-space. Themodule 90 may act as an encoder at a source node (e.g., a base station, etc.) and as a decoder at a destination node (e.g., a subscriber station, etc.). At a source node, a source application located in user-space may send outgoing IP packets to an operating system (OS) where the transport and IP layers are run. The netfilter 88 (or other packet interception functionality) can be used to intercept the IP packets and send them to thenetwork coding module 90 in user-space. Thenetwork coding module 90 then returns coded IP packets or segments to the OS. Coded IP packets then traverse theWiMAX stack 86, passing through the convergence sublayer (CS) 78, the upper andlower MAC sublayers PHY layer 84. At the destination node, a netfilter may intercept the incoming coded IP packets handed from WiMAX to the OS and deliver them to a corresponding network coding module in user space. The network coding module of the destination node may then send decoded packets (or original data packets) to the corresponding OS, which forwards the packets to the destination application. When using this NO-enhanced architecture, the ARQ and HARQ run from the upper and lower MAC sublayers, respectively, may be switched off. - As described above, in some embodiments, the
network coding modules 90 within source and destination nodes may use a flexible thread-based design, where parallel encoding-decoding instances are generated to process packets concurrently. In addition, in some implementations, network coding (and, more specifically, random linear network coding or RLNC) is implemented as a systematic packet erasure code in the network where uncoded packets are transmitted to a destination node along with coded packets. The coded packets then serve as redundant information that may be used to recover original packets in the destination node. This technique may be referred to as systematic RNLC. In the discussion below, an example embodiment is described that uses both threading and systematic RLNC. - Although shown in
FIG. 3 as being applied at theIP layer 76, it should be appreciated that the same technique of intercepting packets, applying network coding, and then re-injecting coded packets may be applied at other locations in a stack in other implementations (e.g., theconvergence sub-layer 78, the upper orlower MAC layer network coding module 90 is implemented in user-space (e.g., as part of application layer 72) within the node. In other implementations, however, the network coding module 90 (or the functions thereof) may be implemented in other layers or locations in a network, either inside or outside the original node. For example, in one exemplary implementation, thenetwork coding module 90 is implemented within the user space of another node in the network. In such a implementation, thenetfilter 88 may forward the extracted packets to the other node through, for example, a network link or other communication path. The coded packets may then be returned to the first node for re-injection into thestack 70. In addition, in some implementations, the application of network coding may be made part of a corresponding protocol stack and, therefore, would not require an interception and re-injection of packets. [0088] In the embodiments described above, anetfilter 88 is used to intercept IP packets at anIP layer 76 of a protocol stack. The term netfilter is commonly associated with the IP layer and filtration of IP packets. Therefore. In embodiments where the above-described techniques are implemented at other layers of a stack, other types of filters or data element interception functions or devices may be used to intercept data elements for coding. -
FIGS. 4 and 5 are block diagrams illustrating anencoder process 100 and adecoder process 200, respectively, in accordance with an embodiment. Theencoder process 100 may be used, for example, within a source node (or relay node) and thedecoder process 200 may be used within a corresponding destination node during a data transfer operation. As shown inFIG. 4 , theencoder process 100 may include anencoder master thread 102 and a plurality ofencoder worker threads 104 a, . . . , 104 n. Likewise, with reference toFIG. 5 , thedecoder process 200 may include adecoder master thread 202 and a plurality ofdecoder worker threads 204 a, . . . , 204 n. Each of theencoder worker threads 104 a, . . . , 104 n in the source node may correspond to one of thedecoder worker threads 204 a, . . . , 204 n in the destination node. Each encoder-decoder thread pair may operate independently from the other pairs and may be identified by a unique thread ID (TID). In some implementations, different worker threads being executed within a node may be processed concurrently within different processors or processor cores associated with the node. In other implementations, multiple worker threads may be executed within a single processor in a node using, for example, time division multiplexing or a similar technique. In still other embodiments, multiple processor cores that each execute multiple worker threads may be used within a node. - The
encoder master thread 102 load-balances theencoder worker threads 104 a, . . . , 104 n by distributing incoming data elements, packets in this embodiment, to thethreads 104 a, . . . , 104 n in a predetermined manner. In at least one embodiment, themaster thread 102 distributes the packets in a round-robin fashion, although other techniques may alternatively be used. Theencoder worker threads 104 a, . . . , 104 n may apply network coding to packets distributed to them to generate coded packets. As will be described in greater detail, the unique thread ID associated with each coded packet may be inserted into the coded packet before it is transmitted to the destination node. At the destination node, thedecoder master thread 202 directs each incoming coded IP packet to a correspondingdecoder worker thread 204 a, . . . , 204 n according to its TID. The decoder worker thread may then process the packets it receives to recover the original data packets. The original data packets may then be delivered to the appropriate application. -
FIG. 6 is a diagram illustrating anexemplary encoding process 300 in accordance with an embodiment. Theprocess 300 may be used within, for example, a network coding module associated with a source node in a wireless network. Incoming IP packets may first be buffered (302) and stored successively as a “buffer list” in a master thread associated with a network coding module. The master thread may use a predetermined criterion to determine when a buffer list is ready to handed off to a next available encoder worker thread. In at least one embodiment, the following process may be used to generate buffer lists and determine when they are to be handed off. A timer T may first be initialized. The length Lb of a new buffer list may next be initialized to zero. The length of each new packet received may then be added to Lb. This may be repeated for each new packet until T reaches Ti or Lb reaches Lt, where Ti is the maximum time to develop the buffer list and Lt is the maximum length of the buffer list. If adding a new packet would result in Lb exceeding Lt, the new packet will not be added and will be held for the next buffer list. The current buffer list is then delivered to the next worker thread. The process is then repeated for the next buffer list. This process may be expressed in pseudocode as follows: -
1: Initialize timer T 2: Initialize length Lb of buffer list 3: while T < Ti and Lb < Lt do 4: Receive new packet with length Lp 5: Lb ← Lb + Lp 6: end while 7: Transfer buffer list to next worker thread and repeat. - Either before or after the present buffer list is transferred to an encoder worker thread, the buffer list may be concatenated into a coding block (304). Next, padding may be added to the coding block (306) to generate a padded coding block that is a multiple of a desired coding segment size. As used herein, a “segment” is the basic unit of operation within the network coding module. In at least one embodiment, the well-known ANSI X.923 byte padding algorithm is used to perform padding. In ANSI X.923, bytes filled with zeros are appended to the data and the last byte stores the number of padded bytes. The coding block may next be divided into equal sized segments (308) having the desired segment size. Random linear network coding (RLNC) may then be used to generate one or more coded segments during a coding process (310), A coded segment may be generated by first generating random coefficients (ai) for each of the segments, multiplying each segment by the corresponding coefficient, and then summing the products together as follows:
-
- A different coded segment may be generated by generating and using new random coefficients.
- After coded segments have been generated, the coded segments may be encapsulated (312) by adding NC headers to form coded IP packets. The coded IP packets may then be transmitted to the destination node via the wireless channel. As will be described in greater detail, in some embodiments, all of the segments associated with a particular coding block will be the same size, but the segment size will be avowed to change from coding block to coding block.
- In at least one embodiment, the number of segments Ns and the segment length Ls that are used for a particular coding block are calculated by the corresponding worker thread (or the master thread) based, at least on part, on the length Lt, of the coding block, the maximum length Lm of the segments, and the preferred number Nr of segments. One technique for calculating these values will now be described. As shown below, using this technique, the calculation of the number of segments Ns and the segment length Ls and the addition of padding (e.g., padding 306 of
FIG. 6 ) are performed as together as part of a common process. The current length Lb of the coding block may first be incremented by 1 byte to serve as a padding boundary. An initial segment length may then be set as Ls=Lb/Nr. An initial value of Ns may then be set as Nr. The value of Ns may then be repeatedly incremented and the value of Ls may be repeatedly calculated as -
- unto Ls is less than or equal to the maximum segment length Lm. This process may be expressed in pseudocode as follows:
-
1: Lb ← Lb + 1 2: 3: Ns ← Nr 4: while Ls > Lm do 5: Ns ← Ns + 1 6: 7: end while - As described previously, in some embodiments, random linear network coding (RLNC) is used as a systematic packet erasure code within a wireless network. This will be referred to herein as systematic RLNC. For example, in one approach, after a coding block has been segmented, some or all of the segments may be transmitted to the destination node in an uncoded form. Coded segments may then be transmitted for use as redundant information during subsequent data decoding, in this manner, any uncoded packets that are lost (i.e., erased) in the channel may be recovered in the receiver.
- One example technique for implementing systematic RLNC in a wireless network will now be described. Ns uncoded segments may first be generated and sent to the destination node, followed by one or more coded segments. The uncoded segments may each be generated by using a coefficient of 1 for a desired segment and a coefficient of zero for all other segments. The coded segments may be generated using randomly generated coefficients as described previously. The uncoded segments will be referred to herein as “systematic segments” and the coded segments as “nonsystematic segments.” In one approach, the nonsystematic segments will be transmitted in a series of rounds, with Nm nonsystematic segments being transmitted in each round. A maximum number of rounds Nk may be specified in some implementations. An inter-round pause of duration Tr may be implemented between rounds to allow other threads to process their blocks. When a decoder worker thread has successfully decoded all original packets, it may send an acknowledgement (ACK) message to the corresponding encoder worker thread.
- In some embodiments, when the ACK message is received by the encoder worker thread, the thread will cease to generate and transmit further nonsystematic segments. The encoder worker thread may also cease to generate and transmit nonsystematic segments after Nk rounds have been performed, even if no ACK has been received. This technique protects against inefficiencies related to ACK errors or losses. In at least one embodiment, systematic RLNC is implemented using a Galois Field of
size 28. This field size allows each coefficient to be expressed as a single byte. However, other field sizes may be used in other implementations. The above-described process for implementing systematic RLNC may be expressed in pseudocode as follows: -
1: for x = 1 → Ns do >generate systematic code first 2: generate an uncoded segment. 3: end for 4: while ACK has not yet been received do 5: for y = 1 → Nk do 6: for z = 1 → Nm do 7: generate a coded segment 8: end for 9: wait for duration Tr 10: >terminate if an ACK is received 11: end for 12: end while - As described above, coded segments generated in a source node may be encapsulated into coded IP packets before transmission. During the encapsulation procedure, an NC header is added to the coded segment.
FIG. 7 is a diagram illustrating anNC header format 400 that may be used in accordance with an embodiment. As shown, theNC header format 400 may include: anIP header field 402, a thread ID (TID)field 404, a block ID (BID)field 406, a segment ID (SID)field 408, a filed 412 for the number Ns of segments in the coding block, and acoding coefficients field 414. Other NC header formats may alternatively be used. Segment length Ls is not included because it can be derived using the packet length field in theIP header 402. The TID identifies which thread the packet belongs to. The BID identifies which block the packet belongs to within a given thread. For each thread, the BID may be incremented for every new coded block. The SID keeps track of the individual segments generated for a particular block (i.e., the SID is incremented for each new coded segment that is generated). Ns and the coding coefficients are used during the decoding process. - As described above, once a coding block has been decoded (or a decision is made that enough coded packets or degrees of freedom have been received to finish decoding), a decoder worker thread may send an ACK message back to the corresponding encoder worker thread (i.e., the encoder thread having the same TID).
-
FIG. 8 is a diagram illustrating anACK packet format 450 that may be used in accordance with an embodiment. As shown, theACK packet 450 may include anIP header 452, aTID 454, and aBID 456. Other ACK formats may alternatively be used. - The decoding process used at a decoder worker thread is essentially a reverse of the encoding process used in the corresponding encoder worker thread (see, e.g.,
FIG. 6 ). First, de-capsulation may be performed to strip the NC header from a received coded segment. Each received coded segment may then be used to progressively decode using Gauss-Jordan elimination or a similar technique. Once a coding block has been decoded and reassembled, it may be unpadded and the original encoded IP packets may be separated. If a packet with a different BID from the current block arrives at a decoder worker thread before a current block is decoded, the decoder may drop the current block and start decoding the new block in some embodiments. An example implementation of a Gauss-Jordan elimination process is shown below in pseudocode. In the process illustrated below, M represents the current coefficient matrix of incoming coded packets, M[r+1] refers to row r+1 of M, and rank(M) is the rank of M. -
1: r ← 0 2: MN s ×(Ns +Ls ) ← 03: for each incoming coded IP packet Np do 4: M[r + 1] ← coefficients and segment of Np 5: Gauss-Jordan elimination on (r + 1) × (Ns + Ls) of M 6: if rank(M) = r + 1 then 7: r ← r + 1 8: if r = Ns then 9: done decoding 10: end if 11: end if 12: end for
Other techniques for decoding received segments may be used in other embodiments. - When using the above-described techniques, the code rate (CR) may be defined as the ratio of the number Ns of segments to the sum of Ns and the number of redundancy segments:
-
- where Nk is the number of redundancy rounds, and Nm, is the number of redundancy segments transmitted per round. Note that this is an upper bound on the effective code rate, as an ACK may interrupt before Nk rounds of Nm, redundancy segments have been transmitted.
- In embodiments where systematic RLNC is used, blocks that cannot be decoded can still contain useful information, as some uncoded packets may be extracted. To determine where an IP packet starts in a segment, an additional two-byte field may be provided in the NC header called the stark field. The start field allows IP packet defragmentation at the decoder in the event of unsuccessful block decoding.
- Assuming one byte per coefficient, the total NC header length may be Lh+Ns, where Lh, is the length of the NC header without coding coefficients. The NC header overhead ratio would therefore be
-
- where Ls is the segment length. If Ns is 120, Lh is 24, and Ls is 1400, the overhead would be 10.29%. This overhead can be reduced in three ways: 1) by increasing Lm, the maximum length of segments, thus increasing Ls, 2) by reducing Ns, and 3) by sending a seed of a pseudo-random number generator instead of a coefficient vector. Using random seeds, the overhead becomes
-
- where q is the size of the seed value, typically 4 bytes. Using the previously assumed values of Lh and Ls, the overhead is reduced to 2% using this approach.
- In order to support random seeds, new fields may be added to the NC header. For example, a type field and either a segment number (segn) or seed.type field may be used to identify whether a packet is coded or uncoded. The parameter segn may be used in a systematic packet to specify the segment number. The seed field may be used in a coded packet as a random seed. A simple pseudo-random number generator may be used to generate the random seed. One such generator, known as Gerhard's generator, is described in pseudo code below. Given a seed a, the generator generates a pseudo-random number from 1 to lim.
-
1: a ← 1 2: function RAND(lim) 3: a ← (a × 32719 + 3) mod 32749 4: return (a mod lim) + 1 5: end function
where x mod y is the modulo operator. Other random number generators may alternatively be used. - In embodiments described above, various techniques, devices, and architectures were described for implementing network coding within a source node of a network. It should be appreciated that these techniques, devices, and architectures may also be used to perform re-coding in, for example, intermediate or relay nodes within multi-hop networks. For example, instead of decoding packets at a relay node and then applying a new layer of network coding to the decoded information, a relay node may simply collect received data elements such as coded packets and code them together in a re-coding operation before relaying them. In the above description, data elements may denote segments or packets that may be coded or uncoded. Re-coding is particularly well suited for use in scenarios involving two links having different characteristics.
- In some embodiments, a re-coding operation is performed as follows. The relay initiates a new encoder worker thread for each received packet having a TID that was previously unknown to the relay node. The re-coding operation includes generating a new coded packet through linearly combining all the previously received packets of the same block through RLNC. Within each block, re-coding is repeated upon each new packet reception, or until a predetermined number of coded packets have been generated or an acknowledgement message has been received from the receiver node. Upon receiving an acknowledgement for any given block, the recoding node ceases transmitting coded packets for that block and sends an acknowledgement upstream to the next transmitting node.
- In some embodiments, one or more operational parameters used in a wireless reliability node, system, or architecture may be adapted based on channel-related information. For example, in some implementations, adjustments may be made to one or more of the following operational parameters in a source node based on current channel and/or environmental conditions: number of redundant coded packets, number of segments in a coding block, length of segments in a coding block, number of coded packets within a round, maximum number of rounds, and/or others. In at least one implementation, the channel-related information may include channel state information generated by a channel estimation unit or other structure within the source node. In other implementations, channel-related information or environmental information may be received from a remote node (e.g., as feedback from the destination node). In one exemplary implementation, for example, a source node may receive signal to interference and noise ratio (SINR) information as feedback from a destination node. The source node may then predict packet loss in the channel based on the SINR information and adjust the number of redundant coded packets that will be transmitted based thereon. Other parameters may be adjusted in a similar fashion.
- As described previously, the techniques and structures described herein may be used to enhance data transfer reliability within a network or system. Other techniques or mechanisms may also be available to enhance or improve reliability in a network. For example, to alleviate the impact of wireless errors on network performance, the WiMAX standard adopted two retransmission mechanisms: namely, Automatic Repeat reQuest (ARQ) at the upper MAC layer, and Hybrid ARQ (HARQ) at the lower MAC and PHY layers. In both the ARQ and the HARQ mechanisms, a transmitter will determine whether to retransmit information based on whether or not an acknowledgement (ACK) message or a negative acknowledgement (NACK) message is received in response to a transmission. Using the ARQ mechanism, block retransmissions are processed independently. Using HARQ, Forward Error Correction (FEC) and ARQ are combined and subsequent retransmissions of a given information block are jointly processed with the original block. In WiMAX, both the HARQ and ARQ features can be enabled at the same time, leading to joint HARQ/ARQ operation. As will be appreciated, this reliance upon the use of ACK and/or NACK messages can increase overhead in the network.
- Other reliability enhancing mechanisms may also (or alternatively) be implemented within a network. For example, in some networks, one or more reliability mechanisms may be provided within the physical layer. These mechanisms may include, for example, various modulation and coding schemes (MCSs) used in the physical layer, adaptive MCS techniques implemented in the physical layer (where the MCS scheme is varied based upon, for example, channel conditions), and/or other techniques.
- The network coding techniques described herein may be implemented with or without other reliability enhancing mechanisms. For example, in some implementations, the techniques and features described herein are used within a WiMAX network with both the ARQ and HARQ mechanisms turned off. In fact, in some implementations, the described techniques may be used as the sole reliability enhancing mechanism above the physical layer. In some embodiments, the network coding techniques described herein may be implemented in a coordinated fashion with one or more reliability enhancing mechanisms at the physical layer. That is, the higher layer network coding techniques and the lower, physical layer mechanisms may be jointly optimized to generate an enhanced level of reliability.
- As described above, in at least one implementation, a network coding architecture is provided that is capable of significantly decreasing packet loss compared to a network using HAW) or joint HARQ/ARQ mechanisms. There are many possible reasons for this significant improvement. For example, in one sense, the HARQ/ARQ mechanisms may be viewed as a posteriori repetition code adaptation mechanisms, with rates determined by the number of reactive retransmissions for each unit of data. Since retransmissions are packet specific, the rate granularity is low, and the maximum rate is small. By comparison, network coding formulates unique packets into equivalent degrees of freedom, offering three advantages as a code adaptation scheme. First, coded packets can be sent a priori, in expectation of packet losses, thus reducing the effect of large round trip times in ARQ. Second, each newly received degree of freedom can make up for any previously lost packet, thus leading to rate adaptation in steps of 1/block-size, where a block is the group of data packets coded together. Third, HARQ/ARQ relies heavily on the acknowledgment process and is thus prone to ACK/NACK errors, delays, and losses, which in turn can result in inefficient retransmission of correctly received packets. Network coding is less sensitive, since each transmitted coded packet is a new degree of freedom that can be useful in decoding. The combination of proactive transmissions, rate adaptation with a finer granularity, and robustness to ACK losses can make network coding an efficient alternative reliability mechanism. It is also more in-line with the ever increasing speed and performance of a priori adaptive modulation and coding at the PHY layer.
- The techniques and structures described herein may be implemented in any of a variety of different devices or systems that may operate as, or be part of, a network node. In some implementations, techniques or features may be embodied as instructions and/or data structures stored on non-transitory computer readable media that may be read and executed by a computing system. Computer readable media may include, for example, floppy diskettes, hard disks, optical disks, compact disc read only memories (CD-ROMs), digital video disks (DVDs), Blu-ray disks, magneto-optical disks, read only memories (ROMs), random access memories (RAMs), erasable programmable ROMs (EPROMs), electrically erasable programmable ROMs (EEPROMs), magnetic or optical cards, flash memory, and/or other types of media suitable for storing electronic instructions or data.
- Having described exemplary embodiments of the invention, it will now become apparent to one of ordinary skill in the art that other embodiments incorporating their concepts may also be used. The embodiments contained herein should not be limited to disclosed embodiments but rather should be limited only by the spirit and scope of the appended claims. All publications and references cited herein are expressly incorporated herein by reference in their entirety.
Claims (20)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US14/013,330 US9271123B2 (en) | 2013-03-15 | 2013-08-29 | Wireless reliability architecture and methods using network coding |
Applications Claiming Priority (3)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US201361791321P | 2013-03-15 | 2013-03-15 | |
US13/968,566 US9185529B2 (en) | 2013-03-15 | 2013-08-16 | Wireless reliability architecture and methods using network coding |
US14/013,330 US9271123B2 (en) | 2013-03-15 | 2013-08-29 | Wireless reliability architecture and methods using network coding |
Related Parent Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
US13/968,566 Division US9185529B2 (en) | 2013-03-15 | 2013-08-16 | Wireless reliability architecture and methods using network coding |
Publications (2)
Publication Number | Publication Date |
---|---|
US20140269505A1 true US20140269505A1 (en) | 2014-09-18 |
US9271123B2 US9271123B2 (en) | 2016-02-23 |
Family
ID=51526735
Family Applications (3)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
US13/968,566 Active 2034-04-04 US9185529B2 (en) | 2013-03-15 | 2013-08-16 | Wireless reliability architecture and methods using network coding |
US14/013,330 Active 2034-03-11 US9271123B2 (en) | 2013-03-15 | 2013-08-29 | Wireless reliability architecture and methods using network coding |
US14/013,324 Active 2034-04-25 US9253608B2 (en) | 2013-03-15 | 2013-08-29 | Wireless reliability architecture and methods using network coding |
Family Applications Before (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
US13/968,566 Active 2034-04-04 US9185529B2 (en) | 2013-03-15 | 2013-08-16 | Wireless reliability architecture and methods using network coding |
Family Applications After (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
US14/013,324 Active 2034-04-25 US9253608B2 (en) | 2013-03-15 | 2013-08-29 | Wireless reliability architecture and methods using network coding |
Country Status (1)
Country | Link |
---|---|
US (3) | US9185529B2 (en) |
Cited By (24)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20140269503A1 (en) * | 2013-03-15 | 2014-09-18 | Massachusetts Institute Of Technology | Wireless Reliability Architecture And Methods Using Network Coding |
US9019643B2 (en) | 2013-03-15 | 2015-04-28 | Massachusetts Institute Of Technology | Method and apparatus to reduce access time in a data storage device using coded seeking |
US9025607B2 (en) | 2011-11-05 | 2015-05-05 | Massachusetts Institute Of Technology | Method and apparatus for efficient transmission of information to multiple nodes |
US9137492B2 (en) | 2010-03-25 | 2015-09-15 | Massachusetts Institute Of Technology | Secure network coding for multi-resolution wireless transmission |
US9143274B2 (en) | 2011-10-31 | 2015-09-22 | Massachusetts Institute Of Technology | Traffic backfilling via network coding in a multi-packet reception network |
US9160687B2 (en) | 2012-02-15 | 2015-10-13 | Massachusetts Institute Of Technology | Method and apparatus for performing finite memory network coding in an arbitrary network |
CN105227268A (en) * | 2015-10-16 | 2016-01-06 | 中国人民解放军国防科学技术大学 | A kind of encoding block self-adapting regulation method towards coding transmission agreement |
US9294113B2 (en) | 2011-07-05 | 2016-03-22 | Massachusetts Institute Of Technology | Energy-efficient time-stampless adaptive nonuniform sampling |
US9369541B2 (en) | 2013-03-14 | 2016-06-14 | Massachusetts Institute Of Technology | Method and apparatus for implementing distributed content caching in a content delivery network |
US9369255B2 (en) | 2012-10-18 | 2016-06-14 | Massachusetts Institute Of Technology | Method and apparatus for reducing feedback and enhancing message dissemination efficiency in a multicast network |
US20160226525A1 (en) * | 2015-02-03 | 2016-08-04 | Infineon Technologies Ag | Method and apparatus for providing a joint error correction code for a combined data frame comprising first data of a first data channel and second data of a second data channel and sensor system |
US20160269102A1 (en) * | 2015-03-10 | 2016-09-15 | Electronics And Telecommunications Research Institute | Apparatus for transmitting and receiving data using network coding in multiple transmission paths |
US9537759B2 (en) | 2012-01-31 | 2017-01-03 | Massachusetts Institute Of Technology | Multi-path data transfer using network coding |
US9607003B2 (en) | 2013-03-14 | 2017-03-28 | Massachusetts Institute Of Technology | Network coded storage with multi-resolution codes |
US20170250712A1 (en) * | 2016-05-12 | 2017-08-31 | Mediatek Inc. | QC-LDPC Coding Methods And Apparatus |
US20170347130A1 (en) * | 2016-05-26 | 2017-11-30 | Yun Shang Company Limited | Processing system and method for live video streaming based on network coding and content distribution network |
US20180007502A1 (en) * | 2015-11-20 | 2018-01-04 | Veniam, Inc. | Systems and methods for a node supporting network coded mesh networking in a network of moving things |
CN107615810A (en) * | 2015-05-27 | 2018-01-19 | 华为技术有限公司 | Header compression system and method for online network code |
US9877265B2 (en) | 2011-11-08 | 2018-01-23 | Massachusetts Institute Of Technology | Coding approach for a robust and flexible communication protocol |
US10289508B2 (en) | 2015-02-03 | 2019-05-14 | Infineon Technologies Ag | Sensor system and method for identifying faults related to a substrate |
US10311243B2 (en) | 2013-03-14 | 2019-06-04 | Massachusetts Institute Of Technology | Method and apparatus for secure communication |
US10530574B2 (en) | 2010-03-25 | 2020-01-07 | Massachusetts Institute Of Technology | Secure network coding for multi-description wireless transmission |
US20220015168A1 (en) * | 2020-07-09 | 2022-01-13 | Qualcomm Incorporated | Feedback-based broadcasting of network coded packets with sidelink |
US11950105B1 (en) | 2013-10-30 | 2024-04-02 | Xifi Networks R&D Inc. | Method and apparatus for processing bandwidth intensive data streams using virtual media access control and physical layers |
Families Citing this family (18)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
WO2015161133A1 (en) * | 2014-04-16 | 2015-10-22 | Apsi Wifi, Llc | Reduction of network congestion |
WO2016025267A1 (en) * | 2014-08-15 | 2016-02-18 | Interdigital Patent Holdings, Inc. | Methods and apparatus for content delivery via browser cache extension |
WO2016077396A1 (en) * | 2014-11-10 | 2016-05-19 | APS Technology 1 LLC | Improving network throughput |
US10581554B2 (en) | 2017-01-13 | 2020-03-03 | Dolby Laboratories Licensing Corporation | Systems and methods to generate copies of data for transmission over multiple communication channels |
US10361817B2 (en) | 2017-01-20 | 2019-07-23 | Dolby Laboratories Licensing Corporation | Systems and methods to optimize partitioning of a data segment into data packets for channel encoding |
EP3602871B1 (en) | 2017-03-29 | 2022-07-06 | Massachusetts Institute Of Technology | System and technique for sliding window network coding-based packet generation |
US10862620B2 (en) * | 2017-09-25 | 2020-12-08 | Dolby Laboratories Licensing Corporation | Systems and methods to optimize the load of multipath data transportation |
CN108495320A (en) * | 2018-04-04 | 2018-09-04 | 刘福珍 | A kind of communication base station based on random linear network encoding |
US10880731B2 (en) * | 2018-04-06 | 2020-12-29 | University Of South Florida | System and method for enhanced diversity and network coding (eDC-NC) |
ES2950133T3 (en) | 2018-05-16 | 2023-10-05 | Code On Tech Inc | Multipath coding apparatus and related techniques |
US10517092B1 (en) | 2018-06-04 | 2019-12-24 | SparkMeter, Inc. | Wireless mesh data network with increased transmission capacity |
US11563644B2 (en) | 2019-01-04 | 2023-01-24 | GoTenna, Inc. | Method and apparatus for modeling mobility and dynamic connectivity on a stationary wireless testbed |
US10985951B2 (en) | 2019-03-15 | 2021-04-20 | The Research Foundation for the State University | Integrating Volterra series model and deep neural networks to equalize nonlinear power amplifiers |
US11575777B2 (en) | 2019-05-27 | 2023-02-07 | Massachusetts Institute Of Technology | Adaptive causal network coding with feedback |
US11528342B2 (en) * | 2019-10-02 | 2022-12-13 | APS Technology 1 LLC | Invoking a random linear network coding communications protocol |
CN113328826A (en) * | 2020-02-28 | 2021-08-31 | 华为技术有限公司 | Data processing method and device |
CN111741507B (en) * | 2020-07-30 | 2020-12-08 | 浙江工商大学 | Full-duplex relay data packet optimized scheduling method of 5G front-end equipment |
US11777647B2 (en) | 2021-06-30 | 2023-10-03 | Electronics And Telecommunications Research Institute | Method and apparatus for traffic transmission in communication system |
Citations (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20050152391A1 (en) * | 2003-11-25 | 2005-07-14 | Michelle Effros | Randomized distributed network coding |
Family Cites Families (70)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US5577056A (en) | 1995-02-24 | 1996-11-19 | Hughes Aircraft Co. | Method and apparatus for adjusting the postamble false detection probability threshold for a burst transmission |
US6359923B1 (en) | 1997-12-18 | 2002-03-19 | At&T Wireless Services, Inc. | Highly bandwidth efficient communications |
US6128773A (en) | 1997-10-01 | 2000-10-03 | Hewlett-Packard Company | Automatically measuring software complexity |
US8949456B2 (en) | 1998-05-29 | 2015-02-03 | Blackberry Limited | System and method for redirecting data to a wireless device over a plurality of communication paths |
US6885653B2 (en) | 2000-01-17 | 2005-04-26 | Samsung Electronics Co., Ltd. | Apparatus and method for allocating channel using OVSF code for uplink synchronous transmission scheme in a W-CDMA communication system |
US7432935B2 (en) | 2002-11-19 | 2008-10-07 | Mental Images Gmbh | Image synthesis methods and systems for generating sample points in a graphics scene |
US20110238855A1 (en) | 2000-09-25 | 2011-09-29 | Yevgeny Korsunsky | Processing data flows with a data flow processor |
GB2367459A (en) | 2000-09-28 | 2002-04-03 | Roke Manor Research | Method of compressing data packets |
US7064489B2 (en) | 2000-09-28 | 2006-06-20 | Roke Manor Research Limited | Huffman data compression method |
WO2002057946A1 (en) | 2001-01-18 | 2002-07-25 | The Board Of Trustees Of The University Of Illinois | Method for optimizing a solution set |
US7095343B2 (en) | 2001-10-09 | 2006-08-22 | Trustees Of Princeton University | code compression algorithms and architectures for embedded systems |
US7502317B2 (en) | 2002-05-17 | 2009-03-10 | Alcatel-Lucent Usa Inc. | Method for differentiating services and users in communication networks |
US7164691B2 (en) | 2002-06-26 | 2007-01-16 | Standard Microsystems Corporation | Communication system and method for sending isochronous streaming data across a synchronous network within a frame segment using a coding violation to signify invalid or empty bytes within the frame segment |
US7283564B2 (en) | 2002-06-26 | 2007-10-16 | Standard Microsystems Corp. | Communication system and method for sending asynchronous data and/or isochronous streaming data across a synchronous network within a frame segment using a coding violation to signify at least the beginning of a data transfer |
US20040203752A1 (en) | 2002-11-18 | 2004-10-14 | Toshiba America Information Systems, Inc. | Mobility communications system |
US7574518B2 (en) | 2003-06-23 | 2009-08-11 | Microsoft Corporation | System and method for computing low complexity algebraic network codes for a multicast network |
US7773506B2 (en) | 2003-10-14 | 2010-08-10 | Qualcomm Incorporated | Method and apparatus for data communications over multiple channels |
US7408938B1 (en) | 2003-10-15 | 2008-08-05 | Microsoft Coporation | System and method for efficient broadcast of information over a network |
US7349440B1 (en) | 2003-10-15 | 2008-03-25 | Microsoft Corporation | System and method for broadcasting information over a network |
US7225382B2 (en) | 2004-05-04 | 2007-05-29 | Telefonakiebolaget Lm Ericsson (Publ) | Incremental redundancy operation in a wireless communication network |
US7756051B2 (en) | 2004-07-02 | 2010-07-13 | Microsoft Corporation | Content distribution using network coding |
EP1638239A1 (en) | 2004-09-20 | 2006-03-22 | Alcatel | Extended repeat request scheme for mobile communication networks |
US7414978B2 (en) | 2004-12-30 | 2008-08-19 | Massachusetts Institute Of Technology | Minimum-cost routing with network coding |
US8102837B2 (en) | 2004-12-30 | 2012-01-24 | Massachusetts Institute Of Technology | Network coding approach to rapid information dissemination |
US20060224760A1 (en) | 2005-03-15 | 2006-10-05 | 1000 Oaks Hu Lian Technology Development (Beijing) Co., Ltd. | Method and system for providing streaming content in a peer-to-peer network with network coding |
US7529198B2 (en) | 2005-04-07 | 2009-05-05 | Microsoft Corporation | Scalable overlay network |
EP1780924A1 (en) | 2005-10-31 | 2007-05-02 | Siemens Aktiengesellschaft | Method to determine the number of data streams to be used in a MIMO system |
FR2893798B1 (en) | 2005-11-21 | 2008-01-04 | Alcatel Sa | DEVICE AND METHOD FOR GENERATING PRIORITY-PRESERVED CONSISTENT BURSTS FOR EQUIPMENT IN A GUSTED SWITCHING COMMUNICATION NETWORK |
DE602005021807D1 (en) | 2005-12-22 | 2010-07-22 | Microsoft Corp | Optimizations for network encoding and network decoding |
US7664198B2 (en) | 2006-03-21 | 2010-02-16 | Kyocera Corporation | System and method for broadcasting data over a wireless network using rateless codes |
US8040836B2 (en) | 2006-05-26 | 2011-10-18 | Microsoft Corporation | Local network coding for wireless networks |
WO2007140437A2 (en) | 2006-05-31 | 2007-12-06 | Cornell Research Foundation, Inc. | Methods and systems for space-time coding for distributed cooperative communication |
EP2041911A2 (en) | 2006-07-13 | 2009-04-01 | Dolby Laboratories Licensing Corporation | Codec-independent encryption of material that represents stimuli intended for human perception |
US7821980B2 (en) | 2006-08-03 | 2010-10-26 | Nokia Corporation | Variable rate soft information forwarding |
US7843831B2 (en) | 2006-08-22 | 2010-11-30 | Embarq Holdings Company Llc | System and method for routing data on a packet network |
US8027284B2 (en) | 2006-11-27 | 2011-09-27 | Ntt Docomo, Inc. | Method and apparatus for reliable multicasting in wireless relay networks |
WO2008066421A1 (en) | 2006-11-29 | 2008-06-05 | Telefonaktiebolaget Lm Ericsson (Publ) | Reliable multicast with linearly independent data packet coding |
US7876677B2 (en) | 2007-05-22 | 2011-01-25 | Apple Inc. | Transmission control protocol queue sorting |
US7945842B2 (en) | 2007-06-19 | 2011-05-17 | International Business Machines Corporation | Method and apparatus for rateless source coding with/without decoder side information |
US7912003B2 (en) | 2007-06-27 | 2011-03-22 | Microsoft Corporation | Multipath forwarding algorithms using network coding |
US8705345B2 (en) | 2007-11-26 | 2014-04-22 | Iowa State University Research Foundation, Inc. | Network protection using network coding |
US8260952B2 (en) | 2008-01-31 | 2012-09-04 | Microsoft Corporation | Multi-rate peer-assisted data streaming |
EP2104036B1 (en) | 2008-03-18 | 2016-06-01 | Canon Kabushiki Kaisha | Method and device for building of a network coding scheme for data transmission, corresponding computer program product and storage means |
US20080259796A1 (en) | 2008-04-17 | 2008-10-23 | Glen Patrick Abousleman | Method and apparatus for network-adaptive video coding |
US8787250B2 (en) | 2008-05-15 | 2014-07-22 | Telsima Corporation | Systems and methods for distributed data routing in a wireless network |
US8204086B2 (en) | 2008-05-19 | 2012-06-19 | Microsoft Corporation | Natural network coding for multi-hop wireless network |
US8068426B2 (en) | 2008-05-29 | 2011-11-29 | Massachusetts Institute Of Technology | Feedback-based online network coding |
US8509288B2 (en) | 2008-06-04 | 2013-08-13 | Polytechnic Institute Of New York University | Spatial multiplexing gain for a distributed cooperative communications system using randomized coding |
US8130228B2 (en) | 2008-06-13 | 2012-03-06 | International Business Machines Corporation | System and method for processing low density parity check codes using a deterministic caching apparatus |
WO2010005181A2 (en) | 2008-06-16 | 2010-01-14 | Lg Electronics Inc. | Cooperative symbol level network coding in multi-channel wireless networks |
US8279781B2 (en) | 2008-08-28 | 2012-10-02 | Massachusetts Institute Of Technology | Random linear network coding for time division duplexing |
US8504504B2 (en) | 2008-09-26 | 2013-08-06 | Oracle America, Inc. | System and method for distributed denial of service identification and prevention |
KR100970388B1 (en) | 2008-10-31 | 2010-07-15 | 한국전자통신연구원 | Network flow based scalable video coding adaptation device and method thereof |
US8130776B1 (en) | 2009-08-28 | 2012-03-06 | Massachusetts Institute Of Technology | Method and apparatus providing network coding based flow control |
EP2486696B1 (en) | 2009-10-06 | 2014-04-02 | Thomson Licensing | A method and apparatus for hop-by-hop reliable multicast in wireless networks |
CN102907169B (en) | 2009-10-22 | 2015-11-25 | 交互数字专利控股公司 | For adopting the method and apparatus of the bi-directional relaying scheme of physical-layer network coding |
EP2550806B1 (en) | 2010-03-25 | 2019-05-15 | Massachusetts Institute of Technology | Secure network coding for multi-resolution wireless video streaming |
US8599934B2 (en) | 2010-09-08 | 2013-12-03 | Cisco Technology, Inc. | System and method for skip coding during video conferencing in a network environment |
WO2012167034A2 (en) | 2011-06-03 | 2012-12-06 | Massachusetts Institute Of Technology | Method and apparatus to perform functional compression |
WO2013006697A2 (en) | 2011-07-05 | 2013-01-10 | Massachusetts Institute Of Technology | Energy-efficient time-stampless adaptive nonuniform sampling |
US9143274B2 (en) * | 2011-10-31 | 2015-09-22 | Massachusetts Institute Of Technology | Traffic backfilling via network coding in a multi-packet reception network |
US9025607B2 (en) | 2011-11-05 | 2015-05-05 | Massachusetts Institute Of Technology | Method and apparatus for efficient transmission of information to multiple nodes |
US8780693B2 (en) | 2011-11-08 | 2014-07-15 | Massachusetts Institute Of Technology | Coding approach for a robust and flexible communication protocol |
US9537759B2 (en) * | 2012-01-31 | 2017-01-03 | Massachusetts Institute Of Technology | Multi-path data transfer using network coding |
US9160687B2 (en) * | 2012-02-15 | 2015-10-13 | Massachusetts Institute Of Technology | Method and apparatus for performing finite memory network coding in an arbitrary network |
US9607003B2 (en) | 2013-03-14 | 2017-03-28 | Massachusetts Institute Of Technology | Network coded storage with multi-resolution codes |
US9369541B2 (en) | 2013-03-14 | 2016-06-14 | Massachusetts Institute Of Technology | Method and apparatus for implementing distributed content caching in a content delivery network |
JP2016513825A (en) | 2013-03-14 | 2016-05-16 | マサチューセッツ インスティテュート オブ テクノロジー | Safety communication method and apparatus |
US9019643B2 (en) | 2013-03-15 | 2015-04-28 | Massachusetts Institute Of Technology | Method and apparatus to reduce access time in a data storage device using coded seeking |
US9185529B2 (en) * | 2013-03-15 | 2015-11-10 | Massachusetts Institute Of Technology | Wireless reliability architecture and methods using network coding |
-
2013
- 2013-08-16 US US13/968,566 patent/US9185529B2/en active Active
- 2013-08-29 US US14/013,330 patent/US9271123B2/en active Active
- 2013-08-29 US US14/013,324 patent/US9253608B2/en active Active
Patent Citations (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20050152391A1 (en) * | 2003-11-25 | 2005-07-14 | Michelle Effros | Randomized distributed network coding |
Cited By (45)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US10530574B2 (en) | 2010-03-25 | 2020-01-07 | Massachusetts Institute Of Technology | Secure network coding for multi-description wireless transmission |
US9137492B2 (en) | 2010-03-25 | 2015-09-15 | Massachusetts Institute Of Technology | Secure network coding for multi-resolution wireless transmission |
US9923714B2 (en) | 2010-03-25 | 2018-03-20 | Massachusetts Institute Of Technology | Secure network coding for multi-resolution wireless transmission |
US9294113B2 (en) | 2011-07-05 | 2016-03-22 | Massachusetts Institute Of Technology | Energy-efficient time-stampless adaptive nonuniform sampling |
US9544126B2 (en) | 2011-10-31 | 2017-01-10 | Massachusetts Institute Of Technology | Joint use of multi-packet reception and network coding for performance improvement |
US9143274B2 (en) | 2011-10-31 | 2015-09-22 | Massachusetts Institute Of Technology | Traffic backfilling via network coding in a multi-packet reception network |
US9559831B2 (en) | 2011-10-31 | 2017-01-31 | Massachusetts Institute Of Technology | Traffic backfilling via network coding in a multi-packet reception network |
US9025607B2 (en) | 2011-11-05 | 2015-05-05 | Massachusetts Institute Of Technology | Method and apparatus for efficient transmission of information to multiple nodes |
US9877265B2 (en) | 2011-11-08 | 2018-01-23 | Massachusetts Institute Of Technology | Coding approach for a robust and flexible communication protocol |
US9537759B2 (en) | 2012-01-31 | 2017-01-03 | Massachusetts Institute Of Technology | Multi-path data transfer using network coding |
US9160687B2 (en) | 2012-02-15 | 2015-10-13 | Massachusetts Institute Of Technology | Method and apparatus for performing finite memory network coding in an arbitrary network |
US9998406B2 (en) | 2012-02-15 | 2018-06-12 | Massachusetts Institute Of Technology | Method and apparatus for performing finite memory network coding in an arbitrary network |
US9369255B2 (en) | 2012-10-18 | 2016-06-14 | Massachusetts Institute Of Technology | Method and apparatus for reducing feedback and enhancing message dissemination efficiency in a multicast network |
US10311243B2 (en) | 2013-03-14 | 2019-06-04 | Massachusetts Institute Of Technology | Method and apparatus for secure communication |
US9369541B2 (en) | 2013-03-14 | 2016-06-14 | Massachusetts Institute Of Technology | Method and apparatus for implementing distributed content caching in a content delivery network |
US9607003B2 (en) | 2013-03-14 | 2017-03-28 | Massachusetts Institute Of Technology | Network coded storage with multi-resolution codes |
US10452621B2 (en) | 2013-03-14 | 2019-10-22 | Massachusetts Institute Of Technology | Network coded storage with multi-resolution codes |
US11126595B2 (en) | 2013-03-14 | 2021-09-21 | Massachusetts Institute Of Technology | Network coded storage with multi-resolution codes |
US9361936B2 (en) | 2013-03-15 | 2016-06-07 | Massachusetts Institute Of Technology | Coded seeking apparatus and techniques for data retrieval |
US20140269503A1 (en) * | 2013-03-15 | 2014-09-18 | Massachusetts Institute Of Technology | Wireless Reliability Architecture And Methods Using Network Coding |
US9185529B2 (en) * | 2013-03-15 | 2015-11-10 | Massachusetts Institute Of Technology | Wireless reliability architecture and methods using network coding |
US9253608B2 (en) | 2013-03-15 | 2016-02-02 | Massachusetts Institute Of Technology | Wireless reliability architecture and methods using network coding |
US9271123B2 (en) | 2013-03-15 | 2016-02-23 | Massachusetts Institute Of Technology | Wireless reliability architecture and methods using network coding |
US9019643B2 (en) | 2013-03-15 | 2015-04-28 | Massachusetts Institute Of Technology | Method and apparatus to reduce access time in a data storage device using coded seeking |
US12003976B1 (en) | 2013-10-30 | 2024-06-04 | Xifi Networks R&D Inc. | Method and apparatus for processing bandwidth intensive data streams using virtual media access control and physical layers |
US11950105B1 (en) | 2013-10-30 | 2024-04-02 | Xifi Networks R&D Inc. | Method and apparatus for processing bandwidth intensive data streams using virtual media access control and physical layers |
US11974143B2 (en) | 2013-10-30 | 2024-04-30 | Xifi Networks R&D Inc. | Method and apparatus for processing bandwidth intensive data streams using virtual media access control and physical layers |
US12015933B1 (en) | 2013-10-30 | 2024-06-18 | Xifi Networks R&D Inc. | Method and apparatus for processing bandwidth intensive data streams using virtual media access control and physical layers |
US12114177B2 (en) | 2013-10-30 | 2024-10-08 | Xifi Networks R&D Inc. | Method and apparatus for processing bandwidth intensive data streams using virtual media access control and physical layers |
US20160226525A1 (en) * | 2015-02-03 | 2016-08-04 | Infineon Technologies Ag | Method and apparatus for providing a joint error correction code for a combined data frame comprising first data of a first data channel and second data of a second data channel and sensor system |
US10289508B2 (en) | 2015-02-03 | 2019-05-14 | Infineon Technologies Ag | Sensor system and method for identifying faults related to a substrate |
US10298271B2 (en) * | 2015-02-03 | 2019-05-21 | Infineon Technologies Ag | Method and apparatus for providing a joint error correction code for a combined data frame comprising first data of a first data channel and second data of a second data channel and sensor system |
US11438017B2 (en) | 2015-02-03 | 2022-09-06 | Infineon Technologies Ag | Method and apparatus for providing a joint error correction code for a combined data frame comprising first data of a first data channel and second data of a second data channel and sensor system |
US10931314B2 (en) | 2015-02-03 | 2021-02-23 | Infineon Technologies Ag | Method and apparatus for providing a joint error correction code for a combined data frame comprising first data of a first data channel and second data of a second data channel and sensor system |
US20160269102A1 (en) * | 2015-03-10 | 2016-09-15 | Electronics And Telecommunications Research Institute | Apparatus for transmitting and receiving data using network coding in multiple transmission paths |
US10523790B2 (en) | 2015-05-27 | 2019-12-31 | Huawei Technologies Co., Ltd. | System and method of header compression for online network codes |
CN107615810A (en) * | 2015-05-27 | 2018-01-19 | 华为技术有限公司 | Header compression system and method for online network code |
CN105227268A (en) * | 2015-10-16 | 2016-01-06 | 中国人民解放军国防科学技术大学 | A kind of encoding block self-adapting regulation method towards coding transmission agreement |
US10588001B2 (en) * | 2015-11-20 | 2020-03-10 | Veniam, Inc. | Systems and methods for a node supporting network coded mesh networking in a network of moving things |
US20180007502A1 (en) * | 2015-11-20 | 2018-01-04 | Veniam, Inc. | Systems and methods for a node supporting network coded mesh networking in a network of moving things |
US10164659B2 (en) * | 2016-05-12 | 2018-12-25 | Mediatek Inc. | QC-LDPC coding methods and apparatus |
US20170250712A1 (en) * | 2016-05-12 | 2017-08-31 | Mediatek Inc. | QC-LDPC Coding Methods And Apparatus |
US20170347130A1 (en) * | 2016-05-26 | 2017-11-30 | Yun Shang Company Limited | Processing system and method for live video streaming based on network coding and content distribution network |
US20220015168A1 (en) * | 2020-07-09 | 2022-01-13 | Qualcomm Incorporated | Feedback-based broadcasting of network coded packets with sidelink |
US11943825B2 (en) * | 2020-07-09 | 2024-03-26 | Qualcomm Incorporated | Feedback-based broadcasting of network coded packets with sidelink |
Also Published As
Publication number | Publication date |
---|---|
US9271123B2 (en) | 2016-02-23 |
US20140269503A1 (en) | 2014-09-18 |
US20140269485A1 (en) | 2014-09-18 |
US9253608B2 (en) | 2016-02-02 |
US9185529B2 (en) | 2015-11-10 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
US9271123B2 (en) | Wireless reliability architecture and methods using network coding | |
KR101134332B1 (en) | Method and apparatus for overhead reduction in an enhanced uplink in a wireless communication system | |
US9258084B2 (en) | Method and implementation for network coefficents selection | |
EP2810180B1 (en) | Multi-path data transfer using network coding | |
US8341485B2 (en) | Increasing hybrid automatic repeat request (HARQ) throughput | |
RU2547696C2 (en) | Communication control method, mobile communication system and mobile terminal | |
US9860022B2 (en) | Method, apparatus, and protocol for improving performance in a wireless network | |
EP2218204B1 (en) | Method and system for data transmission in a data network | |
US20090319850A1 (en) | Local drop control for a transmit buffer in a repeat transmission protocol device | |
US11424861B2 (en) | System and technique for sliding window network coding-based packet generation | |
WO2022142814A1 (en) | Method and apparatus for processing code block on basis of hybrid automatic repeat request | |
JP5236735B2 (en) | Improved data structure boundary synchronization between transmitter and receiver | |
KR20100029024A (en) | Transmitting device, transmitting method and receiving method for multicast and broadcast service | |
CN113316922B (en) | Apparatus, method, device and computer readable storage medium for transmitting data packets | |
US9307441B1 (en) | Systems and methods of transferring information to a wireless device | |
EP2073424A1 (en) | System and method for error recovery for wireless multihop communication | |
JP2010098766A (en) | Receiving apparatus, receiving method, wireless communication system, and communication method | |
WO2024119354A1 (en) | Methods, system, and apparatus for joint error correction coding of a self-decodable payload and a combined payload | |
WO2024007303A1 (en) | Wireless Communications Using Batch-Based Cross-Code Block Network Coding | |
KR101695838B1 (en) | Apparatus and method for transmitting/receiving data in communication system | |
Xu et al. | Max-degree network coding for wireless data broadcasting |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
AS | Assignment |
Owner name: MASSACHUSETTS INSTITUTE OF TECHNOLOGY, MASSACHUSET Free format text: ASSIGNMENT OF ASSIGNORS INTEREST;ASSIGNORS:MEDARD, MURIEL;SHI, XIAOMENG;MONTPETIT, MARIE-JOSE;AND OTHERS;SIGNING DATES FROM 20130724 TO 20130814;REEL/FRAME:031116/0454 |
|
STCF | Information on status: patent grant |
Free format text: PATENTED CASE |
|
CC | Certificate of correction | ||
MAFP | Maintenance fee payment |
Free format text: PAYMENT OF MAINTENANCE FEE, 4TH YEAR, LARGE ENTITY (ORIGINAL EVENT CODE: M1551); ENTITY STATUS OF PATENT OWNER: LARGE ENTITY Year of fee payment: 4 |
|
MAFP | Maintenance fee payment |
Free format text: PAYMENT OF MAINTENANCE FEE, 8TH YEAR, LARGE ENTITY (ORIGINAL EVENT CODE: M1552); ENTITY STATUS OF PATENT OWNER: LARGE ENTITY Year of fee payment: 8 |