CN117669623A - RFID-based signal intelligent sensing method and system - Google Patents

Abstract

The invention provides an intelligent signal sensing method and system based on RFID. The method comprises the following steps: s1: in the area needing to be sensed, arranging RFID read-write equipment and arranging RFID labels on the articles needing to be sensed; s2: the RFID read-write equipment is connected with the RFID tag in a wireless connection mode, sends wireless signals, communicates with the tag in the area and receives signals transmitted by the RFID tag; s3: the RFID read-write equipment decodes the received signals to obtain data information stored in the RFID; the data information includes a unique identifier of the object and location information. By using the RFID tag and the read-write equipment, automatic data acquisition of the inventory items can be realized; the RFID technology can quickly read information of a large number of articles without manually scanning the articles one by one, so that the data acquisition efficiency is improved; through RFID technology, can realize the unique identification and the tracking to every article, the existence and the mobile condition of accurate record article.

Description

RFID-based signal intelligent sensing method and system

Technical Field

The invention provides an RFID-based signal intelligent sensing method and system, and belongs to the technical field of signal intelligent sensing and warehouse logistics management.

Background

Along with the rapid development of the internet of things, a signal intelligent sensing technology based on RFID (radio frequency identification) gradually becomes one of key technologies for realizing the fields of intelligent logistics, intelligent manufacturing, intelligent cities and the like. The RFID technology realizes automatic identification, positioning and tracking of articles through identification and transmission of wireless radio frequency signals, and provides a more efficient and accurate data acquisition and management means for various industries.

By means of intelligent sensing of the RFID-based signals, the functions of automatic identification, positioning and tracking of the articles in the Internet of things are achieved. For example, in warehouse management, by applying the RFID tag to the goods, information such as the position, arrival time, departure time and the like of the goods can be obtained in real time, so that the accuracy and efficiency of inventory management are improved.

Disclosure of Invention

The invention provides an intelligent signal sensing method and system based on RFID (radio frequency identification device), which are used for solving the problems of lower accuracy and efficiency of article management in the prior art:

the invention provides an intelligent signal sensing method based on RFID, which comprises the following steps:

s1: in the area needing to be sensed, arranging RFID read-write equipment and arranging RFID labels on the articles needing to be sensed;

S2: the RFID read-write equipment is connected with the RFID tag in a wireless connection mode, sends wireless signals, communicates with the tag in the area and receives signals transmitted by the RFID tag;

s3: the RFID read-write equipment decodes the received signals to obtain data information stored in the RFID; the data information includes a unique identifier of the object and location information;

s4: and carrying out decision making and control according to the acquired data information, wherein the decision making and control comprises automatic tracking and article management.

Further, in the area to be sensed, the arrangement of the RFID read-write device and the arrangement of the RFID tag on the object to be sensed include:

s11: obtaining a layout diagram of a region to be sensed, wherein the layout diagram comprises the size, the shape, the partition and a possible shielding object or interference source of the region to be sensed;

s12: performing RFID signal testing within the sensing region using one or more RFID tags;

s13: determining the optimal mounting position of the RFID read-write equipment according to the RFID signal test result;

s14: according to the characteristics and storage positions of the articles, an installation plan of the RFID tag is formulated;

s15: the inventory management system is used for associating the commodity information corresponding to the RFID tag with the RFID tag;

S16: and after the association is completed, setting the RFID tag according to the commodity storage position.

Further, the RFID read-write equipment is connected with the RFID tag in a wireless connection mode, sends wireless signals, communicates with the tag in the area and receives signals transmitted by the RFID tag; comprising the following steps:

s21: the RFID read-write equipment transmits electromagnetic wave signals into the surrounding sensing area through the antenna;

s22: an antenna in the RFID tag receives electromagnetic wave signals from RFID read-write equipment and processes the electromagnetic wave signals through a circuit in the RFID chip;

s23: the circuit in the RFID chip analyzes the received signals and executes corresponding operations according to the set rules;

s24: after receiving the response signal of the RFID tag, the read-write equipment requests data from the tag by sending a read instruction;

s25: when the RFID tag receives the reading instruction, the response device starts, and the stored data information is sent back to the RFID reading and writing device through a wireless signal;

s26: the read-write device receives the tag signal sent by the RFID tag.

Further, the RFID read-write equipment decodes the received signals to acquire data information stored in the RFID; the data information includes a unique identifier of the object and location information; comprising the following steps:

S31: the RFID read-write equipment receives a signal sent back from the RFID tag and detects a leading bit;

s32: converting the received signals into corresponding binary data according to RFID standards and protocols;

s33: according to the decoded binary data, analyzing a frame structure of the RFID signal, wherein the frame structure comprises a frame initiator, a data field and a checksum;

s34: extracting data information from the parsed frame structure;

s35: the extracted data information is further processed, parsed or converted into a computer readable format.

Further, the decision and control are carried out according to the acquired data information, and the decision and control comprise automatic tracking and article management; comprising the following steps:

s41: analyzing and processing data acquired from the RFID signals, and extracting features, wherein the features comprise identifiers, position information, time stamps and attributes of the articles;

s42: analyzing and modeling the data through a machine learning algorithm, and making a decision-making plan according to an analysis result and actual requirements;

s43: performing decision execution and control operations in the real-time data stream according to the formulated decision rule;

s44: and monitoring the decision execution result in real time, feeding back the decision execution result to related personnel in time, and optimizing and improving the system according to the decision execution feedback and the evaluation result.

The invention provides an RFID-based signal intelligent sensing system, which comprises:

the label setting module: in the area needing to be sensed, arranging RFID read-write equipment and arranging RFID labels on the articles needing to be sensed;

and a wireless connection module: the RFID read-write equipment is connected with the RFID tag in a wireless connection mode, sends wireless signals, communicates with the tag in the area and receives signals transmitted by the RFID tag;

and a signal decoding module: the RFID read-write equipment decodes the received signals to obtain data information stored in the RFID; the data information includes a unique identifier of the object and location information;

decision control module: and carrying out decision making and control according to the acquired data information, wherein the decision making and control comprises automatic tracking and article management.

Further, the tag setting module includes:

layout acquisition module: obtaining a layout diagram of a region to be sensed, wherein the layout diagram comprises the size, the shape, the partition and a possible shielding object or interference source of the region to be sensed;

and the signal testing module: performing RFID signal testing within the sensing region using one or more RFID tags;

A position determining module: determining the optimal mounting position of the RFID read-write equipment according to the RFID signal test result;

the planning module: according to the characteristics and storage positions of the articles, an installation plan of the RFID tag is formulated;

and an information association module: the inventory management system is used for associating the commodity information corresponding to the RFID tag with the RFID tag;

the label setting module: and after the association is completed, setting the RFID tag according to the commodity storage position.

Further, the wireless connection module includes:

and a signal sending module: the RFID read-write equipment transmits electromagnetic wave signals into the surrounding sensing area through the antenna;

and a circuit processing module: an antenna in the RFID tag receives electromagnetic wave signals from RFID read-write equipment and processes the electromagnetic wave signals through a circuit in the RFID chip;

and a circuit analysis module: the circuit in the RFID chip analyzes the received signals and executes corresponding operations according to the set rules;

a data request module: after receiving the response signal of the RFID tag, the read-write equipment requests data from the tag by sending a read instruction;

and a device response module: when the RFID tag receives the reading instruction, the response device starts, and the stored data information is sent back to the RFID reading and writing device through a wireless signal;

A label receiving module: the read-write device receives the tag signal sent by the RFID tag.

Further, the signal decoding module includes:

leading bit detection module: the RFID read-write equipment receives a signal sent back from the RFID tag and detects a leading bit;

a signal conversion module: converting the received signals into corresponding binary data according to RFID standards and protocols;

and a frame structure analysis module: according to the decoded binary data, analyzing a frame structure of the RFID signal, wherein the frame structure comprises a frame initiator, a data field and a checksum;

and a data extraction module: extracting data information from the parsed frame structure;

and a format conversion module: the extracted data information is further processed, parsed or converted into a computer readable format.

Further, the decision control module includes:

and the feature extraction module is used for: analyzing and processing data acquired from the RFID signals, and extracting features, wherein the features comprise identifiers, position information, time stamps and attributes of the articles;

and an analysis modeling module: analyzing and modeling the data through a machine learning algorithm, and making a decision-making plan according to an analysis result and actual requirements;

Decision planning module: performing decision execution and control operations in the real-time data stream according to the formulated decision rule;

and an optimization improvement module: and monitoring the decision execution result in real time, feeding back the decision execution result to related personnel in time, and optimizing and improving the system according to the decision execution feedback and the evaluation result.

The invention has the beneficial effects that: by using RFID tags and read-write devices, automated data collection of inventory items may be achieved. The RFID technology can quickly read information of a large number of articles without manually scanning the articles one by one, so that the data acquisition efficiency is improved; through RFID technology, can realize the unique identification and the tracking to every article, the existence and the mobile condition of accurate record article. Compared with the traditional manual recording mode, the method reduces the possibility of human errors and improves the accuracy and reliability of data; the RFID tag can sense the in-out state of the article in real time, and the system can automatically update the inventory information when the article enters or leaves the warehouse. Thus, the inventory change can be known in time, and the inventory missing or excessive caused by errors is avoided; RFID technology can help quickly locate and track the location of inventory items. By arranging the RFID read-write equipment, the specific position information of the articles can be obtained in real time, and the accuracy and efficiency of the warehouse article management are improved; dynamic management and optimization of inventory items can be achieved using RFID technology. Through the inventory information updated in real time, demand prediction, order management and replenishment planning can be better performed, inventory backlog is reduced, and cost is reduced.

Drawings

Fig. 1 is a step diagram of an intelligent sensing method for signals based on RFID according to the present invention.

Detailed Description

In order that the above-recited objects, features and advantages of the present invention will be more clearly understood, a more particular description of the invention will be rendered by reference to specific embodiments thereof which are illustrated in the appended drawings. It should be noted that, in the case of no conflict, the embodiments of the present application and the features in the embodiments may be combined with each other.

In the following description, numerous specific details are set forth in order to provide a thorough understanding of the present invention, and the described embodiments are merely some, rather than all, embodiments of the present invention. All other embodiments, which can be made by those skilled in the art based on the embodiments of the invention without making any inventive effort, are intended to be within the scope of the invention.

Unless defined otherwise, all technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this invention belongs. The terminology used herein in the description of the invention is for the purpose of describing particular embodiments only and is not intended to be limiting of the invention.

In one embodiment of the invention, an intelligent sensing method for a signal based on RFID comprises the following steps:

S1: in the area needing to be sensed, arranging RFID read-write equipment and arranging RFID labels on the articles needing to be sensed;

s2: the RFID read-write equipment is connected with the RFID tag in a wireless connection mode, sends wireless signals, communicates with the tag in the area and receives signals transmitted by the RFID tag;

s3: the RFID read-write equipment decodes the received signals to obtain data information stored in the RFID; the data information includes a unique identifier of the object and location information;

s4: and carrying out decision making and control according to the acquired data information, wherein the decision making and control comprises automatic tracking and article management.

The working principle of the technical scheme is as follows: in the area needing to be sensed, arranging RFID read-write equipment and attaching RFID labels to the articles needing to be sensed; each item has a unique RFID tag; the RFID read-write equipment is connected with the RFID tag in a wireless connection mode. The RFID reader device may transmit a wireless signal and communicate with RFID tags within the area. The communication mode can be passive RFID or active RFID; after the RFID read-write equipment receives the signal transmitted by the RFID tag, the signal is decoded, and the data information stored in the RFID tag is extracted from the signal. Such data information may include a unique identifier (e.g., a serial number) of the object and location information (e.g., coordinates or area identification); according to the acquired data information, the system can make corresponding decisions and control. For example, the acquired location information may be used to implement a function of automatically tracking items, or to manage items based on identifiers, such as inventory management, replenishment plans, and the like.

The technical scheme has the effects that: by arranging RFID read-write equipment and setting RFID labels, the system can automatically sense the existence and the position of the article; the human intervention is not needed, and the perception efficiency and accuracy are greatly improved; the RFID sensing system can acquire the unique identifier and the position information of the article in real time, so that the update of the inventory data is more timely and accurate; the occurrence of stock shortage or surplus is reduced, and the precision of stock management is improved; the functions of automatic tracking and article management can help enterprises to reduce manual operation, simplify the flow and improve the working efficiency. The positioning and distribution of the stock goods are quicker and more accurate, and the efficient operation of a logistics supply chain is promoted; the traditional manual inventory management is easy to cause human errors, and the RFID perception system can greatly reduce errors and losses caused by human factors; any abnormal situation can be found and corrected in time through automatic tracking, and risks of inventory loss and theft are reduced; the data generated by the RFID sensing system may be used for data analysis and decision support. By analyzing a large amount of inventory data, inventory requirements and trends can be better understood, so that reasonable supply chain management and optimization decisions can be made; accurate tracking of the location and status of the item may improve customer satisfaction. The customer can acquire the information of the articles in real time, know the delivery state of the articles, and improve the delivery speed and accuracy.

In one embodiment of the present invention, the arranging the RFID read-write device and disposing the RFID tag on the object to be sensed in the area to be sensed includes:

s11: obtaining a layout diagram of a region to be sensed, wherein the layout diagram comprises the size, the shape, the partition and a possible shielding object or interference source of the region to be sensed;

s12: performing RFID signal testing within the sensing region using one or more RFID tags;

s13: determining the optimal mounting position of the RFID read-write equipment according to the RFID signal test result;

s14: according to the characteristics and storage positions of the articles, an installation plan of the RFID tag is formulated;

s15: the inventory management system is used for associating the commodity information corresponding to the RFID tag with the RFID tag;

s16: and after the association is completed, setting the RFID tag according to the commodity storage position.

The working principle of the technical scheme is as follows: firstly, obtaining a layout diagram of a region needing to be perceived; the layout includes the size, shape, partition of the perceived area, and the possible presence of occlusions or sources of interference; RFID signal testing is performed using one or more RFID tags within the sensing region. Determining the transmission range and transmission quality of the RFID signal by testing the signal intensity and transmission distance of different positions; and determining the optimal mounting position of the RFID read-write equipment according to the result of the RFID signal test. Selecting those locations that provide the best signal coverage and transmission quality throughout the sensing region; and (5) according to the characteristics and the storage position of the article, making an installation plan of the RFID tag. Determining where to mount the RFID tag on the item to ensure a reliable signal, considering the size, material and manner of storage of the item; and associating the commodity information corresponding to the RFID tag with the RFID tag through the inventory management system. Each RFID tag corresponds to a unique commodity information, including commodity codes, names, specifications, quantity and the like; after the association is completed, the RFID tag is set according to the storage position of the commodity. The RFID tag is attached or affixed to the corresponding item. For example, assume that the warehouse is a rectangular space, divided into rows and columns, and that there are some columns and stacks of goods. Several key locations within the sensing area are selected for RFID signal testing. The center position of each partition or the midpoint position of each row or each column may be selected. RFID read-write devices are installed at these locations and several items are equipped with RFID tags, which items represent the type of goods that are common in warehouses. From the result of the RFID signal test, we can determine the best RFID reader mounting location. By analyzing the signal strength and coverage, we can determine which locations can most effectively perceive all RFID tagged items. It may be necessary to adjust the placement of the devices or increase the number of devices to ensure coverage of the entire perceived area. The hypothetical warehouse houses various types of goods, including electronic products, which are generally small and do not interfere with metal or electronic equipment. To ensure that the RFID tag can be effectively read, the tag may be mounted on a package of electronic products or on an inner foam protective layer. Therefore, normal use of goods is not affected, and the readability of the label can be ensured. For food products, hygienic and waterproof properties of the label need to be considered. It is common to select an RFID tag with a waterproof protective case and attach it to a food package, or use a food grade RFID sticker to ensure durability and hygiene of the tag.

The technical scheme has the effects that: by using RFID technology for automatic sensing and tracking, the efficiency of article management and tracking can be greatly improved. Compared with manual checking and searching, the RFID technology can rapidly and accurately acquire the position and information of the article; manual inventorying and searching is prone to human errors, such as mistaking merchandise codes or missing certain items. By using the RFID technology, errors can be avoided, and the accuracy and reliability of data are improved; through RFID technology, the condition of the articles in the sensing area can be monitored in real time. Whether the articles are put in storage or put out of storage, the positions and the states of the articles can be rapidly acquired, and the data in the inventory management system can be timely updated; RFID technology can help prevent the loss and theft of items. When the articles leave the sensing area, the system can immediately give an alarm to remind workers to process, so that the safety of the articles is ensured; the optimal RFID read-write equipment installation position can be determined by analyzing the layout diagram of the sensing area and the RFID signal test result; the storage layout is beneficial to optimizing, and the space utilization efficiency is improved.

According to one embodiment of the invention, the RFID read-write equipment is connected with the RFID tag in a wireless connection mode, and the RFID read-write equipment sends wireless signals to communicate with the tag in the area and receives signals transmitted by the RFID tag; comprising the following steps:

S21: the RFID read-write equipment transmits electromagnetic wave signals into the surrounding sensing area through the antenna; the signals include radio frequencies, such as 125kHz, 13.56MHz, or UHF;

s22: an antenna in the RFID tag receives electromagnetic wave signals from RFID read-write equipment and processes the electromagnetic wave signals through a circuit in the RFID chip;

s23: the circuit in the RFID chip analyzes the received signals and executes corresponding operations according to the set rules; for example, if a read-only tag, only the information stored in the tag may be returned; in the case of a read-write tag, instructions from the read-write device may be received and processed to read or write data on the tag.

S24: after receiving the response signal of the RFID tag, the read-write equipment requests data from the tag by sending a read instruction;

s25: when the RFID tag receives the reading instruction, the response device starts, and the stored data information is sent back to the RFID reading and writing device through a wireless signal;

s26: the read-write device receives the tag signal sent by the RFID tag.

The working principle of the technical scheme is as follows: the RFID read-write device transmits electromagnetic wave signals of specific frequencies, such as 125kHz, 13.56MHz or UHF, through the antenna into the surrounding sensing area. These signals may penetrate air and nonmetallic materials and propagate to surrounding areas. An antenna in the RFID tag receives electromagnetic wave signals sent by the RFID read-write equipment. The antenna transmits the received signal to circuitry in the RFID chip. And the circuit in the RFID chip analyzes the received signals and performs corresponding operation according to a preset rule. For read-only tags, the chip may return only the information stored in the tag. For read-write tags, the chip is capable of receiving and processing instructions from a read-write device, such as reading or writing data. After receiving the response signal of the RFID tag, the read-write equipment requests data from the tag by sending a read instruction. Circuitry in the read-write device converts the instructions into corresponding wireless signals. When the RFID tag receives the reading instruction, the response device starts, and the stored data information is sent back to the RFID reading and writing device through a wireless signal. Circuitry in the tag converts the data into a corresponding signal for transmission. The read-write device receives and parses the signal sent back from the RFID tag to obtain the required data information. Circuitry in the device is capable of identifying and decoding the received signal.

The technical scheme has the effects that: the limitation and inconvenience caused by the traditional wired connection can be eliminated by the wireless connection mode, and the flexibility and the mobility of the equipment are improved; the RFID read-write equipment realizes efficient bidirectional communication by sending electromagnetic wave signals and receiving response signals of the tags; so that the device can quickly read the data on the tag or send instructions to the tag. The instantaneity and the accuracy of communication are beneficial to improving the working efficiency; the chip in the RFID tag can analyze the received signals and execute corresponding operations according to the set rules. Whether it is a read-only tag or a read-write tag, information stored in the tag can be returned or data read and write can be performed according to rules. The automatic data processing capability simplifies the operation flow and avoids the error of manual intervention; the RFID tag can send the stored data information back to the RFID read-write device via a wireless signal. The wireless transmission mode does not need physical contact, and can realize rapid transmission and sharing of data in a certain range. In addition, the data in the tag can be stored for a long time, so that subsequent access and inquiry are convenient.

In one embodiment of the invention, the RFID read-write equipment decodes the received signal to obtain the data information stored in the RFID; the data information includes a unique identifier of the object and location information; comprising the following steps:

S31: the RFID read-write equipment receives a signal sent back from the RFID tag and detects a leading bit; the preamble bits are used to synchronize and identify a series of specific bits from which the signal starts.

S32: converting the received signals into corresponding binary data according to RFID standards and protocols;

s33: according to the decoded binary data, analyzing a frame structure of the RFID signal, wherein the frame structure comprises a frame initiator, a data field and a checksum;

s34: extracting data information from the parsed frame structure; the data information includes a unique identifier of the object, location information, or other ancillary information;

s35: the extracted data information is further processed, parsed or converted into a computer readable format. For example, to text or a specific data structure.

The working principle of the technical scheme is as follows: the RFID read-write device receives a signal transmitted back from the RFID tag through the antenna. Before receiving the signal, the device first detects the preamble bit; the preamble bits are used to synchronize and identify a series of specific bits from which the signal begins; according to the RFID standard and protocol, the device converts the received signal into corresponding binary data. Including converting the wireless signal to a digital signal for subsequent parsing and processing; the device parses the frame structure of the RFID signal based on the decoded binary data. The frame structure includes a frame initiator, a data field, and a checksum. By parsing the frame structure, the device can determine the meaning and location of each part; and extracting the required data information from the parsed frame structure. The extraction process depends on the specific application scenario and the design of the RFID tag; including a unique identifier, location information, or other ancillary information of the object; the extracted data information may need to be further processed, parsed or converted into a computer readable format. For example, it is converted into text or a specific data structure to facilitate subsequent storage, analysis or application.

The technical scheme has the effects that: the accuracy and consistency of the data can be ensured by decoding the signals and converting the signals into binary data according to a standard protocol; the situation of inaccurate data caused by manual operation or transmission errors can be avoided; the RFID read-write equipment can rapidly receive, decode and extract data information, and achieves real-time acquisition of the unique identifier and the position information of the object. This is very important for business scenarios requiring immediate tracking and positioning, such as logistics management, asset tracking, etc.; the whole process is automatic without manual intervention, so that the efficiency and accuracy of data processing are improved. This reduces the possibility of human error and saves the cost and time of human resources; by parsing the frame structure of the RFID signal and performing checksum verification, the integrity and consistency of the data can be ensured. This makes the data more reliable and reduces problems caused by data corruption or loss; the extracted data information may be further processed, parsed, or converted into a computer readable format, such as text or a specific data structure, as desired. This allows the data to be easily integrated with other systems and supports a wider range of applications.

According to one embodiment of the invention, the decision and control are performed according to the acquired data information, and the decision and control comprise automatic tracking and article management; comprising the following steps:

s41: analyzing and processing data acquired from the RFID signals, and extracting features, wherein the features comprise identifiers, position information, time stamps and attributes of the articles;

s42: analyzing and modeling the data through a machine learning algorithm, and making a decision-making plan according to an analysis result and actual requirements; setting a threshold value, defining logic judgment conditions and formulating a rule engine;

s43: performing decision execution and control operations in the real-time data stream according to the formulated decision rule; including scheduling, instruction transmission, equipment control, etc., based on item status and location information.

S44: and monitoring the decision execution result in real time, feeding back the decision execution result to related personnel in time, and optimizing and improving the system according to the decision execution feedback and the evaluation result. The calculation formula of the evaluation result is as follows:

wherein P is _result For the evaluation result of decision execution, H _α As a preset weight for the location information,is B th _a Personal location information->Is B th _a Estimating a preset function of each position information, B _a The value range of (2) is an integer of more than or equal to 1 and less than or equal to n, H _β Preset weight for data acquisition information, +.>Is B th _β Personal data acquisition information->Is B th _β The evaluation of the data acquisition information is preset to function B _β The value range of (2) is an integer which is more than or equal to 1 and less than or equal to m, n is the parameter number of the position information, and m is the parameter number of the data acquisition information.

The working principle of the technical scheme is as follows: the system obtains data from the RFID signal and analyzes and processes it. Different algorithms can be used to process the data and extract features for different application scenarios. For example, clustering algorithms may be used to identify classifications and locations of items, or time series analysis algorithms may be used to predict trajectories and states of items; further analyzing and modeling the processed data by applying a machine learning algorithm; helping the system to better understand the status and behavior of the item and to predict and control it. And making a decision plan according to the analysis result and the actual demand. For example, in an item tracking system, a threshold may be set to trigger an alarm or an automatic dispatch instruction when an item deviates from a preset position beyond a certain range. For example, based on historical data and machine learning models, a logic judgment condition can be set, and an alarm is triggered or corresponding control measures are taken when the article is continuously lost or abnormal behavior occurs. For example, different rule engines are formulated according to the category and attribute of the article, and are used for guiding the management and processing mode of the article. These rules may include process flow, storage requirements, security measures, etc. that specify the item; and carrying out decision execution and control operation in the real-time data stream according to the formulated decision rule. The system performs operations such as scheduling, instruction sending, equipment control and the like according to the state and position information of the articles so as to achieve the goals of automatic tracking and article management; the system monitors the decision execution result in real time and timely transmits feedback information to related personnel. The decision effect can be known in time, so that the optimization and improvement of the system can be performed according to the feedback and evaluation results.

The technical scheme has the effects that: the data is analyzed and modeled through a machine learning algorithm, the system can automatically track and manage the articles, the need of manual intervention is reduced, and the accuracy of operation is improved. Because the data processing and decision planning are based on real-time information, the system can quickly make decisions and control operations, and the manual error is reduced; the system can monitor the decision execution result in real time and timely transmit feedback information to related personnel; the manager can timely know the decision effect, discover the problems and take corresponding measures. Meanwhile, by continuously collecting feedback and evaluation results, the system can be optimized and improved, and the overall effect and performance are improved; the data is analyzed and modeled through a machine learning algorithm, and the system can identify the characteristics and the behavior patterns of the object. Based on the information, a decision plan adapting to actual demands can be formulated, such as setting a threshold value, defining logic judgment conditions, formulating a rule engine and the like. Thus, various conditions can be more flexibly dealt with, and the intelligent degree of the whole article management system is improved; by means of automatic tracking and article management, the working efficiency can be greatly improved. The system can make decisions and control operations in real-time data streams, and reduces the time and cost of manual operations. At the same time, accurate article tracking and management also helps to reduce the loss or damage of articles, reducing costs and risks. The formula can comprehensively consider the influence of different information, flexibly adjust and adapt to different scenes, monitor the decision execution result in real time and optimize; the method is beneficial to improving the quality and efficiency of decision execution, meeting the actual demands and improving the overall performance of the system. Meanwhile, the preset weight H of the position information is used in the formula _α And preset weight H of data acquisition information _β The method comprises the steps of carrying out a first treatment on the surface of the Can comprehensively consider different beliefsInfluence on decision execution results. By reasonably setting weights, more important or valuable information can occupy a larger proportion in the evaluation result; features encompassed in the formula include an item's identifier, location information, time stamp, and attributes, among others, which are significant to decision execution. By means of feature extraction and comprehensive evaluation, information of all aspects can be comprehensively considered and quantized into an evaluation result P _result The method comprises the steps of carrying out a first treatment on the surface of the Parameters in the formula can be adjusted according to actual requirements, such as preset weight H _α And H _β And evaluating a preset function and the number n and m of parameters. Therefore, the formula can adapt to different scenes and tasks, and can be flexibly adjusted according to actual conditions, so that more accurate and effective evaluation results are obtained; the decision execution process can be tracked and monitored by monitoring the decision execution result in real time and feeding back to related personnel in time. According to feedback and evaluation results, optimization and improvement of the system can be performed, and the effect and accuracy of decision execution are further improved.

In one embodiment of the invention, an RFID-based signal intelligent sensing system comprises:

The label setting module: in the area needing to be sensed, arranging RFID read-write equipment and arranging RFID labels on the articles needing to be sensed;

and a wireless connection module: the RFID read-write equipment is connected with the RFID tag in a wireless connection mode, sends wireless signals, communicates with the tag in the area and receives signals transmitted by the RFID tag;

and a signal decoding module: the RFID read-write equipment decodes the received signals to obtain data information stored in the RFID; the data information includes a unique identifier of the object and location information;

decision control module: and carrying out decision making and control according to the acquired data information, wherein the decision making and control comprises automatic tracking and article management.

The working principle of the technical scheme is as follows: in the area needing to be sensed, arranging RFID read-write equipment and attaching RFID labels to the articles needing to be sensed; each item has a unique RFID tag; the RFID read-write equipment is connected with the RFID tag in a wireless connection mode. The RFID reader device may transmit a wireless signal and communicate with RFID tags within the area. The communication mode can be passive RFID or active RFID; after the RFID read-write equipment receives the signal transmitted by the RFID tag, the signal is decoded, and the data information stored in the RFID tag is extracted from the signal. Such data information may include a unique identifier (e.g., a serial number) of the object and location information (e.g., coordinates or area identification); according to the acquired data information, the system can make corresponding decisions and control. For example, the acquired location information may be used to implement a function of automatically tracking items, or to manage items based on identifiers, such as inventory management, replenishment plans, and the like.

The technical scheme has the effects that: by arranging RFID read-write equipment and setting RFID labels, the system can automatically sense the existence and the position of the article; the human intervention is not needed, and the perception efficiency and accuracy are greatly improved; the RFID sensing system can acquire the unique identifier and the position information of the article in real time, so that the update of the inventory data is more timely and accurate; the occurrence of stock shortage or surplus is reduced, and the precision of stock management is improved; the functions of automatic tracking and article management can help enterprises to reduce manual operation, simplify the flow and improve the working efficiency. The positioning and distribution of the stock goods are quicker and more accurate, and the efficient operation of a logistics supply chain is promoted; the traditional manual inventory management is easy to cause human errors, and the RFID perception system can greatly reduce errors and losses caused by human factors; any abnormal situation can be found and corrected in time through automatic tracking, and risks of inventory loss and theft are reduced; the data generated by the RFID sensing system may be used for data analysis and decision support. By analyzing a large amount of inventory data, inventory requirements and trends can be better understood, so that reasonable supply chain management and optimization decisions can be made; accurate tracking of the location and status of the item may improve customer satisfaction. The customer can acquire the information of the articles in real time, know the delivery state of the articles, and improve the delivery speed and accuracy.

In one embodiment of the present invention, the tag setting module includes:

layout acquisition module: obtaining a layout diagram of a region to be sensed, wherein the layout diagram comprises the size, the shape, the partition and a possible shielding object or interference source of the region to be sensed;

and the signal testing module: performing RFID signal testing within the sensing region using one or more RFID tags;

a position determining module: determining the optimal mounting position of the RFID read-write equipment according to the RFID signal test result;

the planning module: according to the characteristics and storage positions of the articles, an installation plan of the RFID tag is formulated;

and an information association module: the inventory management system is used for associating the commodity information corresponding to the RFID tag with the RFID tag;

the label setting module: and after the association is completed, setting the RFID tag according to the commodity storage position. Examples of the examples

The working principle of the technical scheme is as follows: firstly, obtaining a layout diagram of a region needing to be perceived; the layout includes the size, shape, partition of the perceived area, and the possible presence of occlusions or sources of interference; RFID signal testing is performed using one or more RFID tags within the sensing region. Determining the transmission range and transmission quality of the RFID signal by testing the signal intensity and transmission distance of different positions; and determining the optimal mounting position of the RFID read-write equipment according to the result of the RFID signal test. Selecting those locations that provide the best signal coverage and transmission quality throughout the sensing region; and (5) according to the characteristics and the storage position of the article, making an installation plan of the RFID tag. Determining where to mount the RFID tag on the item to ensure a reliable signal, considering the size, material and manner of storage of the item; and associating the commodity information corresponding to the RFID tag with the RFID tag through the inventory management system. Each RFID tag corresponds to a unique commodity information, including commodity codes, names, specifications, quantity and the like; after the association is completed, the RFID tag is set according to the storage position of the commodity. The RFID tag is attached or affixed to the corresponding item. For example, assume that the warehouse is a rectangular space, divided into rows and columns, and that there are some columns and stacks of goods. Several key locations within the sensing area are selected for RFID signal testing. The center position of each partition or the midpoint position of each row or each column may be selected. RFID read-write devices are installed at these locations and several items are equipped with RFID tags, which items represent the type of goods that are common in warehouses. From the result of the RFID signal test, we can determine the best RFID reader mounting location. By analyzing the signal strength and coverage, we can determine which locations can most effectively perceive all RFID tagged items. It may be necessary to adjust the placement of the devices or increase the number of devices to ensure coverage of the entire perceived area. The hypothetical warehouse houses various types of goods, including electronic products, which are generally small and do not interfere with metal or electronic equipment. To ensure that the RFID tag can be effectively read, the tag may be mounted on a package of electronic products or on an inner foam protective layer. Therefore, normal use of goods is not affected, and the readability of the label can be ensured. For food products, hygienic and waterproof properties of the label need to be considered. It is common to select an RFID tag with a waterproof protective case and attach it to a food package, or use a food grade RFID sticker to ensure durability and hygiene of the tag.

The technical scheme has the effects that: by using RFID technology for automatic sensing and tracking, the efficiency of article management and tracking can be greatly improved. Compared with manual checking and searching, the RFID technology can rapidly and accurately acquire the position and information of the article; manual inventorying and searching is prone to human errors, such as mistaking merchandise codes or missing certain items. By using the RFID technology, errors can be avoided, and the accuracy and reliability of data are improved; through RFID technology, the condition of the articles in the sensing area can be monitored in real time. Whether the articles are put in storage or put out of storage, the positions and the states of the articles can be rapidly acquired, and the data in the inventory management system can be timely updated; RFID technology can help prevent the loss and theft of items. When the articles leave the sensing area, the system can immediately give an alarm to remind workers to process, so that the safety of the articles is ensured; the optimal RFID read-write equipment installation position can be determined by analyzing the layout diagram of the sensing area and the RFID signal test result; the storage layout is beneficial to optimizing, and the space utilization efficiency is improved.

In one embodiment of the present invention, the wireless connection module includes:

And a signal sending module: the RFID read-write equipment transmits electromagnetic wave signals into the surrounding sensing area through the antenna; the signals include radio frequencies, such as 125kHz, 13.56MHz, or UHF;

and a circuit processing module: an antenna in the RFID tag receives electromagnetic wave signals from RFID read-write equipment and processes the electromagnetic wave signals through a circuit in the RFID chip;

and a circuit analysis module: the circuit in the RFID chip analyzes the received signals and executes corresponding operations according to the set rules; for example, if a read-only tag, only the information stored in the tag may be returned; in the case of a read-write tag, instructions from the read-write device may be received and processed to read or write data on the tag.

A data request module: after receiving the response signal of the RFID tag, the read-write equipment requests data from the tag by sending a read instruction;

and a device response module: when the RFID tag receives the reading instruction, the response device starts, and the stored data information is sent back to the RFID reading and writing device through a wireless signal;

a label receiving module: the read-write device receives the tag signal sent by the RFID tag.

The working principle of the technical scheme is as follows: the RFID read-write device transmits electromagnetic wave signals of specific frequencies, such as 125kHz, 13.56MHz or UHF, through the antenna into the surrounding sensing area. These signals may penetrate air and nonmetallic materials and propagate to surrounding areas. An antenna in the RFID tag receives electromagnetic wave signals sent by the RFID read-write equipment. The antenna transmits the received signal to circuitry in the RFID chip. And the circuit in the RFID chip analyzes the received signals and performs corresponding operation according to a preset rule. For read-only tags, the chip may return only the information stored in the tag. For read-write tags, the chip is capable of receiving and processing instructions from a read-write device, such as reading or writing data. After receiving the response signal of the RFID tag, the read-write equipment requests data from the tag by sending a read instruction. Circuitry in the read-write device converts the instructions into corresponding wireless signals. When the RFID tag receives the reading instruction, the response device starts, and the stored data information is sent back to the RFID reading and writing device through a wireless signal. Circuitry in the tag converts the data into a corresponding signal for transmission. The read-write device receives and parses the signal sent back from the RFID tag to obtain the required data information. Circuitry in the device is capable of identifying and decoding the received signal.

The technical scheme has the effects that: the limitation and inconvenience caused by the traditional wired connection can be eliminated by the wireless connection mode, and the flexibility and the mobility of the equipment are improved; the RFID read-write equipment realizes efficient bidirectional communication by sending electromagnetic wave signals and receiving response signals of the tags; so that the device can quickly read the data on the tag or send instructions to the tag. The instantaneity and the accuracy of communication are beneficial to improving the working efficiency; the chip in the RFID tag can analyze the received signals and execute corresponding operations according to the set rules. Whether it is a read-only tag or a read-write tag, information stored in the tag can be returned or data read and write can be performed according to rules. The automatic data processing capability simplifies the operation flow and avoids the error of manual intervention; the RFID tag can send the stored data information back to the RFID read-write device via a wireless signal. The wireless transmission mode does not need physical contact, and can realize rapid transmission and sharing of data in a certain range. In addition, the data in the tag can be stored for a long time, so that subsequent access and inquiry are convenient.

In one embodiment of the present invention, the signal decoding module includes:

Leading bit detection module: the RFID read-write equipment receives a signal sent back from the RFID tag and detects a leading bit; the preamble bits are used to synchronize and identify a series of specific bits from which the signal starts.

A signal conversion module: converting the received signals into corresponding binary data according to RFID standards and protocols;

and a frame structure analysis module: according to the decoded binary data, analyzing a frame structure of the RFID signal, wherein the frame structure comprises a frame initiator, a data field and a checksum;

and a data extraction module: extracting data information from the parsed frame structure; the data information includes a unique identifier of the object, location information, or other ancillary information;

and a format conversion module: the extracted data information is further processed, parsed or converted into a computer readable format. For example, to text or a specific data structure.

The working principle of the technical scheme is as follows: the RFID read-write device receives a signal transmitted back from the RFID tag through the antenna. Before receiving the signal, the device first detects the preamble bit; the preamble bits are used to synchronize and identify a series of specific bits from which the signal begins; according to the RFID standard and protocol, the device converts the received signal into corresponding binary data. Including converting the wireless signal to a digital signal for subsequent parsing and processing; the device parses the frame structure of the RFID signal based on the decoded binary data. The frame structure includes a frame initiator, a data field, and a checksum. By parsing the frame structure, the device can determine the meaning and location of each part; and extracting the required data information from the parsed frame structure. The extraction process depends on the specific application scenario and the design of the RFID tag; including a unique identifier, location information, or other ancillary information of the object; the extracted data information may need to be further processed, parsed or converted into a computer readable format. For example, it is converted into text or a specific data structure to facilitate subsequent storage, analysis or application.

The technical scheme has the effects that: the accuracy and consistency of the data can be ensured by decoding the signals and converting the signals into binary data according to a standard protocol; the situation of inaccurate data caused by manual operation or transmission errors can be avoided; the RFID read-write equipment can rapidly receive, decode and extract data information, and achieves real-time acquisition of the unique identifier and the position information of the object. This is very important for business scenarios requiring immediate tracking and positioning, such as logistics management, asset tracking, etc.; the whole process is automatic without manual intervention, so that the efficiency and accuracy of data processing are improved. This reduces the possibility of human error and saves the cost and time of human resources; by parsing the frame structure of the RFID signal and performing checksum verification, the integrity and consistency of the data can be ensured. This makes the data more reliable and reduces problems caused by data corruption or loss; the extracted data information may be further processed, parsed, or converted into a computer readable format, such as text or a specific data structure, as desired. This allows the data to be easily integrated with other systems and supports a wider range of applications.

In one embodiment of the present invention, the decision control module includes:

and the feature extraction module is used for: analyzing and processing data acquired from the RFID signals, and extracting features, wherein the features comprise identifiers, position information, time stamps and attributes of the articles;

and an analysis modeling module: analyzing and modeling the data through a machine learning algorithm, and making a decision-making plan according to an analysis result and actual requirements; examples: this may involve setting thresholds, defining logical decision conditions, formulating a rules engine, etc.

Decision planning module: performing decision execution and control operations in the real-time data stream according to the formulated decision rule; including scheduling, instruction transmission, equipment control, etc., based on item status and location information.

And an optimization improvement module: and monitoring the decision execution result in real time, feeding back the decision execution result to related personnel in time, and optimizing and improving the system according to the decision execution feedback and the evaluation result.

The calculation formula of the evaluation result is as follows:

wherein P is _result For the evaluation result of decision execution, H _α As a preset weight for the location information,is B th _a Personal location information->Is B th _a Estimating a preset function of each position information, B _a The value range of (2) is an integer of more than or equal to 1 and less than or equal to n, H _β Preset weight for data acquisition information, +.>Is B th _β Personal data acquisition information->Is B th _β The evaluation of the data acquisition information is preset to function B _β The value range of (2) is an integer which is more than or equal to 1 and less than or equal to m, n is the parameter number of the position information, and m is the parameter number of the data acquisition information.

The working principle of the technical scheme is as follows: the system obtains data from the RFID signal and analyzes and processes it. Different algorithms can be used to process the data and extract features for different application scenarios. For example, clustering algorithms may be used to identify classifications and locations of items, or time series analysis algorithms may be used to predict trajectories and states of items; further analyzing and modeling the processed data by applying a machine learning algorithm; helping the system to better understand the status and behavior of the item and to predict and control it. And making a decision plan according to the analysis result and the actual demand. For example, in an item tracking system, a threshold may be set to trigger an alarm or an automatic dispatch instruction when an item deviates from a preset position beyond a certain range. For example, based on historical data and machine learning models, a logic judgment condition can be set, and an alarm is triggered or corresponding control measures are taken when the article is continuously lost or abnormal behavior occurs. For example, different rule engines are formulated according to the category and attribute of the article, and are used for guiding the management and processing mode of the article. These rules may include process flow, storage requirements, security measures, etc. that specify the item; and carrying out decision execution and control operation in the real-time data stream according to the formulated decision rule. The system performs operations such as scheduling, instruction sending, equipment control and the like according to the state and position information of the articles so as to achieve the goals of automatic tracking and article management; the system monitors the decision execution result in real time and timely transmits feedback information to related personnel. The decision effect can be known in time, so that the optimization and improvement of the system can be performed according to the feedback and evaluation results.

The technical scheme has the effects that: the data is analyzed and modeled through a machine learning algorithm, the system can automatically track and manage the articles, the need of manual intervention is reduced, and the accuracy of operation is improved. Because the data processing and decision planning are based on real-time information, the system can quickly make decisions and control operations, and the manual error is reduced; the system can monitor the decision execution result in real time and timely transmit feedback information to related personnel; the manager can timely know the decision effect, discover the problems and take corresponding measures. Meanwhile, by continuously collecting feedback and evaluation results, the system can be optimized and improved, and the overall effect and performance are improved; the data is analyzed and modeled through a machine learning algorithm, and the system can identify the characteristics and the behavior patterns of the object. Based on the information, a decision plan adapting to actual demands can be formulated, such as setting a threshold value, defining logic judgment conditions, formulating a rule engine and the like. Thus, various conditions can be more flexibly dealt with, and the intelligent degree of the whole article management system is improved; by means of automatic tracking and article management, the working efficiency can be greatly improved. The system is capable of making decisions in real-time data streams And controlling the operation, the time and cost of manual operation are reduced. At the same time, accurate article tracking and management also helps to reduce the loss or damage of articles, reducing costs and risks. The formula can comprehensively consider the influence of different information, flexibly adjust and adapt to different scenes, monitor the decision execution result in real time and optimize; the method is beneficial to improving the quality and efficiency of decision execution, meeting the actual demands and improving the overall performance of the system. Meanwhile, the preset weight H of the position information is used in the formula _α And preset weight H of data acquisition information _β The method comprises the steps of carrying out a first treatment on the surface of the The influence of different information on the decision execution result can be comprehensively considered. By reasonably setting weights, more important or valuable information can occupy a larger proportion in the evaluation result; features encompassed in the formula include an item's identifier, location information, time stamp, and attributes, among others, which are significant to decision execution. By means of feature extraction and comprehensive evaluation, information of all aspects can be comprehensively considered and quantized into an evaluation result P _result The method comprises the steps of carrying out a first treatment on the surface of the Parameters in the formula can be adjusted according to actual requirements, such as preset weight H _α And H _β And evaluating a preset function and the number n and m of parameters. Therefore, the formula can adapt to different scenes and tasks, and can be flexibly adjusted according to actual conditions, so that more accurate and effective evaluation results are obtained; the decision execution process can be tracked and monitored by monitoring the decision execution result in real time and feeding back to related personnel in time. According to feedback and evaluation results, optimization and improvement of the system can be performed, and the effect and accuracy of decision execution are further improved.

It will be apparent to those skilled in the art that various modifications and variations can be made to the present invention without departing from the spirit or scope of the invention. Thus, it is intended that the present invention also include such modifications and alterations insofar as they come within the scope of the appended claims or the equivalents thereof.

Claims (10)

1. An intelligent sensing method for a signal based on RFID, which is characterized by comprising the following steps:

s1: in the area needing to be sensed, arranging RFID read-write equipment and arranging RFID labels on the articles needing to be sensed;

s2: the RFID read-write equipment is connected with the RFID tag in a wireless connection mode, sends wireless signals, communicates with the tag in the area and receives signals transmitted by the RFID tag;

s3: the RFID read-write equipment decodes the received signals to obtain data information stored in the RFID; the data information includes a unique identifier of the object and location information;

s4: and carrying out decision making and control according to the acquired data information, wherein the decision making and control comprises automatic tracking and article management.

2. The intelligent sensing method of signals based on RFID according to claim 1, wherein the arranging RFID read-write equipment and disposing RFID tags on the objects to be sensed in the area to be sensed comprises:

S11: obtaining a layout diagram of a region to be sensed, wherein the layout diagram comprises the size, the shape, the partition and a possible shielding object or interference source of the region to be sensed;

s12: performing RFID signal testing within the sensing region using one or more RFID tags;

s13: determining the optimal mounting position of the RFID read-write equipment according to the RFID signal test result;

s14: according to the characteristics and storage positions of the articles, an installation plan of the RFID tag is formulated;

s15: the inventory management system is used for associating the commodity information corresponding to the RFID tag with the RFID tag;

s16: and after the association is completed, setting the RFID tag according to the commodity storage position.

3. The intelligent sensing method of signals based on the RFID according to claim 1, wherein the connecting the RFID read-write device with the RFID tag by the wireless connection mode, the RFID read-write device sending wireless signals, communicating with the tag in the area, and receiving signals transmitted by the RFID tag, comprises:

s21: the RFID read-write equipment transmits electromagnetic wave signals into the surrounding sensing area through the antenna;

s22: an antenna in the RFID tag receives electromagnetic wave signals from RFID read-write equipment and processes the electromagnetic wave signals through a circuit in the RFID chip;

S23: the circuit in the RFID chip analyzes the received signals and executes corresponding operations according to the set rules;

s24: after receiving the response signal of the RFID tag, the read-write equipment requests data from the tag by sending a read instruction;

s25: when the RFID tag receives the reading instruction, the response device starts, and the stored data information is sent back to the RFID reading and writing device through a wireless signal;

s26: the read-write device receives the tag signal sent by the RFID tag.

4. The intelligent sensing method of signals based on RFID according to claim 1, wherein the RFID read-write equipment decodes the received signals to obtain data information stored in the RFID; the data information includes a unique identifier of the object and location information, including:

s31: the RFID read-write equipment receives a signal sent back from the RFID tag and detects a leading bit;

s32: converting the received signals into corresponding binary data according to RFID standards and protocols;

s33: according to the decoded binary data, analyzing a frame structure of the RFID signal, wherein the frame structure comprises a frame initiator, a data field and a checksum;

s34: extracting data information from the parsed frame structure;

S35: the extracted data information is further processed, parsed or converted into a computer readable format.

5. The method of claim 1, wherein the decision and control are performed based on the acquired data information, the decision and control including automatic tracking and article management, comprising:

s41: analyzing and processing data acquired from the RFID signals, and extracting features, wherein the features comprise identifiers, position information, time stamps and attributes of the articles;

s42: analyzing and modeling the data through a machine learning algorithm, and making a decision-making plan according to an analysis result and actual requirements;

s43: performing decision execution and control operations in the real-time data stream according to the formulated decision rule;

s44: and monitoring the decision execution result in real time, feeding back the decision execution result to related personnel in time, and optimizing and improving the system according to the decision execution feedback and the evaluation result.

6. An RFID-based signal intelligent sensing system, the system comprising:

the label setting module: in the area needing to be sensed, arranging RFID read-write equipment and arranging RFID labels on the articles needing to be sensed;

And a wireless connection module: the RFID read-write equipment is connected with the RFID tag in a wireless connection mode, sends wireless signals, communicates with the tag in the area and receives signals transmitted by the RFID tag;

and a signal decoding module: the RFID read-write equipment decodes the received signals to obtain data information stored in the RFID; the data information includes a unique identifier of the object and location information;

decision control module: and carrying out decision making and control according to the acquired data information, wherein the decision making and control comprises automatic tracking and article management.

7. The RFID-based signal intelligent sensing system of claim 6, wherein the tag setting module comprises:

layout acquisition module: obtaining a layout diagram of a region to be sensed, wherein the layout diagram comprises the size, the shape, the partition and a possible shielding object or interference source of the region to be sensed;

and the signal testing module: performing RFID signal testing within the sensing region using one or more RFID tags;

a position determining module: determining the optimal mounting position of the RFID read-write equipment according to the RFID signal test result;

the planning module: according to the characteristics and storage positions of the articles, an installation plan of the RFID tag is formulated;

And an information association module: the inventory management system is used for associating the commodity information corresponding to the RFID tag with the RFID tag;

the label setting module: and after the association is completed, setting the RFID tag according to the commodity storage position.

8. The RFID-based signal intelligent sensing system of claim 6, wherein the wireless connection module comprises:

and a signal sending module: the RFID read-write equipment transmits electromagnetic wave signals into the surrounding sensing area through the antenna;

and a circuit processing module: an antenna in the RFID tag receives electromagnetic wave signals from RFID read-write equipment and processes the electromagnetic wave signals through a circuit in the RFID chip;

and a circuit analysis module: the circuit in the RFID chip analyzes the received signals and executes corresponding operations according to the set rules;

a data request module: after receiving the response signal of the RFID tag, the read-write equipment requests data from the tag by sending a read instruction;

and a device response module: when the RFID tag receives the reading instruction, the response device starts, and the stored data information is sent back to the RFID reading and writing device through a wireless signal;

a label receiving module: the read-write device receives the tag signal sent by the RFID tag.

9. The RFID-based signal intelligent sensing system of claim 6, wherein the signal decoding module comprises:

leading bit detection module: the RFID read-write equipment receives a signal sent back from the RFID tag and detects a leading bit;

a signal conversion module: converting the received signals into corresponding binary data according to RFID standards and protocols;

and a frame structure analysis module: according to the decoded binary data, analyzing a frame structure of the RFID signal, wherein the frame structure comprises a frame initiator, a data field and a checksum;

and a data extraction module: extracting data information from the parsed frame structure;

and a format conversion module: the extracted data information is further processed, parsed or converted into a computer readable format.

10. The RFID-based signal intelligent sensing system of claim 6, wherein the decision control module comprises:

and the feature extraction module is used for: analyzing and processing data acquired from the RFID signals, and extracting features, wherein the features comprise identifiers, position information, time stamps and attributes of the articles;

and an analysis modeling module: analyzing and modeling the data through a machine learning algorithm, and making a decision-making plan according to an analysis result and actual requirements;

Decision planning module: performing decision execution and control operations in the real-time data stream according to the formulated decision rule;

and an optimization improvement module: and monitoring the decision execution result in real time, feeding back the decision execution result to related personnel in time, and optimizing and improving the system according to the decision execution feedback and the evaluation result.