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CN118042650A - Method and apparatus for wireless communication network terminal to extend discontinuous reception period configuration - Google Patents

Method and apparatus for wireless communication network terminal to extend discontinuous reception period configuration Download PDF

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Publication number
CN118042650A
CN118042650A CN202410434458.1A CN202410434458A CN118042650A CN 118042650 A CN118042650 A CN 118042650A CN 202410434458 A CN202410434458 A CN 202410434458A CN 118042650 A CN118042650 A CN 118042650A
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base station
network terminal
discontinuous reception
data
duration
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CN202410434458.1A
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CN118042650B (en
Inventor
章均
李兰兰
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Xindai Technology Wuxi Co ltd
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Xindai Technology Wuxi Co ltd
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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W76/00Connection management
    • H04W76/20Manipulation of established connections
    • H04W76/28Discontinuous transmission [DTX]; Discontinuous reception [DRX]
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W52/00Power management, e.g. TPC [Transmission Power Control], power saving or power classes
    • H04W52/02Power saving arrangements
    • H04W52/0209Power saving arrangements in terminal devices
    • H04W52/0225Power saving arrangements in terminal devices using monitoring of external events, e.g. the presence of a signal
    • H04W52/0248Power saving arrangements in terminal devices using monitoring of external events, e.g. the presence of a signal dependent on the time of the day, e.g. according to expected transmission activity
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W68/00User notification, e.g. alerting and paging, for incoming communication, change of service or the like
    • H04W68/02Arrangements for increasing efficiency of notification or paging channel
    • H04W68/025Indirect paging
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W72/00Local resource management
    • H04W72/04Wireless resource allocation
    • H04W72/044Wireless resource allocation based on the type of the allocated resource
    • H04W72/0446Resources in time domain, e.g. slots or frames
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W72/00Local resource management
    • H04W72/20Control channels or signalling for resource management
    • H04W72/23Control channels or signalling for resource management in the downlink direction of a wireless link, i.e. towards a terminal
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W72/00Local resource management
    • H04W72/50Allocation or scheduling criteria for wireless resources
    • H04W72/52Allocation or scheduling criteria for wireless resources based on load
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02DCLIMATE CHANGE MITIGATION TECHNOLOGIES IN INFORMATION AND COMMUNICATION TECHNOLOGIES [ICT], I.E. INFORMATION AND COMMUNICATION TECHNOLOGIES AIMING AT THE REDUCTION OF THEIR OWN ENERGY USE
    • Y02D30/00Reducing energy consumption in communication networks
    • Y02D30/70Reducing energy consumption in communication networks in wireless communication networks

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  • Engineering & Computer Science (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Mobile Radio Communication Systems (AREA)

Abstract

The invention belongs to the technical field of communication, and discloses a method and a device for expanding discontinuous reception period configuration of a wireless communication network terminal, wherein the method comprises the following steps: the 5G base station configures initialization parameters of a network terminal, and the network terminal accesses the network according to the initial configuration and sends or receives uplink and downlink data; the 5G base station records downlink traffic flow data in a first time period and reported data in a network terminal buffer area, and predicts downlink traffic flow in a second time period according to the downlink traffic flow data in the first time period; the 5G base station calculates and updates new extended discontinuous receiving period duration and paging time window duration based on the flow prediction result of the second time period, the reported data of the buffer area and the size information of the available storage space; the 5G base station sends updated extended discontinuous receiving period duration and paging time window duration to the network terminal; the invention can be configured to reasonably expand the discontinuous receiving period duration and the paging time window duration, shorten the communication time delay and save the energy consumption.

Description

Method and apparatus for wireless communication network terminal to extend discontinuous reception period configuration
Technical Field
The present invention relates to the field of wireless communication networks, and in particular, to a method and apparatus for expanding discontinuous reception period configuration of a wireless communication network terminal.
Background
The extended discontinuous reception is a technology applied to the network terminal to reduce the power consumption of the network terminal, and the parameters are configured by the base station, and the main configuration parameters comprise discontinuous reception period duration and paging time window duration. In a 5G communication network, the current configuration method of the extended discontinuous reception parameter configures a fixed parameter on a 5G base station based on an empirical value and notifies the fixed parameter to a network terminal. Along with the expansion of 5G application in vertical industry, 5G network terminals and service types also show diversified trends, and the application of the network terminals in different industries puts more demands on the functions of the network side. The third generation partnership project international standard conference discusses a technology for enhancing an extended discontinuous reception mechanism of a 5G lightweight network terminal, and the 5G lightweight network terminal in a radio resource control-inactivity state can support an extended discontinuous reception period length of up to 10485.76 seconds, which means that the network terminal can monitor a physical downlink control channel and paging messages in a paging time window in a longer period of time in the radio resource control-inactivity state, wherein the period of time is determined by an extended discontinuous reception period configuration parameter. The existing method for configuring the parameters of the extended discontinuous reception period duration cannot meet the requirements of saving energy consumption and reducing communication time delay, if the configured extended discontinuous reception period is too long, a network terminal cannot receive paging messages from a core network and an access network in a longer dormancy period in the extended discontinuous reception period, so that the network is caused to be in 'out-of-line' with the network terminal for a long time, larger communication time delay is caused, and backlog of downlink service data on a 5G base station is caused; if the extended discontinuous reception period duration is configured too short, excessive power consumption of the network terminal is caused. The prior proposal has the limitations, and needs to research and select more reasonable extended discontinuous reception period duration and flexible configuration method. In view of the above, this need can be addressed by introducing artificial intelligence techniques into discontinuous reception parameter configuration methods. The existing discontinuous reception configuration method in the standard specification does not adopt artificial intelligence technology, for example, the 3GPP standard only standardizes a simple configuration method through discontinuous reception fixed parameters, and the flexible expansion discontinuous reception configuration requirement in the service diversity scene cannot be solved, so that certain limitation exists.
Disclosure of Invention
Aiming at the problems existing in the prior art, the invention provides a method and a device for expanding discontinuous reception period configuration of a wireless communication network terminal; a method for expanding discontinuous reception period configuration of a wireless communication network terminal includes the steps: s1, configuring initialization parameters of a network terminal by a 5G base station, and accessing the network to send, receive, uplink service flow data and downlink service flow data by the network terminal under the configuration; the uplink traffic data represents: data in the transmission direction from the network terminal to the 5G base station and then to the network element of the core network authentication management function; the downlink traffic data represents: and data in the transmission direction from the core network authentication management function network element to the 5G base station and then to the network terminal. S2, the 5G base station records downlink service flow data of the network terminal in the first time period and reports the data to the buffer area, and predicts the downlink service flow data in the second time period according to the downlink service flow data of the network terminal in the first time period; the first time period is a time period before the second time period, and has the same time length. S3, the 5G base station calculates and updates new extended discontinuous receiving period duration and new paging time window duration based on a downlink service flow data prediction result of a second time period, buffer report data and information of storage space allocation for the network terminal by the 5G base station, and the 5G base station allocates the storage space for the network terminal through a dynamic storage allocation module, wherein the dynamic storage allocation module comprises a storage calculation module and a dynamic storage space module; the discontinuous receiving period duration and the paging time window duration are extended as the discontinuous receiving parameters. And S4, when the network terminal in the radio resource control-inactive state is switched in the radio access network notification area, the target 5G base station transmits new extended discontinuous reception period duration and paging time window duration to the network terminal.
In the step S2, the downlink traffic data is used as a sample data training set, an LSTM prediction model is used for prediction training, the LSTM prediction model is a long-term and short-term memory neural network model, and the process of the LSTM prediction model prediction training is as follows: s2-1, 5G base stations collect downlink business flow data of network terminals in a first time period to form a flow time sequence; s2-2, building a long-short-term memory model prediction model based on TensorFlow frames, and taking a flow time sequence as training input of the long-short-term memory model prediction model; tensorFlow is a software platform for implementing the LSTM model; s2-3, evaluating and selecting LSTM prediction model weight and super parameters, and adjusting in training; s2-4, inputting flow time series data into an LSTM prediction model, and training the LSTM prediction model according to a gradient descent algorithm; s2-5, adjusting the iteration times of training the LSTM prediction model, and calculating a downlink service flow data predicted value sequence of a second time period t n+1 according to a time sequence formed by the downlink service flow data of the first time period t n; t n represents a first period of time; t n+1 represents a second period of time; s2-6, correcting the predicted flow sequence value in the second time period by using the predicted error value sequence; and predicting the data flow error in the second time period t n+1 by the data flow error in the first time period t n, and correcting the predicted flow sequence result in the second time period by using the prediction error.
In the step S3, the storage calculation module is located in a 5G base station central unit, the dynamic storage space module is located in a 5G base station distribution unit, the storage calculation module and the dynamic storage space module communicate through an F1 interface communication message, where F1 is an interface between the 5G base station central unit and the 5G base station distribution unit, and the F1 interface communication message includes a resource status request message, a resource status response message, and a resource status allocation message.
The 5G base station allocates a storage space for a network terminal through a dynamic storage allocation module, wherein the dynamic storage allocation module adopts a distributed storage structure and comprises: and the 5G base station center unit obtains the data quantity to be received in the uplink direction and the downlink direction according to the obtained data quantity to be sent in the buffer area of the network terminal and the downlink direction service flow data predictive value, and the 5G base station calculates the storage space required by the second time period of each network terminal.
The 5G base station central unit obtains the available storage space of the 5G base station distribution unit through the resource state reporting process of the 5G base station distribution unit of the F1 interface; the resource status reporting process comprises a resource status request message, a resource status response message and a resource status allocation message; the resource state request message is a message sent to the 5G base station distribution unit by the 5G base station center unit, the resource state request message contains a cell identifier, the 5G base station distribution unit returns a resource state response message after receiving the resource state request message, the resource state response message contains a storage device identifier corresponding to the cell identifier and a free storage space size, and the 5G base station center unit allocates the storage space for the network terminal according to the calculation after receiving the resource state response message and the free storage space which can be provided by the 5G base station distribution unit.
The 5G base station center unit sends a resource state allocation message to the 5G base station distribution unit through the F1 interface, wherein the resource state allocation message contains storage resource information allocated for each network terminal; the 5G base station distribution unit receives the resource state allocation message and executes the resource state allocation message to allocate storage resources for the network terminal.
In the step S3, the mathematical calculation formula of the calculation method of the new extended discontinuous reception period duration is as follows: p=min { max {10.24, max { l i, i=1, 2, …, k-1}, 10485.76}. P is the new extended discontinuous reception period duration; max { } represents the maximum value of all numbers in brackets, and min { } represents the minimum value of all numbers in brackets. L i is the i-th time interval length; where i is a sequence number, k points in total, i=1, …, k; k-1 time intervals are generated in total; k belongs to natural numbers; l i=xi+1-xi .xi is a time value corresponding to the i-th intersection of the predicted flow curve and the flow threshold line in the second time period t n+1. x i+1 is the time value corresponding to the i+1th intersection of the predicted flow curve and the flow threshold line in the second time period t n+1. x i is the start ,xi+1 and the end, forming the i-th time interval [ x i, xi+1 ].10.24 represents an extended discontinuous reception period duration reference value, unit: second. 10485.76 denotes the maximum value of the extended discontinuous reception cycle duration, unit: second. The flow threshold value calculation formula is: th UE=min{(LeftCapcellId-BSRtotalUE )/T,Peakpred/2 }.
Wherein: leftCap cellId is the size of free memory on the 5G base station distribution unit during the first period, and BSR totalUE is the sum of the amounts of buffer data reported by the network terminal. A traffic data flow prediction Peak value in a second time period of Peak pred, T is the time period length, and Th UE is a flow threshold value; min { } represents the minimum of the number in brackets.
The time period length may be a first time period length or a second time period length or a predicted time period length; the first time period length, the second time period length and the predicted time period length are equal and are collectively denoted by T.
The new paging time window duration is obtained by updating the proportion of the updated new extended discontinuous reception period duration to the original configured extended discontinuous reception period duration in equal proportion; the new paging time window duration calculation formula is: PWT length=PWTint*(eDRXlength/eDRXint).PWTlength is the new paging window duration; PWT int is the initial paging time window duration; eDRX length is the updated new extended discontinuous reception cycle duration; eDRX int is the initial extended discontinuous reception cycle duration.
When the radio resource control-inactive state network terminal in the S4 is subjected to RNA switching, the target 5G base station acquires uplink service flow data and downlink service flow data information of the network terminal and buffer area waiting data information reported by a network terminal buffer area reporting process from the source 5G base station, meanwhile, the flow information of the network terminal acquired by the source 5G base station needs to be acquired, and the target 5G base station calculates new extended discontinuous reception period duration; the RNA is a radio access network notification area.
An apparatus for wireless communication network terminal extended discontinuous reception period configuration, comprising: the calculation function module is used for calculating the time length of the network terminal expansion discontinuous reception period, predicting the downlink service flow and calculating the size of a storage space allocated by the 5G base station for each UE; the UE is a network terminal.
And the dynamic storage allocation module is used for allocating storage space to store the downlink business flow data received by the network terminal and the data sent in the uplink buffer according to the calculation result of the calculation function module.
The first sending module is located in the 5G base station distribution unit and is used for sending the resource state response message and sending the size of the idle storage space which can be allocated to the network terminal to the 5G base station central unit through the F1 interface.
The first acquisition module is positioned in the 5G base station distribution unit and is used for acquiring a resource state request message and a resource state allocation message which are sent by the gNB-CU through an F1 interface; gNB-CU is a 5G base station central unit; the gNB-DU is a 5G base station distribution unit.
The second acquisition module is located in the 5G base station center unit and is used for acquiring data quantity information to be transmitted and resource state information reported by the F1 interface, wherein the data quantity information to be transmitted is transmitted by the network terminal through a buffer reporting process.
And the updating module is positioned at the 5G base station central unit and used for updating the extended discontinuous reception period duration and the paging time window duration.
And the second sending module is positioned in the 5G base station central unit and is used for sending a new extended discontinuous reception period and a new paging time window duration to the network terminal.
A 5G base station network device includes a 5G base station memory, a 5G base station transceiver, and a 5G base station processor. A 5G base station memory for storing a computer program and service data of the network terminal; a 5G base transceiver station for receiving and transmitting data under the control of the 5G base transceiver station processor; a 5G base station processor for reading a computer program in the 5G base station memory and performing the following operations: acquiring downlink business flow data information sent to a network terminal by a 5G base station central unit in a first time period, and predicting the downlink business flow data information in a second time period; calculating the storage space dynamically allocated for different network terminals; calculating the extension discontinuous reception period duration; transmitting a configuration message to the 5G base station network equipment; the configuration message is used for indicating the value of the initial extended discontinuous reception period duration and the initial paging time window duration of the network terminal.
The network terminal comprises a network terminal memory, a network terminal transceiver and a network terminal processor; the network terminal memory is used for storing a computer program; a network terminal transceiver for receiving and transmitting data under the control of the network terminal processor; a network terminal processor for reading the computer program in the network terminal memory and performing the following operations: the network terminal processor acquires initial extended discontinuous reception period duration and paging time window duration sent by the 5G base station network equipment. The network terminal processor monitors a physical downlink control channel according to the initial extended discontinuous reception period duration and the initial paging time window duration.
In the 5G base station network equipment, the initial extended discontinuous reception period duration and the initial paging time window duration are predefined values.
In a network terminal, the network terminal processor is further configured to read a computer program in the network terminal memory and perform the following operations: acquiring a configuration message sent by 5G base station network equipment; determining values of a new extended discontinuous reception period duration and a new paging time window duration based on the configuration message; and monitoring the physical downlink control channel according to the new extended discontinuous reception period duration and the new paging time window duration.
A non-transitory readable storage medium comprising a non-transitory readable storage medium computer program for causing a 5G base station processor to perform the method of wireless communication network terminal extended discontinuous reception cycle configuration.
The invention has the beneficial effects that the traditional discontinuous reception and configuration method is to configure fixed parameters according to the artificial experience value on the 5G base station, and the requirements of saving energy consumption and reducing communication delay cannot be met. The invention provides a method for expanding discontinuous reception period configuration of a wireless communication network terminal, which can dynamically configure reasonable discontinuous reception period parameter, realize energy saving of the network terminal, reduce communication delay and save energy consumption of the network terminal.
Drawings
Fig. 1: schematic diagram of 5G network structure.
Fig. 2: an interface control plane protocol stack diagram between a network terminal and a 5G base station.
Fig. 3: interface user plane protocol stack diagram between network terminal and 5G base station.
Fig. 4: the radio resource control layer is a schematic diagram of state transitions between radio resource control-inactive state, radio resource control-idle state and radio resource control-connected state.
Fig. 5: schematic diagram of discontinuous reception principle.
Fig. 6: the time window and the extended discontinuous reception period relation diagram for the 5G base station to receive the paging message.
Fig. 7: the network terminal is in the state transition relation diagram of the core network and the access network.
Fig. 8: the flow chart of the method is shown in the schematic diagram.
Fig. 9: the implementation structure of the device is shown in the figure.
Fig. 10: the data transmission flow chart in the method is shown in the schematic diagram.
Fig. 11: the starting-up registration flow diagram of the network terminal.
Fig. 12: the invention uses a buffer reporting flow diagram.
Fig. 13: traffic flow prediction and time period time relation diagram.
Fig. 14: the long-term and short-term memory neural network model predicts a service flow schematic diagram.
Fig. 15: and a relation diagram of the prediction error calculation time and the predicted flow time period.
Fig. 16: the interface resource state allocation signaling flow between the 5G base station central unit and the 5G base station distribution unit is schematically shown.
Fig. 17: and predicting a downlink traffic flow graph in a second time period.
Fig. 18: the 5G base station transmits the configuration signaling flow diagram of the parameters of the extended discontinuous reception period through the radio resource control connection reconfiguration message.
Fig. 19: the radio access network informs the zone switch time relationship diagram.
Fig. 20: the radio access network informs the zone switch signaling flow diagram.
Fig. 21: in the second embodiment, the wireless access network notifies the area switching scenario data transmission flow chart.
Fig. 22: the embodiment of the application provides a structure schematic diagram of 5G base station network equipment.
Fig. 23: the embodiment of the application discloses a structure schematic diagram of a transmitting and receiving module in a 5G base station distribution unit of an extended discontinuous reception period parameter configuration device.
Fig. 24: the embodiment of the application discloses a structure schematic diagram of a transmitting and receiving module in a 5G base station central unit of an extended discontinuous reception period configuration device.
Fig. 25: a schematic structural diagram of a network terminal.
Reference numerals: UE: and (5) a network terminal. Uu interface between network terminal and 5G base station. And NG, an interface between the 5G base station and the network element of the core network authentication management function. Xn 5G interfaces between base stations. DRX: discontinuous reception. PTW: paging time window. eDRX extended discontinuous reception. 5GC: 5G core network. NG-RAN: next generation-radio access network. gNB 5G base station. RAN: and a radio access network. And Xn-C is an interface control surface between 5G base stations. gNB-CU 5G base station center unit. gNB-DU 5G base station distribution unit. f1:5G interface between base station central unit and 5G base station distribution unit. UE1: the 1 st network terminal. UEm: and the m-th network terminal, wherein m belongs to a natural number. Rrc_inactive: radio resource control-inactive state. RRC: radio resource control. SRB 2.2 nd signaling radio bearer. DRB, data wireless receiving. t n a first time period. t n+1 a second time period. T is the time period length; LSTM, long-term and short-term memory neural network model. N: and (3) if not. Y: is the result. Tp: the point in time at which the calculation of the flow error starts within the sampling period 0, t. x 1、x2、 xk-1、xk, predicting time points of different serial numbers corresponding to the 1 st, 2 nd, k-1 st and k th intersection points of the flow curve and the flow threshold value straight line in the second time period. RNA: the radio access network informs the area. Tq is the time point when the radio access network notification area switch occurs.
Detailed Description
For the purpose of making the objects, technical solutions and advantages of the present application more apparent, the technical solutions of the present application will be clearly and completely described below with reference to the accompanying drawings, and it is apparent that the described embodiments are some embodiments of the present application, not all embodiments. All other embodiments, which can be made by those skilled in the art based on the embodiments of the application without making any inventive effort, are intended to be within the scope of the application. In order to facilitate a clearer understanding of various embodiments of the present application, some relevant background knowledge will first be explained.
Based on the existing 5G network architecture (e.g., fig. 1) and the existing protocol stack architecture (e.g., fig. 2 and 3), a discontinuous reception mechanism was introduced in the third generation partnership project (3 GPP) R15 version. As shown in fig. 1, a Uu interface is between the UE and the 5G base station (abbreviated as gNB), and the Uu interface adopts wireless connection. The UE represents a network terminal; uu interface between network terminal and 5G base station.
Uu interface communication protocol stack as shown in fig. 2 and 3, the radio resource control layer is a key part of the protocol stack, and its function is to control all radio resources, so that communication between the network terminal and the 5G base station is possible. The radio resource control layer defines three states: the radio resource control-inactive state, radio resource control-connected state and radio resource control-idle state, and the transition relationship between the three states is shown in fig. 4. The UE adopts a discontinuous receiving mechanism, namely, the network terminal periodically monitors a physical downlink control channel in a wireless resource control-idle state and a wireless resource control-non-active state to receive paging messages sent by the 5G base station, and the rest time enters a dormant state without monitoring the paging messages, so that the power consumption can be greatly reduced. The basic principle is shown in fig. 5. The increase in 5G network vertical applications requires that the network be compatible with a wider variety of network terminals, such as 5G lightweight network terminals, and the configuration parameter types and attributes of the network are also extended. The discontinuous reception period is extended based on the discontinuous reception basic principle, namely an extended discontinuous reception (abbreviated as extended discontinuous reception) mechanism is introduced, and the discontinuous reception period in the radio resource control-idle state is extended from 10.24 seconds to 10485.76 seconds, so that the sleep time of the network terminal is longer, and the power consumption is saved. The enhancement of the extended discontinuous reception mechanism of 5G lightweight network terminals is discussed in the 3gpp r18 release, and a radio resource control-inactive 5G lightweight network terminal may also support an extended discontinuous reception period of no more than 10485.76 seconds, which means that such network terminals may monitor the physical downlink control channel and paging messages for a longer period of time. As shown in fig. 6, an in-network terminal listens to a downlink channel and paging messages only during a Paging Time Window (PTW) during one extended discontinuous reception period (eDRX period), and the rest of the time is in a sleep state. PTW: paging time window.
When the UE completes the startup registration procedure, the state reserved by the UE in the core network element is a registration management-registered state, and the state relationship between the reserved state of the UE in the core network and the state relationship between the UE in the 5G base station are shown in fig. 7. After the network terminal is successfully started and registered, a core network Authentication Management Function (AMF) can keep context information of the network terminal; the network terminal context represents: after the network terminal establishes contact with the network, the network needs to store necessary information of the network terminal, such as network terminal capability, authentication information, accessed 5G base station identifier, and the like.
As long as the 5G base station triggers the release of the context information of the network terminal to the AMF through the NG interface, the core network considers that the UE is in a core network-defined connection management-connection state, and even if the network terminal is in a radio resource control-inactive state at this time, the core network still transmits downlink service data to the 5G base station, which causes that the 5G base station needs to reserve a large amount of UE service data. The extended discontinuous reception period is longer in duration, which means that the network terminal does not monitor the paging message for a longer time, resulting in missing part of the paging message, service delay and a large amount of downlink data being stored in the 5G base station. Therefore, the reasonable and flexible configuration of expanding the discontinuous receiving period duration and the paging time window duration and the data storage method under the configuration are problems to be solved. AMF: a core network authentication management function network element; and NG, an interface between the 5G base station and the network element of the core network authentication management function.
The invention introduces an LSTM prediction model in the field of artificial intelligence to solve the problems. The artificial intelligence model is applied to the training and reasoning process. The training process is to adjust and determine parameters of the model by sample data, including ideal values of ownership weights and deviations, and the training process is to generate the model; the reasoning process is to input the data model to be applied to start working after the neural network model is trained. The LSTM prediction model is a long-term and short-term memory neural network model.
As shown in fig. 8, the present invention provides a method for expanding discontinuous reception period configuration of a wireless communication network terminal, which is applied to a network terminal, such as a 5G lightweight network terminal, a mobile phone, etc. The method comprises the following steps: s1, a 5G base station configures initialization parameters of a network terminal, and the network terminal sends or receives uplink service flow data and downlink service flow data through an access network under the configuration.
S2, the 5G base station records downlink service flow data and buffer report data in a first time period, and predicts the flow in a second time period according to the downlink service flow data.
S3, the 5G base station calculates and updates new extended discontinuous receiving period duration and paging time window duration based on a downlink service flow data prediction result of the second time period, buffer report data and information of storage space allocation for the network terminal by the 5G base station, and the 5G base station allocates the storage space for the network terminal by a dynamic storage allocation module, wherein the dynamic storage allocation module comprises a storage calculation module and a dynamic storage space module.
S4, when the network terminal in the radio resource control-non-activated state switches the RNA area, the target 5G base station sends updated new extended discontinuous reception period duration and paging time window duration for the network terminal.
Fig. 9 is a block diagram employed in the present invention. As shown in fig. 9, a computing function module is deployed inside the gNB-CU and is responsible for the computing function in the present invention, including: the device comprises a flow prediction module, a storage calculation module and an extended discontinuous reception period calculation module; the traffic prediction module is used for predicting downlink traffic data of the network terminal UE; the storage calculation module is a sub-module of the dynamic storage allocation module in the gNB-CU and is used for calculating the storage space of the network terminal UE in the gNB-DU, the calculation result of the storage calculation module is notified to the gNB-DU through the F1 interface message, and the gNB-DU allocates the storage space for the network terminal UE according to the received calculation result; the storage space module is used for storing downlink business flow data to be received by the UE and data to be transmitted in the uplink buffer area, and the storage allocation module structure is divided into two parts; as shown in fig. 9, one part is a storage computation module, which is located in part in the gNB-CU; the other part is dynamic memory space, and the module part is located in gNB-DU. The function of the storage calculation module is to calculate the size of the storage space allocated by the 5G base station for each UE, and since the data flow of uplink and downlink services is dynamically changed, the buffer reported data received by the 5G base station and the data flow of downlink services are also dynamically changed, the calculation module needs to be capable of calculating the dynamic flow data, and the allocable storage space of the gNB-DU can be obtained based on the F1 interface signaling flow. And allocating dynamic storage space for the UE by adopting a certain strategy based on the acquired information. gNB-CU is a 5G base station central unit; the gNB-DU is a 5G base station distribution unit.
The following describes the procedure of the extended discontinuous reception period configuration method according to the present invention in detail with reference to the specific embodiment.
In a first embodiment, based on the architecture described in fig. 9, the method provided by the present invention is used to expand a scenario in which a serving cell is not changed after a UE completes a power-on registration procedure, and a data transmission procedure in the scenario is shown in fig. 10, and includes: step one: the network side configures the initialization parameters of the network terminal UE, and under the configuration, the network terminal accesses the network, sends/receives the uplink service flow data and the downlink service flow data, and uplink and downlink services can be executed in parallel. The uplink traffic data represents: data in the transmission direction from the network terminal to the 5G base station and then to the network element of the core network authentication management function; the downlink traffic data represents: and data in the transmission direction from the core network authentication management function network element to the 5G base station and then to the network terminal.
Step two: the UE and the 5G base station cooperatively execute a BSR reporting process, and the network terminal enters a radio resource control-non-activation state after the service is completed; and BSR, buffer status reporting signaling flow, which is used for reporting the data quantity to be transmitted by the network terminal.
Step three: and the 5G base station predicts the downlink business flow data of the second time period by adopting an LSTM model according to the downlink business flow data.
Step four: and (3) adopting a distributed storage structure, and distributing a dynamic storage space for the accessed UE by the 5G base station according to the data reported by the BSR in the step (2), the prediction result in the step (3) and the information of the idle storage space.
Step five: the 5G base station calculates the extended discontinuous reception period, determines the new extended discontinuous reception period duration and paging time window duration, and updates the new configuration parameters to the network terminal through Uu interface signaling. Uu represents: an interface between a network terminal and a 5G base station.
Step six: the core network authentication management function network element sends the downlink service flow data of the network terminal.
Step seven: the 5G base station caches the downlink traffic data.
Step eight: the 5G base station determines when the UE is reachable according to the new extended discontinuous reception configuration parameters.
Step nine: and the 5G base station pages the network terminal and sends the downlink service flow data.
The detailed implementation of each step in fig. 10, corresponding to one embodiment, is described in more detail below. Embodiment one detailed implementation procedure: the method mainly comprises the following steps as shown in fig. 10.
Step one: the network side configures the initialization parameters of the network terminal UE, and the process is completed in the startup registration flow of the UE.
As shown in fig. 11, a UE power-on registration procedure, step one includes sub-steps. The method comprises the following substeps: the uplink and downlink synchronization process is performed through SSB decoding (SSB: synchronization signal and PBCH block decoding) and a random access channel process. Sub-step two: and sending an RRC connection establishment request to establish SRB0. RRC: radio resource control. SRB0: signaling radio bearers. And a sub-step three: an RRC connection setup procedure is sent and a radio signaling bearer 1 (SRB 1) is established. And sending a core network registration request process through an RRC connection establishment process. And a sub-step four: and sending a UE initialization message through the NG interface and carrying out a registration request. NG: and a communication interface between the 5G base station and the core network authentication management function network element. Fifth, the sub-steps are: and completing the configuration of the UE through the uplink and downlink data of the UE, an initialization process and an RRC connection reconfiguration process, wherein the configuration comprises the initial extension discontinuous reception period duration and the initial paging window duration, and the initial storage space is allocated for the UE. And step six: registration is completed and a PDU session is established. PDU means: protocol data unit.
Step two: in the service execution process, the UE and the 5G base station cooperatively execute a BSR reporting flow.
As shown in fig. 12, the network terminal (UE) informs the 5G base station through a buffer status reporting procedure, how much data the network terminal currently has in the buffer in the uplink direction to be transmitted, and provides information of dynamic storage allocation for the 5G base station. The uplink direction indicates: and the data is transmitted from the network terminal to the 5G base station and then to the network element of the authentication management function of the core network.
Step three: the 5G base station predicts the flow of the second time period by adopting an LSTM model according to the downlink service flow sampling data; as shown in fig. 14, includes: the method comprises the following substeps: dividing time into time periods, and sampling downlink service flow data which are received into a network terminal (UE) in a first time period by a 5G base station to form a downlink service flow sequence; based on TensorFlow frames, an LSTM prediction model is built. And taking the collected large quantity of communication downlink direction business flow data sequences as training input of the prediction model. TensorFlow is a software platform implementing the LSTM model. Sub-step two: initializing LSTM model parameters, evaluating and selecting parameters such as network model weights and temporary model super parameters. And a sub-step three: inputting processed 5G base station flow sequence data to an LSTM model, and training the model according to a gradient descent algorithm; and observing and changing the iteration times of the training model until the model training is finished to obtain the available LSTM prediction model. And a sub-step four: and calculating according to the downlink traffic data information of the first time period t n to obtain the output of the downlink traffic data predicted value of the second time period t n+1, wherein the time relationship is shown in fig. 13. Fifth, the sub-steps are: if the precision is further improved, the predicted output value can be fed back and subjected to model adjustment, so that high-precision predicted output is obtained. As shown in fig. 15, in calculating the predicted flow rate value for the second period t n+1, the predicted flow rate value may be corrected with the predicted error value. Calculating an error in [ Tp, T ] by predicting the flow in [ Tp, T ] in [0, tp ] of T n in the first time period; error = true flow-predicted flow. And predicting the downlink service flow error in the second time period t n+1 by using the error, and correcting the predicted flow result in the second time period t n+1 by using the error.
Step four: the 5G base station allocates dynamic storage space for the UE and adopts a distributed storage structure. The 5G base station adopts a distributed dynamic storage structure as shown in fig. 9, and the dynamic allocation adopts a two-stage architecture: and a dynamic storage calculation module is deployed inside the gNB-CU, and a dynamic storage space is set in the gNB-DU. Dynamic storage allocation includes: (1) And (3) the gNB-CU calculates the storage space required by the network terminal UE according to the data quantity to be sent of the network terminal buffer area obtained in the step (II) and the data quantity to be received immediately after the downlink predicted in the step (III). (2) The gNB-CU obtains the available storage space of the gNB-DU through the gNB-DU resource status reporting process of the F1 interface shown in fig. 16; the resource status reporting procedure may employ, but is not limited to, a resource status request message and a resource status reply message pair; the resource state request message is a message sent to the gNB-DU by the gNB-CU, the message is provided with a cell identifier, the gNB-DU returns a resource state response message after receiving the message, the message is provided with a storage device identifier corresponding to the identifier and a free storage space, and the gNB-CU allocates the storage space for the UE according to the storage space required by the UE obtained by calculation and the free storage space which can be provided by the gNB-DU after receiving the message according to the principle of 'meeting as much as possible and obtaining firstly'.
Step five: the 5G base station calculates the extended discontinuous reception period, determines the new extended discontinuous reception period duration and paging time window duration, and updates the new configuration parameters to the network terminal through Uu interface signaling. Uu represents: an interface between a network terminal and a 5G base station.
The 5G base station determines an extended discontinuous reception period according to the data reported by the BSR in the third step, the flow prediction result in the fifth step and other information; the specific implementation mode is as follows: in a prediction time period, as shown in fig. 13, in time [0, t ], the predicted downlink traffic flow fluctuates with time, as shown in fig. 17, a flow threshold value Th UE is set, and when the flow fluctuation curve is above the flow threshold value straight line, the corresponding time interval is [x1,x2],……, [xi,xi+1],……,[xk-1,xk],{ xi,i=1,2,…,k}, which is the time point corresponding to the intersection point of the flow curve and the threshold value corresponding straight line; the time interval length is L1=x2-x1,……, Li =xi+1-xi,……,Lk-1=xk-xk-1 ;, L i, i=1, 2, … and k-1 in the interval [0, T ] are taken, a larger value is obtained compared with 10.24, a smaller value is taken as a new extended discontinuous reception period length compared with 10485.76, the new extended discontinuous reception period length is recorded as P, and the mathematical formula of the calculation method is as follows: p is the new extended discontinuous reception period duration; max { } represents the maximum value of all numbers in brackets, and min { } represents the minimum value of all numbers in brackets. L i is the i-th time interval length; where i is a sequence number, k points in total, i=1, …, k; k-1 time intervals are generated in total; k belongs to natural numbers; l i=xi+1-xi .xi is a time value corresponding to an i-th intersection point of the predicted flow curve and the flow threshold value straight line in the second time period t n+1; x i+1 is the time value corresponding to the i+1th intersection of the predicted flow curve and the flow threshold line in the second time period t n+1. x i is the start xi+1 and the end, forming the i-th time interval [ x i,xi+1 ].10.24 represents an extended discontinuous reception period duration reference value, unit: second. 10485.76 denotes the maximum value of the extended discontinuous reception cycle duration, unit: second.
The flow threshold value is obtained by taking a smaller value according to the difference value between half of the predicted flow peak value and the residual storage space on the base station and the reported data of the buffer area in unit time, and the calculation formula is as follows: th UE=min{(LeftCapcellId-BSRtotalUE )/T,Peakpred/2 }.
Wherein: leftCap cellId is the size of the free storage space on the 5G base station distribution unit in the first period, and BSR totalUE is the sum of the data amounts of the buffers reported by the network terminal; a traffic data flow prediction Peak value in a second time period of Peak pred, wherein T is the length of the first time period or the length of the second time period or the length of a prediction time period; the length of the first time period, the length of the second time period and the length of the predicted time period are equal, and are denoted by T; th UE is a flow threshold value; min { } represents the minimum of the number in brackets.
The paging time window duration is updated according to the equal proportion of the updated extended discontinuous reception period duration to the initial configuration value, and is named as: new paging time window duration; the calculation formula of the new paging time window duration is as follows: PWT length=PWTint*(eDRXlength/eDRXint).PWTlength is the new paging window duration; PWT int is the initial paging time window duration; eDRX length is the updated new extended discontinuous reception cycle duration; eDRX int is the initial extended discontinuous reception cycle duration.
As shown in fig. 18, the 5G base station issues the recalculated extended discontinuous reception period duration and paging time window duration through the RRC connection reconfiguration message.
Step six: the core network authentication management function network element transmits downlink data.
Step seven: the 5G base station receives downlink data and caches the downlink data; the downlink direction indicates: and the transmission direction of the data from the core network authentication management function network element to the 5G base station and then to the network terminal.
Step eight: the 5G base station determines when the UE data is reachable according to the updated extended discontinuous reception configuration parameters calculated in step 5.
Step nine: and the 5G base station pages the network terminal and sends the downlink service flow data.
In the second embodiment, the second embodiment is a configuration method of the extended discontinuous reception period of the mobile scenario of the UE in the radio resource control-inactive state across the radio access network notification area (RNA area). RNA: the radio access network informs the area. First, a definition related to the present embodiment will be described: an RNA area, which is a coverage area defined by a wireless network side and comprises a plurality of cells, wherein the area has the following characteristics: the RNA may cover one cell or a plurality of cells, but must be within the registration area of the core network configuration; each RAN area has an identification called RNAID.
When the UE in the radio resource control-non-activated state moves out of the range of the RNA, the UE initiates an RNA switching process, and the network terminal (UE) is taken as an illustration of the RNA switching in a first time period; as shown in fig. 19, the RNA handover occurs at the Tq time point in the first time period, different RAN areas are covered by different 5G base stations, and the UE is handed over from the source 5G base station coverage area to the target 5G base station coverage area. As shown in fig. 20, the network terminal is in a radio resource control-inactive state/connection management-connection state at the time of RNA handover, and the RNA handover procedure includes: step one: the network terminal UE sends an RRC connection recovery request message to the target 5G base station to establish RRC connection with the target base station; RRC: radio resource control.
Step two: the target 5G base station sends a network terminal context restoration request message to the source 5G base station, and requests to acquire the network terminal context information.
Step three: the method comprises the steps that a source 5G base station sends a network terminal context recovery response message to a target 5G base station, and sends network terminal context information, wherein the network terminal context information comprises buffer zone waiting data amount information reported by a UE (user equipment) and a BSR (buffer zone status report) flow, storage space information of the source 5G base station UE and downlink direction business flow data information of the UE collected before a [0, tq ] time point in a first time period already collected by the source 5G base station; tq is the time point when the radio access network notification area switch occurs.
Step four: the target base station stores the context information of the network terminal and allocates an initial storage space for the network terminal according to the received information.
Step five: and the source 5G base station transmits the service data of the UE to the target 5G base station.
Step six: the target 5G base station transmits an RRC connection control resume response message to the UE.
Step seven: the target 5G base station sends a data transmission path switching request to a core network authentication management function network element.
Step eight: the core network authentication management function network element sends a data transmission path switching response message.
The target 5G base station deploys the computing function module and the dynamic memory allocation module as shown in fig. 9. The steps of the target 5G base station that are the same as the steps three to nine described in the above embodiment 1 are executed after the downlink traffic data acquisition process in the first time period t n is completed, and a detailed description is omitted here. Referring to fig. 10 and 21, the method includes: step one: the network terminal executes a radio access network notification area switching procedure at a time point Tq in a first period, the time point Tq is shown in fig. 19, and the RNA switching procedure is shown in fig. 20. Step two: and the core network user plane network element transmits the downlink service data to the target 5G base station. Step three: the target 5G base station buffers the data.
Step four: the target 5G base station samples downlink service flow data information in [ Tq, T ] in a first time period, predicts downlink service flow in a second time period according to the pre-switching downlink service flow data information acquired from the source 5G base station and the post-switching downlink service flow data information acquired by local sampling, and corresponds to the step three of fig. 10.
Step five: the target 5G base station allocates dynamic storage space for the network terminal and caches data, which corresponds to step four in fig. 10.
Step six: the target 5G base station calculates and updates the network terminal expansion discontinuous reception period duration and paging time window duration, and corresponds to the step five of fig. 10.
Step seven: the target 5G base station recognizes when the network terminal is reachable, corresponding to step eight of fig. 10.
Step eight: the target 5G base station pages the network terminal and sends the downlink data, which corresponds to step nine in fig. 10.
(1) A configuration method is provided for the non-connection receiving period parameter configuration of a network terminal in a wireless resource control-non-activation state of the network side supporting the extended discontinuous reception, and a network structure is provided for storing data with the extended discontinuous reception for configuring the downlink service of the network terminal.
(2) A new F1 signaling structure is proposed for the network structure in 1 for setting the network terminal configuration storage size in the network structure.
(3) And predicting network flow by adopting an LSTM model, correcting a service flow prediction result by using a prediction error, calculating the data quantity reaching the 5G base station, calculating the space size of a storage module, and notifying the gNB-CU to establish a storage space.
(4) And reporting the buffer area data size of the UE, and calculating and expanding a discontinuous receiving period and paging time window duration according to the storage space and service data amount of the gNB-DU and the buffer area size of the network terminal by the gNB-CU and notifying the network terminal.
(5) And when the wireless resource control-non-activated network terminal is switched in the RNA area, the flow sampling information in the previous time period is sent through the RNA switching flow, and storage space calculation, flow prediction and extended discontinuous reception period calculation are executed in the target 5G base station.
When the extended discontinuous reception is changed, the PTW duration is also changed according to the same change ratio, and the 5G base station configures a new extended discontinuous reception period and a new obtained PTW duration to the network terminal through a radio resource control connection reconfiguration procedure, see fig. 18.
Fig. 22 is a schematic structural diagram of a 5G base station network device according to an embodiment of the present application, where, as shown in fig. 22, the network device includes a 5G base station memory, a 5G base station transceiver, and a 5G base station processor.
Wherein in fig. 22, the bus architecture may include any number of interconnected buses and bridges, and in particular one or more 5G base station processors represented by the 5G base station processor and various circuits of the 5G base station memory represented by the 5G base station memory are linked together. The bus architecture may also link together various other circuits such as peripheral devices, voltage regulators, power management circuits, etc., which are well known in the art and, therefore, will not be described further herein. The bus interface provides an interface. The 5G base station transceiver may be a number of elements, i.e. comprise a transmitter and a receiver, providing a means for communicating with various other apparatus over a transmission medium, including wireless channels, wired channels, optical cables, etc. The 5G base station processor is responsible for managing the bus architecture and general processing, and the 5G base station memory may store data used by the 5G base station processor in performing operations.
The 5G base station processor can be a central processing unit, an application specific integrated circuit, a field programmable gate array or a complex programmable logic device, and the processor can also adopt a multi-core architecture.
In some embodiments, the processor is further configured to read the computer program in the memory and perform the following: recording downlink traffic flow data and buffer report data in a first time period, and predicting downlink traffic flow in a second time period based on the downlink traffic flow data in the first time period; and determining a new extended discontinuous reception period and a paging time window based on the flow prediction result of the second time period, the buffer reported data and the size information of the memory space allocated to the network terminal.
Sending a configuration message to the network terminal; the configuration message is used for indicating the value of the initial extended discontinuous reception period duration and the initial paging time window duration of the network terminal and updating the configuration.
Specifically, the network device provided by the embodiment of the present application can implement all the method steps implemented by the method embodiment in which the execution body is a network device, and can achieve the same technical effects, and the same parts and beneficial effects as those of the method embodiment in the embodiment are not described in detail herein.
Fig. 23 is a schematic structural diagram of an extended discontinuous metering device according to an embodiment of the present application, where the device includes: the first sending module is positioned at the 5G base station distribution unit and used for sending a resource state response message and sending the size of the idle storage space which can be allocated to the network terminal to the 5G base station central unit through the F1 interface; f1:5G interface between base station central unit and 5G base station distribution unit.
The first acquisition module is positioned in the 5G base station distribution unit and is used for acquiring a resource state request message and a resource state allocation message which are sent by the gNB-CU through an F1 interface; gNB-CU is a 5G base station central unit; the gNB-DU is a 5G base station distribution unit.
Fig. 24 is a schematic structural diagram of an extended discontinuous metering device according to an embodiment of the present application, where the device includes: the calculation function module is used for calculating the network terminal expansion discontinuous receiving period, predicting the service flow and calculating the storage space size distributed by the 5G base station for each UE; the UE is a network terminal.
And the dynamic storage allocation module is used for allocating storage space to store the downlink business flow data received by the network terminal and the data sent in the uplink buffer according to the calculation result of the calculation function module.
The second acquisition module is located in the 5G base station center unit and is used for acquiring data quantity information to be transmitted and resource state information reported by the F1 interface, wherein the data quantity information to be transmitted is transmitted by the network terminal through a buffer reporting process.
And the updating module is positioned at the 5G base station central unit and used for updating the extended discontinuous reception period duration and the paging time window duration.
And the second sending module is positioned in the 5G base station central unit and is used for sending the new extended discontinuous reception period and paging time window duration to the network terminal.
Fig. 25 is a schematic structural diagram of a network terminal according to an embodiment of the present application, as shown in fig. 25, where the network terminal includes a network terminal memory, a network terminal transceiver, and a network terminal processor, where: a network terminal memory for storing a computer program; a network terminal transceiver for receiving and transmitting data under the control of the network terminal processor; a network terminal processor for reading the computer program in the network terminal memory and performing the following operations: and acquiring the updated extended discontinuous reception period duration and paging time window duration configuration sent by the 5G base station network equipment and executing monitoring of a downlink channel according to the configuration.
Specifically, the device for expanding discontinuous reception period configuration provided by the embodiment of the present application can implement all the method steps implemented by the embodiment of the method and achieve the same technical effects, and the same parts and beneficial effects as those of the embodiment of the method in the embodiment are not described in detail herein.
In another aspect, embodiments of the present application also provide a computer program product comprising a computer program stored on a non-transitory computer readable storage medium, the computer program comprising program instructions which, when executed by a computer, are capable of performing the method of extending discontinuous reception cycles provided by the embodiments described above.
In another aspect, embodiments of the present application further provide a processor-readable storage medium storing a computer program, where the computer program is configured to cause the processor to perform the method for extended discontinuous reception cycle configuration provided in the foregoing embodiments.
The processor-readable storage medium may be any available medium or data storage device that can be accessed by a processor, including, but not limited to, magnetic storage (e.g., floppy disks, hard disks, magnetic tape, magneto-optical disks (MOs), etc.), optical storage (e.g., CD, DVD, BD, HVD, etc.), and semiconductor storage (e.g., ROM, EPROM, EEPROM, non-volatile storage (NAND FLASH), solid State Disk (SSD)), etc.
The apparatus embodiments described above are merely illustrative, wherein the elements illustrated as separate elements may or may not be physically separate, and the elements shown as elements may or may not be physical elements, may be located in one place, or may be distributed over a plurality of network elements. Some or all of the modules may be selected according to actual needs to achieve the purpose of the solution of this embodiment. Those of ordinary skill in the art will understand and implement the present invention without undue burden.
From the above description of the embodiments, it will be apparent to those skilled in the art that the embodiments may be implemented by means of software plus necessary general hardware platforms, or of course may be implemented by means of hardware. Based on this understanding, the foregoing technical solution may be embodied essentially or in a part contributing to the prior art in the form of a software product, which may be stored in a computer readable storage medium, such as ROM/RAM, a magnetic disk, an optical disk, etc., including several instructions for causing a computer device (which may be a personal computer, a server, or a network device, etc.) to execute the method described in the respective embodiments or some parts of the embodiments.
In addition, it should be noted that: the terms "first," "second," and the like in embodiments of the present application are used for distinguishing between similar objects and not necessarily for describing a particular sequential or chronological order. It is to be understood that the terms so used are interchangeable under appropriate circumstances such that the embodiments of the application are capable of operation in sequences other than those illustrated or otherwise described herein, and that the "first" and "second" distinguishing between objects generally are not limited in number to the extent that the first object may, for example, be one or more.
Finally, it should be noted that: the above embodiments are only for illustrating the technical solution of the present application, and are not limiting; although the application has been described in detail with reference to the foregoing embodiments, it will be understood by those of ordinary skill in the art that: the technical scheme described in the foregoing embodiments can be modified or some technical features thereof can be replaced by equivalents; such modifications and substitutions do not depart from the spirit and scope of the technical solutions of the embodiments of the present application.

Claims (12)

1. A method for a wireless communication network terminal to extend discontinuous reception period configuration, comprising the steps of: s1, configuring initialization parameters of a network terminal by a 5G base station, and accessing the network to send, receive, uplink service flow data and downlink service flow data by the network terminal under the configuration; the uplink traffic data represents: data in the transmission direction from the network terminal to the 5G base station and then to the network element of the core network authentication management function; the downlink traffic data represents: data in a transmission direction from a core network authentication management function network element to a 5G base station to a network terminal; s2, the 5G base station records downlink service flow data of the network terminal in the first time period and reports the data to the buffer area, and predicts the downlink service flow data in the second time period according to the downlink service flow data of the network terminal in the first time period; the first time period is a time period before the second time period, and has the same time length; s3, the 5G base station calculates and updates new extended discontinuous receiving period duration and new paging time window duration based on a downlink service flow data prediction result of a second time period, buffer report data and information of storage space allocation for the network terminal by the 5G base station, and the 5G base station allocates the storage space for the network terminal through a dynamic storage allocation module, wherein the dynamic storage allocation module comprises a storage calculation module and a dynamic storage space module; expanding the discontinuous reception period duration and the paging time window duration to be the expanded discontinuous reception parameters; and S4, when the network terminal in the radio resource control-inactive state is switched in the radio access network notification area, the target 5G base station transmits new extended discontinuous reception period duration and paging time window duration to the network terminal.
2. The method for configuring the discontinuous reception cycle of the wireless communication network terminal according to claim 1, wherein in S2, the downlink traffic data is used as a sample data training set, and an LSTM prediction model is used for prediction training, the LSTM prediction model is a long-short-term memory neural network model, and the process of the LSTM prediction model for prediction training is as follows: s2-1, 5G base stations collect downlink business flow data of network terminals in a first time period to form a flow time sequence; s2-2, building a long-short-term memory model prediction model based on TensorFlow frames, and taking a flow time sequence as training input of the long-short-term memory model prediction model; tensorFlow is a software platform for implementing the LSTM model; s2-3, evaluating and selecting LSTM prediction model weight and super parameters, and adjusting in training; s2-4, inputting flow time series data into an LSTM prediction model, and training the LSTM prediction model according to a gradient descent algorithm; s2-5, adjusting the iteration times of training the LSTM prediction model, and calculating a downlink service flow data predicted value sequence of a second time period t n+1 according to a time sequence formed by the downlink service flow data of the first time period t n; t n represents a first period of time; t n+1 represents a second period of time; s2-6, correcting the predicted flow sequence value in the second time period by using the predicted error value sequence; and predicting the data flow error in the second time period t n+1 by the data flow error in the first time period t n, and correcting the predicted flow sequence result in the second time period by using the prediction error.
3. The method for expanding discontinuous reception cycle configuration of a wireless communication network terminal according to claim 2, wherein in S3, the storage calculation module is located in a 5G base station central unit, the dynamic storage space module is located in a 5G base station distribution unit, the storage calculation module and the dynamic storage space module communicate through an F1 interface communication message, F1 being an interface between the 5G base station central unit and the 5G base station distribution unit, the F1 interface communication message including a resource status request message, a resource status response message, and a resource status allocation message.
4. The method for expanding discontinuous reception cycle configuration of a wireless communication network terminal according to claim 1, wherein the 5G base station allocates a storage space for the network terminal through a dynamic storage allocation module, the dynamic storage allocation module adopts a distributed storage structure, and the method comprises: the 5G base station center unit obtains the data quantity to be received in the uplink direction and the downlink direction according to the obtained data quantity to be sent in the buffer area of the network terminal and the downlink direction service flow data predictive value, and the 5G base station calculates the storage space required by the second time period of each network terminal; the 5G base station central unit obtains the available storage space of the 5G base station distribution unit through the resource state reporting process of the 5G base station distribution unit of the F1 interface; the resource status reporting process comprises a resource status request message, a resource status response message and a resource status allocation message; the resource state request message is a message sent to the 5G base station distribution unit by the 5G base station center unit, the resource state request message contains a cell identifier, the 5G base station distribution unit returns a resource state response message after receiving the resource state request message, the resource state response message contains a storage device identifier corresponding to the cell identifier and a free storage space size, and the 5G base station center unit obtains a storage space required by a network terminal and a free storage space which can be provided by the 5G base station distribution unit according to calculation after receiving the resource state response message and distributes the storage space for the network terminal according to a first-come first-served principle; the 5G base station center unit sends a resource state allocation message to the 5G base station distribution unit through the F1 interface, wherein the resource state allocation message contains storage resource information allocated for each network terminal; the 5G base station distribution unit receives the resource state allocation message and executes the resource state allocation message to allocate storage resources for the network terminal.
5. The method for configuring an extended discontinuous reception period of a wireless communication network terminal according to claim 1, wherein in S3, the calculation method mathematical calculation formula of the new extended discontinuous reception period length is: p=min { max {10.24, max { l i, i=1, 2, …, k-1}, 10485.76}; wherein: p is the new extended discontinuous reception period duration; max { } represents the maximum value of all numbers in brackets, min { } represents the minimum value of all numbers in brackets; l i is the i-th time interval length; where i is a sequence number, k points in total, i=1, …, k; k-1 time intervals are generated in total; k belongs to natural numbers; l i =xi+1-xi ;xi is a time value corresponding to an i-th intersection point of the predicted flow curve and the flow threshold value straight line in the second time period t n+1; x i+1 is a time value corresponding to the i+1th intersection point of the predicted flow curve and the flow threshold value straight line in the second time period t n+1; x i is the start point and x i+1 is the end point, forming an i-th time interval [ x i,xi+1 ];10.24 represents an extended discontinuous reception period duration reference value, unit: second, wherein the second is; 10485.76 denotes the maximum value of the extended discontinuous reception cycle duration, unit: second, wherein the second is; the flow threshold value is calculated according to the following formula: th UE=min{(LeftCapcellId-BSRtotalUE )/T,Peakpred/2 }; wherein: leftCap cellId is the size of the free storage space on the 5G base station distribution unit in the first period, and BSR totalUE is the sum of the data amounts of the buffers reported by the network terminal; a traffic data flow prediction Peak value in a second time period of Peak pred; t is the length of the time period; th UE is a flow threshold value; min { } represents the minimum of the number in brackets; the new paging time window duration is obtained by updating the proportion of the updated new extended discontinuous reception period duration to the original configured extended discontinuous reception period duration in equal proportion; the new paging time window duration calculation formula is: PWT length=PWTint*(eDRXlength/eDRXint);PWTlength is the new paging window duration; PWT int is the initial paging time window duration; eDRX length is the updated new extended discontinuous reception cycle duration; eDRX int is the initial extended discontinuous reception cycle duration.
6. The method for configuring the extended discontinuous reception period of the wireless communication network terminal according to claim 1, wherein when the network terminal in the radio resource control-inactive state in S4 performs RNA handover, the target 5G base station obtains uplink traffic data and downlink traffic data information of the network terminal and buffer waiting data information reported by a buffer reporting procedure of the network terminal from the source 5G base station, and meanwhile, needs to obtain traffic information of the network terminal acquired by the source 5G base station, and the target 5G base station calculates a new extended discontinuous reception period duration; the RNA is a radio access network notification area.
7. An apparatus for expanding discontinuous reception period configuration for a wireless communication network terminal, comprising: the calculation function module is used for calculating the time length of the network terminal expansion discontinuous reception period, predicting the downlink business flow data and calculating the size of a storage space allocated by the 5G base station for each UE; the UE is a network terminal; the dynamic storage allocation module is used for allocating storage space to store downlink business flow data received by the network terminal and data sent in the uplink buffer area according to the calculation result of the calculation function module; the first sending module is positioned at the 5G base station distribution unit and used for sending a resource state response message and sending the size of the idle storage space which can be allocated to the network terminal to the 5G base station central unit through the F1 interface; the first acquisition module is positioned in the 5G base station distribution unit and is used for acquiring a resource state request message and a resource state allocation message which are sent by the gNB-CU through an F1 interface; gNB-CU is a 5G base station central unit; gNB-DU is a 5G base station distribution unit; the second acquisition module is positioned at the 5G base station center unit and is used for acquiring data quantity information to be transmitted and resource state information reported by the F1 interface, wherein the data quantity information to be transmitted is transmitted by the network terminal through a buffer area reporting process; the updating module is positioned at the 5G base station central unit and used for updating the extended discontinuous reception period duration and the paging time window duration; and the second sending module is positioned in the 5G base station central unit and is used for sending a new extended discontinuous reception period and a new paging time window duration to the network terminal.
A 5G base station network device comprising a 5G base station memory, a 5G base station transceiver, and a 5G base station processor; a 5G base station memory for storing a computer program and service data of the network terminal; a 5G base transceiver station for receiving and transmitting data under the control of the 5G base transceiver station processor; a 5G base station processor for reading a computer program in the 5G base station memory and performing the following operations: acquiring downlink business flow data information sent to a network terminal by a 5G base station central unit in a first time period, and predicting the downlink business flow data information in a second time period; calculating the storage space dynamically allocated for different network terminals; calculating the extension discontinuous reception period duration; transmitting a configuration message to the 5G base station network equipment; the configuration message is used for indicating the value of the initial extended discontinuous reception period duration and the initial paging time window duration of the network terminal.
9. The network terminal is characterized by comprising a network terminal memory, a network terminal transceiver and a network terminal processor; the network terminal memory is used for storing a computer program; a network terminal transceiver for receiving and transmitting data under the control of the network terminal processor; a network terminal processor for reading the computer program in the network terminal memory and performing the following operations: the network terminal processor acquires initial extended discontinuous reception period duration and paging time window duration sent by 5G base station network equipment; the network terminal processor monitors a physical downlink control channel according to the initial extended discontinuous reception period duration and the initial paging time window duration.
10. The 5G base station network device of claim 8, wherein the initial extended discontinuous reception cycle duration and initial paging time window duration are predefined values.
11. The network terminal of claim 9, wherein the network terminal processor is further configured to read a computer program in the network terminal memory and perform the following operations: acquiring a configuration message sent by 5G base station network equipment; determining values of a new extended discontinuous reception period duration and a new paging time window duration based on the configuration message; and monitoring the physical downlink control channel according to the new extended discontinuous reception period duration and the new paging time window duration.
12. A non-transitory readable storage medium comprising a non-transitory readable storage medium computer program for causing a 5G base station processor to perform the method of the wireless communication network terminal extended discontinuous reception cycle configuration of any one of claims 1 to 6.
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