Base station information processing method and device
By inputting the query request text into the base station information large language model and combining it with the base station information knowledge base to generate structured query instructions, the problem of how to effectively utilize base station information is solved, and the rapid, accurate processing of base station information and accurate and real-time information services are achieved.
Patent Information
- Application Number
- CN202510361037.5
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2025-03-26
- Publication Date
- 2025-04-25
- Estimated Expiration
- 2045-03-26
AI Technical Summary
The prior art is difficult to effectively utilize the information of the base station and fails to fully tap its potential in height, strong power coverage and geographical distribution.
By inputting the query request text into the base station information large language model and combining the base station information knowledge base, structured query instructions are generated, including base station number, time information and base station capability information, so as to determine the target base station and generate information processing results.
It realizes the rapid and accurate understanding and processing of base station information, ensures that the platform can accurately call the corresponding capabilities of the target base station, provide accurate and real-time information services, and broaden the boundaries of traditional communication services.
Smart Images

Figure CN119893546A_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the field of data processing technology, and in particular to a base station information processing method and device. Background Art
[0002] As one of the infrastructures of modern society, the current mobile communication network has been continuously improving its coverage and service quality. As the core component of this network, base stations are becoming increasingly numerous and widely distributed, not only carrying the heavy responsibility of data transmission, but also containing huge resource potential and expansion space. However, the functions of traditional base stations are mainly focused on the provision of wireless communication services. It is worth exploring how to use their unique physical advantages, such as height advantage, strong power coverage, and wide geographical distribution, to enable more industry applications.
[0003] Therefore, how to utilize and process base station information more effectively has become an issue that needs to be urgently addressed in the industry. Summary of the invention
[0004] The present invention provides a base station information processing method and device, which are used to solve the problem of how to more effectively utilize and process base station information in the prior art.
[0005] The present invention provides a base station information processing method, comprising: Input the query request text into the base station information large language model, combine with the base station information knowledge base, and output the structured query instruction information corresponding to the query request text; the structured query instruction information includes: base station number, time information and base station capability information; The corresponding target base station is determined according to the base station number, and the target base station generates an information processing result corresponding to the query request text according to the time information and the base station capability information.
[0006] According to a base station information processing method provided by the present invention, the query request text is input into a base station information large language model, and combined with a base station information knowledge base, structured query instruction information corresponding to the query request text is output, including: Inputting the query request text into a base station information large language model and a first preset prompt word into the base station information large language model to obtain a first structured output; wherein the first preset prompt word is used to guide the base station information large language model to extract key information from the query request text; The first structured output and the second preset prompt word are input into a base station information large language model, and combined with the base station information knowledge base, structured query instruction information corresponding to the query request text is obtained; wherein the second preset prompt word is used to guide the base station information large language model, combined with the base station information knowledge base, to convert the information in the first structured output into a structured query instruction.
[0007] According to a base station information processing method provided by the present invention, the first structured output and the second preset prompt word are input into a base station information large language model, and combined with the base station information knowledge base, structured query instruction information corresponding to the query request text is obtained, including: The base station information large language model searches the base station information knowledge base for base station data related to the first structured output by using a retrieval enhancement generation technology; According to the second preset prompt word, the base station data related to the first structured output is adjusted to the structured query instruction information corresponding to the query request text.
[0008] According to a base station information processing method provided by the present invention, the base station information knowledge base includes: a base station number field, a latitude and longitude field, a city field, a base station available capacity field, an area type field and an area description field.
[0009] According to a base station information processing method provided by the present invention, before the step of inputting the query request text into the base station information large language model and combining with the base station information knowledge base to output the structured query instruction information corresponding to the query request text, the method further includes: Based on the base station number of each base station, obtain the base station number field of each base station; Based on the base station positioning information of each base station, the latitude and longitude fields, the area type field, the area description field and the city field of each base station are obtained; Based on the base station equipment installed in each base station, the base station available capability field of each base station is determined; wherein the base station equipment includes at least one of the following: a high-definition camera, an ultrasonic radar, a millimeter-wave radar, a laser radar, a particle detector, and a thermal sensor.
[0010] According to a base station information processing method provided by the present invention, a corresponding target base station is determined according to the base station number, and the target base station generates an information processing result corresponding to the query request text according to the time information and the base station capability information, including: Calling base station equipment data corresponding to the base station capability information in the target base station within a time period corresponding to the time information; According to the analysis result of the base station equipment data, an information processing result corresponding to the query request text is determined.
[0011] According to a base station information processing method provided by the present invention, after the step of determining the corresponding target base station according to the base station number, and generating, by the target base station, the information processing result corresponding to the query request text according to the time information and the base station capability information, the method further includes: According to the information processing result, visualization processing result information is generated.
[0012] According to a base station information processing method provided by the present invention, the base station capability information includes at least one of the following: fire monitoring capability, fishery management capability, environmental assessment capability and traffic monitoring capability.
[0013] The present invention also provides a base station information processing device, comprising the following modules: The output module is used to input the query request text into the base station information large language model, and output the structured query instruction information corresponding to the query request text in combination with the base station information knowledge base; the structured query instruction information includes: base station number, time information and base station capability information; A processing module is used to determine a corresponding target base station according to the base station number, and the target base station generates an information processing result corresponding to the query request text according to the time information and the base station capability information.
[0014] According to a base station information processing device provided by the present invention, the device is also used for: Inputting the query request text into a base station information large language model and a first preset prompt word into the base station information large language model to obtain a first structured output; wherein the first preset prompt word is used to guide the base station information large language model to extract key information from the query request text; The first structured output and the second preset prompt word are input into a base station information large language model, and combined with the base station information knowledge base, structured query instruction information corresponding to the query request text is obtained; wherein the second preset prompt word is used to guide the base station information large language model, combined with the base station information knowledge base, to convert the information in the first structured output into a structured query instruction.
[0015] According to a base station information processing device provided by the present invention, the device is also used for: The base station information large language model searches the base station information knowledge base for base station data related to the first structured output by using a retrieval enhancement generation technology; According to the second preset prompt word, the base station data related to the first structured output is adjusted to the structured query instruction information corresponding to the query request text.
[0016] According to a base station information processing device provided by the present invention, the device is further used to: obtain a base station number field of each base station based on the base station number of each base station; Based on the base station positioning information of each base station, the latitude and longitude fields, the area type field, the area description field and the city field of each base station are obtained; Based on the base station equipment installed in each base station, the base station available capability field of each base station is determined; wherein the base station equipment includes at least one of the following: a high-definition camera, an ultrasonic radar, a millimeter-wave radar, a laser radar, a particle detector, and a thermal sensor.
[0017] According to a base station information processing device provided by the present invention, the device is further used to: call the base station equipment data corresponding to the base station capability information in the target base station within the time period corresponding to the time information; According to the analysis result of the base station equipment data, an information processing result corresponding to the query request text is determined.
[0018] The present invention also provides an electronic device, comprising a memory, a processor, and a computer program stored in the memory and executable on the processor, wherein when the processor executes the computer program, the base station information processing method described above is implemented.
[0019] The present invention also provides a non-transitory computer-readable storage medium on which a computer program is stored. When the computer program is executed by a processor, the base station information processing method described in any one of the above is implemented.
[0020] The present invention also provides a computer program product, comprising a computer program, wherein when the computer program is executed by a processor, the base station information processing method described above is implemented.
[0021] The base station information processing method and device provided by the present invention, through the combination of a large language model and a base station information knowledge base, can quickly and accurately understand and process user needs. The generation of structured query instructions ensures that the platform can accurately locate the target base station and call the corresponding capabilities. The base station can collect and process data in real time according to time information and capability information, and provide the latest information. For queries on historical data, the base station can quickly retrieve log files and provide accurate structured query instruction information. The target base station calls the corresponding hardware equipment and AI applications based on the time information and base station capability information to generate the information processing results required by the user. It can effectively broaden the boundaries of traditional communication services and provide more accurate and real-time information services and regulatory support for various industries. BRIEF DESCRIPTION OF THE DRAWINGS
[0022] In order to more clearly illustrate the technical solutions in the present invention or the prior art, the following briefly introduces the drawings required for use in the embodiments or the description of the prior art. Obviously, the drawings described below are some embodiments of the present invention. For ordinary technicians in this field, other drawings can be obtained based on these drawings without paying creative work.
[0023] Figure 1It is a flowchart of the base station information processing method provided by the present invention; Figure 2 A schematic diagram of optimization adjustment provided by the present invention; Figure 3 A schematic diagram of the process flow of the intelligent operation and maintenance platform provided by the present invention; Figure 4 A schematic diagram of the structure of a base station information processing device provided by the present invention; Figure 5 It is a structural schematic diagram of the electronic device provided by the present invention. DETAILED DESCRIPTION
[0024] In order to make the purpose, technical solution and advantages of the present invention clearer, the technical solution of the present invention will be clearly and completely described below in conjunction with the drawings of the present invention. Obviously, the described embodiments are part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present invention.
[0025] In this application, the base station is not only a traditional wireless communication infrastructure, but also a multifunctional intelligent node. By mounting a variety of hardware devices and integrating AI application capabilities, it realizes the full process of intelligent data collection, processing and feedback.
[0026] More specifically, the hardware equipment of the base station, in addition to the base station hardware that implements the communication function, may also include: HD camera: used to capture images and videos, supporting capabilities such as illegal parking detection, traffic monitoring, and species identification.
[0027] Ultrasonic radar: used to detect obstacles and distances, and supports capabilities such as illegal parking monitoring and traffic monitoring.
[0028] Millimeter-wave radar: used to detect the speed and distance of objects, supporting capabilities such as traffic monitoring and fire detection.
[0029] LiDAR: Used to generate high-precision three-dimensional point cloud maps, supporting capabilities such as traffic monitoring and species identification.
[0030] Particle detectors: used to monitor air quality and support environmental assessment capabilities.
[0031] Thermal sensor: used to detect temperature changes and support fire monitoring capabilities.
[0032] In the present invention, through the mounted hardware devices, the base station can collect various types of data in real time, such as images, videos, radar data, sensor data, etc. The collected data is transmitted to the intelligent operation and maintenance platform through the base station for further processing and analysis.
[0033] Figure 1 is a flow chart of the base station information processing method provided by the present invention, such as Figure 1 As shown, the method includes the following: Step 110, inputting the query request text into the base station information large language model, combining with the base station information knowledge base, outputting structured query instruction information corresponding to the query request text; the structured query instruction information includes: base station number, time information and base station capability information; In the present invention, the query request text refers to the query demand raised by the user through natural language, for example: "Please help me check whether the road near the B car dealership on the A road in xx city is congested now?" The base station information large language model refers to a system based on the large language model (LLM) that can understand and process natural language queries and generate structured instructions.
[0034] In the present invention, the base station information knowledge base includes: a base station number field, a latitude and longitude field, a city field, a base station available capacity field, an area type field and an area description field. By combining the base station information knowledge base, the large language model can obtain detailed information of the base station to ensure that the generated instructions are accurate.
[0035] In the present invention, the base station number refers to the unique identification number of the target base station, which is used to locate the specific base station; the time information refers to the time point of the user's query, which is used to obtain real-time data or historical data; the base station capability information refers to the AI application capabilities that the base station can carry, such as traffic monitoring, fire monitoring, etc.
[0036] In the present invention, the combination of the base station information large language model and the base station information knowledge base ensures that the system can accurately understand and process the user's natural language query and generate structured query instruction information. The instruction information containing the base station number, time information and base station capability information ensures that the platform can accurately call the corresponding capabilities of the target base station and generate the information processing results required by the user.
[0037] Step 120: determine the corresponding target base station according to the base station number, and generate an information processing result corresponding to the query request text by the target base station according to the time information and the base station capability information.
[0038] In the present invention, the platform can quickly locate a specific base station through the base station number, thereby ensuring the accuracy and timeliness of the instructions.
[0039] The time information in the structured query command is used to specify whether to obtain real-time data or historical data; the base station capability information in the structured query command is used to specify the specific capabilities called by the target base station, such as traffic monitoring, fire monitoring, etc.
[0040] The target base station calls the corresponding hardware devices and AI applications based on the time information and base station capability information to generate the information processing results required by the user.
[0041] In the present invention, through the combination of a large language model and a base station information knowledge base, user needs can be understood and processed quickly and accurately. The generation of structured query instructions ensures that the platform can accurately locate the target base station and call the corresponding capabilities. The base station can collect and process data in real time based on time information and capability information to provide the latest information. For queries on historical data, the base station can quickly retrieve log files and provide accurate structured query instruction information. The target base station calls the corresponding hardware equipment and AI applications based on the time information and base station capability information to generate the information processing results required by the user. It can effectively broaden the boundaries of traditional communication services and provide more accurate and real-time information services and regulatory support for various industries.
[0042] Optionally, the step of inputting the query request text into the base station information large language model and combining the base station information knowledge base to output structured query instruction information corresponding to the query request text includes: Inputting the query request text into a base station information large language model and a first preset prompt word into the base station information large language model to obtain a first structured output; wherein the first preset prompt word is used to guide the base station information large language model to extract key information from the query request text; The first structured output and the second preset prompt word are input into a base station information large language model, and combined with the base station information knowledge base, structured query instruction information corresponding to the query request text is obtained; wherein the second preset prompt word is used to guide the base station information large language model, combined with the base station information knowledge base, to convert the information in the first structured output into a structured query instruction.
[0043] In the present invention, the first preset prompt word can be a prompt word for guiding the base station information large language model to extract key information from the query request text. For example, the prompt word may be a template in JSON format, requiring the extraction of time, city, place and question type. The query request text and the first preset prompt word are input into the base station information large language model, and the model generates a first structured output.
[0044] In the present invention, through the first preset prompt word, the model can accurately extract key information in the user query, providing a basis for the next step of processing.
[0045] In the present invention, the second preset prompt word can be a prompt word for guiding the base station information large language model to combine with the base station information knowledge base to convert the information in the first structured output into a structured query instruction. For example, the prompt word may be a template in JSON format, requiring the extraction of the base station number, capability and time. In the present invention, the first structured output and the second preset prompt word are input into the base station information large language model, and the model combines with the base station information knowledge base to generate structured query instruction information.
[0046] In the present invention, through the second preset prompt word and the base station information knowledge base, the model can convert the extracted key information into structured query instructions, ensuring that the platform can accurately call the corresponding capabilities of the target base station.
[0047] In the present invention, the combination of the base station information large language model and the base station information knowledge base ensures that the system can accurately understand and process the user's natural language query and generate structured query instruction information. The instruction information containing the base station number, time information and base station capability information ensures that the platform can accurately call the corresponding capabilities of the target base station and generate the information processing results required by the user.
[0048] Optionally, the first structured output and the second preset prompt word are input into a base station information large language model, and combined with the base station information knowledge base to obtain structured query instruction information corresponding to the query request text, including: The base station information large language model searches the base station information knowledge base for base station data related to the first structured output by using a retrieval enhancement generation technology; According to the second preset prompt word, the base station data related to the first structured output is adjusted to the structured query instruction information corresponding to the query request text.
[0049] In the present invention, the first structured output may refer to structured data obtained from the above steps containing key information such as time, city, location and question type.
[0050] In the present invention, the retrieval enhanced generation technology combines the technology of information retrieval and large language model, which can dynamically retrieve relevant information from the external knowledge base when generating text to improve the accuracy and reliability of the generated content.
[0051] The base station information knowledge base stores a database of information such as base station number, longitude, latitude, city, available capacity, area type, and area description. The large language model uses retrieval enhancement generation technology to retrieve base station data related to the location and question type in the first structured output from the base station information knowledge base. For example, according to the city "F" and the location "Daming Road Auto Sales Store", the relevant base stations are retrieved.
[0052] The second preset prompt word is used to guide the model to combine the retrieved base station data with the information in the first structured output to generate the final structured query instruction information. For example, the prompt word may be a JSON format template that requires the extraction of base station number, capability and time.
[0053] The model combines the retrieved base station data with the information in the first structured output according to the second preset prompt word to generate structured query instruction information.
[0054] For example: "Base station number": "12345678", "Time": "2024-11-11 16:00:00", "Capability name": "Traffic monitoring".
[0055] In the present invention, the base station information language model uses RAG technology combined with the base station information knowledge base to accurately find the base station data related to the user's query. Through the second preset prompt word, the model can convert the extracted key information into a structured query instruction, ensuring that the platform can accurately call the corresponding capabilities of the target base station. This process ensures that users can obtain accurate and real-time information feedback, improving the intelligence level of the system and user experience.
[0056] Optionally, the base station information knowledge base includes: a base station number field, a latitude and longitude field, a city field, a base station available capacity field, an area type field and an area description field.
[0057] In the present invention, the base station information knowledge base is designed to consist of 7 fields, namely base station number, longitude, latitude, city, available capacity, area type and area description.
[0058] Base station number: The unique identification number of each base station. The identification rules belong to the mobile operator.
[0059] Longitude and latitude: The geographical location of the base station equipment, with the value accurate to 5 decimal places.
[0060] City: The name of the city where the base station equipment is located, a prefecture-level city.
[0061] Available Capabilities: Names of capabilities deployed on the base station. There is no specific limit on the number of capabilities that can be deployed on a single base station.
[0062] Area type: A general description of the area where the base station is installed. Combined with the large language model, it can realize the rapid screening of target base stations in specific applications.
[0063] Area description: A detailed description of the area where the base station is set up, including districts, streets, roads, road numbers, and specific building or community information.
[0064] An example of a base station information knowledge base is shown in Table 1 below: Table 1
[0065] Optionally, before the step of inputting the query request text into the base station information large language model and combining the base station information knowledge base to output the structured query instruction information corresponding to the query request text, the method further includes: Based on the base station number of each base station, obtain the base station number field of each base station; Based on the base station positioning information of each base station, the latitude and longitude fields, the area type field, the area description field and the city field of each base station are obtained; Based on the base station equipment installed in each base station, the base station available capability field of each base station is determined; wherein the base station equipment includes at least one of the following: a high-definition camera, an ultrasonic radar, a millimeter-wave radar, a laser radar, a particle detector, and a thermal sensor.
[0066] In the present invention, a unique identification number of each base station is obtained to uniquely identify a base station in the knowledge base. The number of each base station is obtained through the base station information table provided by the mobile operator. The base station number can be a unique identifier similar to "10000001", "11000002", "12000003", etc.
[0067] Based on the base station positioning information of each base station, the latitude and longitude fields, area type fields, area description fields and city fields of each base station are obtained.
[0068] For example, longitude: 118.7965; latitude: 32.0603; city: Nanjing; area type: township, provincial road; area description: xx Marketing Center, No. xx, xx Road, xx Street, xx District.
[0069] In the present invention, base station equipment includes but is not limited to the following equipment: HD camera: used to capture images and videos, supporting capabilities such as illegal parking detection, traffic monitoring, and species identification.
[0070] Ultrasonic radar: used to detect obstacles and distances, and supports capabilities such as illegal parking monitoring and traffic monitoring.
[0071] Millimeter-wave radar: used to detect the speed and distance of objects, supporting capabilities such as traffic monitoring and fire detection.
[0072] LiDAR: Used to generate high-precision three-dimensional point cloud maps, supporting capabilities such as traffic monitoring and species identification.
[0073] Particle detectors: used to monitor air quality and support environmental assessment capabilities.
[0074] Thermal sensor: used to detect temperature changes and support fire monitoring capabilities.
[0075] In the present invention, the available capacity of each base station is determined according to the device type and function, and a base station information knowledge base is efficiently constructed to ensure that the system can quickly and accurately process user needs. The construction of the base station information knowledge base provides reliable data support for subsequent query processing, improving the intelligence level of the system and user experience.
[0076] Optionally, determining a corresponding target base station according to the base station number, and generating, by the target base station according to the time information and the base station capability information, an information processing result corresponding to the query request text, includes: Calling base station equipment data corresponding to the base station capability information in the target base station within a time period corresponding to the time information; According to the analysis result of the base station equipment data, an information processing result corresponding to the query request text is determined.
[0077] In the present invention, the time information in the structured query instruction is used to specify whether to obtain real-time data or historical data, and the base station capability information in the structured query instruction is used to specify the specific capabilities called by the target base station, such as traffic monitoring, fire monitoring, etc.
[0078] The target base station calls the corresponding hardware equipment to collect data based on the time information and base station capability information. For example, traffic monitoring capabilities may require calling cameras and radar equipment to collect traffic flow data.
[0079] In the present invention, the target base station analyzes and processes the collected data. For example, traffic flow data can generate a flow map, and fire monitoring data can generate early warning information.
[0080] In the present invention, user needs can be efficiently processed and accurate and real-time information services can be provided. The combination of the base station information large language model and the base station information knowledge base ensures that the system can accurately understand and process the user's natural language query and generate structured query instruction information. The instruction information containing the base station number, time information and base station capability information ensures that the platform can accurately call the corresponding capabilities of the target base station and generate the information processing results required by the user.
[0081] Optionally, after the step of determining the corresponding target base station according to the base station number, and generating, by the target base station, an information processing result corresponding to the query request text according to the time information and the base station capability information, the method further includes: According to the information processing result, visualization processing result information is generated.
[0082] In the present invention, the user experience and satisfaction are improved by visualizing the processing result information. The combination of the base station information large language model and the base station information knowledge base ensures that the system can accurately understand and process the user's natural language query and generate structured query instruction information. The instruction information containing the base station number, time information and base station capability information ensures that the platform can accurately call the corresponding capabilities of the target base station and generate the information processing results required by the user.
[0083] Figure 2 The optimization adjustment schematic diagram provided by the present invention is as follows: Figure 2 As shown in Figure 1, in addition to relying on the knowledge base and RAG tools, the information extraction and structural reorganization process also requires the assistance of reasonable prompt word engineering. Among them, prompt word 1 and prompt word 2 will be optimized and adjusted in actual applications.
[0084] User questions and prompt words 1 are input into LLM; LLM obtains output 1 according to the json format specified in prompt word 1, and the output contains four pieces of information: time, city, location, and question; Output 1 and prompt word 2 are input into LLM; LLM connects with the base station information knowledge base through the Retrieval-Augmented Generation (RAG) technology, and searches for the entry with the highest relevance in the knowledge base according to the content in output 1; Based on the knowledge base entries, LLM obtains output 2 according to the json format specified in prompt word 2, and the output includes three pieces of information: base station number, time and capability.
[0085] Figure 3 The flow chart of the intelligent operation and maintenance platform provided by the present invention is as follows: Figure 3 As shown, the intelligent operation and maintenance platform can be used as the platform carrier of the solution of the present invention, mainly to implement the deployment of functional applications and capabilities involved in the industry service capability integration module, the base station information knowledge base construction module, and the user demand identification module, with the human-computer interaction assistant (external) as the entrance, and a visual method is used to connect the full process of base station industry empowerment scenarios.
[0086] Users access the platform and make enquiry requests; LLM receives the query requirements, cooperates with the base station information knowledge base, extracts information from user questions, and outputs structured instructions; After parsing the command content, the platform sends the running command to the corresponding model capability of the corresponding base station; Model capabilities call capabilities based on instruction information to obtain real-time results, or query logs to obtain historical results.
[0087] The base station transmits the model output back to the operation and maintenance platform. Since the output data format is generally complex, necessary visualization processing is required; The platform submits the processed query results to the user to complete this capability call service.
[0088] In the present invention, an innovative base station industry empowerment scenario is implemented with a platform as the carrier, a large model as the technical support, and base station mounting equipment as the basis, which broadens the value of precious base station resources and explores the application potential of base station resources in many fields such as fire monitoring, fishery management, environmental assessment, traffic monitoring, etc. It transcends the boundaries of traditional communication services and provides more accurate and real-time information services and regulatory support for various industries.
[0089] The base station information processing device provided by the present invention is described below. The base station information processing device described below and the base station information processing method described above can be referenced to each other.
[0090] Figure 4 A schematic diagram of the structure of a base station information processing device provided by the present invention, such as Figure 4 As shown, it includes: an output module 410 is used to input the query request text into the base station information large language model, and output the structured query instruction information corresponding to the query request text in combination with the base station information knowledge base; the structured query instruction information includes: base station number, time information and base station capability information; The processing module 420 is used to determine the corresponding target base station according to the base station number, and the target base station generates an information processing result corresponding to the query request text according to the time information and the base station capability information.
[0091] According to a base station information processing device provided by the present invention, the device is also used for: Inputting the query request text into a base station information large language model and a first preset prompt word into the base station information large language model to obtain a first structured output; wherein the first preset prompt word is used to guide the base station information large language model to extract key information from the query request text; The first structured output and the second preset prompt word are input into a base station information large language model, and combined with the base station information knowledge base, structured query instruction information corresponding to the query request text is obtained; wherein the second preset prompt word is used to guide the base station information large language model, combined with the base station information knowledge base, to convert the information in the first structured output into a structured query instruction.
[0092] According to a base station information processing device provided by the present invention, the device is also used for: The base station information large language model searches the base station information knowledge base for base station data related to the first structured output by using a retrieval enhancement generation technology; According to the second preset prompt word, the base station data related to the first structured output is adjusted to the structured query instruction information corresponding to the query request text.
[0093] According to a base station information processing device provided by the present invention, the device is further used to: obtain a base station number field of each base station based on the base station number of each base station; Based on the base station positioning information of each base station, the latitude and longitude fields, the area type field, the area description field and the city field of each base station are obtained; Based on the base station equipment installed in each base station, the base station available capability field of each base station is determined; wherein the base station equipment includes at least one of the following: a high-definition camera, an ultrasonic radar, a millimeter-wave radar, a laser radar, a particle detector, and a thermal sensor.
[0094] According to a base station information processing device provided by the present invention, the device is further used to: call the base station equipment data corresponding to the base station capability information in the target base station within the time period corresponding to the time information; According to the analysis result of the base station equipment data, an information processing result corresponding to the query request text is determined.
[0095] Figure 5 is a schematic diagram of the structure of the electronic device provided by the present invention, such as Figure 5 As shown, the electronic device may include: a processor 510, a communications interface 520, a memory 530 and a communication bus 540, wherein the processor 510, the communications interface 520 and the memory 530 communicate with each other through the communication bus 540. The processor 510 may call the logic instructions in the memory 530 to execute the base station information processing method, which includes: inputting the query request text into the base station information large language model, combining with the base station information knowledge base, and outputting the structured query instruction information corresponding to the query request text; the structured query instruction information includes: base station number, time information and base station capability information; The corresponding target base station is determined according to the base station number, and the target base station generates an information processing result corresponding to the query request text according to the time information and the base station capability information.
[0096] In addition, the logic instructions in the above-mentioned memory 530 can be implemented in the form of a software functional unit and can be stored in a computer-readable storage medium when it is sold or used as an independent product. Based on such an understanding, the technical solution of the present invention, in essence, or the part that contributes to the prior art or the part of the technical solution, can be embodied in the form of a software product, and the computer software product is stored in a storage medium, including a number of instructions for a computer device (which can be a personal computer, a server, or a network device, etc.) to perform all or part of the steps of the method described in each embodiment of the present invention. The aforementioned storage medium includes: U disk, mobile hard disk, read-only memory (ROM, Read-Only Memory), random access memory (RAM, Random Access Memory), disk or optical disk, etc. Various media that can store program codes.
[0097] On the other hand, the present invention also provides a computer program product, the computer program product includes a computer program, the computer program can be stored in a non-transitory computer-readable storage medium, when the computer program is executed by a processor, the computer can execute the base station information processing method provided by the above methods, the method includes: inputting a query request text into a base station information large language model, combining with a base station information knowledge base, and outputting structured query instruction information corresponding to the query request text; the structured query instruction information includes: base station number, time information and base station capability information; The corresponding target base station is determined according to the base station number, and the target base station generates an information processing result corresponding to the query request text according to the time information and the base station capability information.
[0098] On the other hand, the present invention also provides a non-transitory computer-readable storage medium having a computer program stored thereon, which is implemented when the computer program is executed by a processor to execute the base station information processing method provided by the above methods, the method comprising: inputting a query request text into a base station information large language model, combining with a base station information knowledge base, and outputting structured query instruction information corresponding to the query request text; the structured query instruction information comprises: base station number, time information and base station capability information; The corresponding target base station is determined according to the base station number, and the target base station generates an information processing result corresponding to the query request text according to the time information and the base station capability information.
[0099] The device embodiments described above are merely illustrative, wherein the units described as separate components may or may not be physically separated, and the components displayed as units may or may not be physical units, that is, they may be located in one place, or they may be distributed on multiple network units. Some or all of the modules may be selected according to actual needs to achieve the purpose of the scheme of this embodiment. Ordinary technicians in this field can understand and implement it without paying creative labor.
[0100] Through the description of the above implementation methods, those skilled in the art can clearly understand that each implementation method can be implemented by means of software plus a necessary general hardware platform, and of course, can also be implemented by hardware. Based on this understanding, the above technical solution is essentially or the part that contributes to the prior art can be embodied in the form of a software product, and the computer software product can be stored in a computer-readable storage medium, such as ROM / RAM, a disk, an optical disk, etc., including a number of instructions for a computer device (which can be a personal computer, a server, or a network device, etc.) to execute the methods described in each embodiment or some parts of the embodiments.
[0101] Finally, it should be noted that the above embodiments are only used to illustrate the technical solutions of the present invention, rather than to limit it. Although the present invention has been described in detail with reference to the aforementioned embodiments, those skilled in the art should understand that they can still modify the technical solutions described in the aforementioned embodiments, or make equivalent replacements for some of the technical features therein. However, these modifications or replacements do not deviate the essence of the corresponding technical solutions from the spirit and scope of the technical solutions of the embodiments of the present invention.
Claims
1. A base station information processing method, characterized in that: include: Inputting the query request text into the base station information large language model, combining with the base station information knowledge base, and outputting the structured query instruction information corresponding to the query request text; The structured query instruction information includes: base station number, time information and base station capability information; The corresponding target base station is determined according to the base station number, and the target base station generates an information processing result corresponding to the query request text according to the time information and the base station capability information.
2. The base station information processing method according to claim 1, characterized in that: The step of inputting the query request text into the base station information large language model and combining it with the base station information knowledge base to output structured query instruction information corresponding to the query request text includes: Inputting the query request text into a base station information large language model and a first preset prompt word into the base station information large language model to obtain a first structured output; wherein the first preset prompt word is used to guide the base station information large language model to extract key information from the query request text; The first structured output and the second preset prompt word are input into a base station information large language model, and combined with the base station information knowledge base, structured query instruction information corresponding to the query request text is obtained; wherein the second preset prompt word is used to guide the base station information large language model, combined with the base station information knowledge base, to convert the information in the first structured output into a structured query instruction.
3. The base station information processing method according to claim 2, characterized in that: Inputting the first structured output and the second preset prompt word into the base station information large language model, and combining with the base station information knowledge base, obtaining structured query instruction information corresponding to the query request text, including: The base station information large language model searches the base station information knowledge base for base station data related to the first structured output by using a retrieval enhancement generation technology; According to the second preset prompt word, the base station data related to the first structured output is adjusted to the structured query instruction information corresponding to the query request text.
4. The base station information processing method according to claim 1, characterized in that: The base station information knowledge base includes: a base station number field, a latitude and longitude field, a city field, a base station available capacity field, an area type field and an area description field.
5. The base station information processing method according to claim 4, characterized in that: Before the step of inputting the query request text into the base station information large language model and outputting the structured query instruction information corresponding to the query request text in combination with the base station information knowledge base, the method further includes: Based on the base station number of each base station, obtain the base station number field of each base station; Based on the base station positioning information of each base station, the latitude and longitude fields, the area type field, the area description field and the city field of each base station are obtained; Based on the base station equipment installed in each base station, the base station available capability field of each base station is determined; wherein the base station equipment includes at least one of the following: a high-definition camera, an ultrasonic radar, a millimeter-wave radar, a laser radar, a particle detector, and a thermal sensor.
6. The base station information processing method according to claim 5, characterized in that: Determining a corresponding target base station according to the base station number, and generating, by the target base station, an information processing result corresponding to the query request text according to the time information and the base station capability information, including: Calling base station equipment data corresponding to the base station capability information in the target base station within a time period corresponding to the time information; According to the analysis result of the base station equipment data, an information processing result corresponding to the query request text is determined.
7. The base station information processing method according to claim 1, characterized in that: After the step of determining the corresponding target base station according to the base station number, and generating, by the target base station, an information processing result corresponding to the query request text according to the time information and the base station capability information, the method further includes: According to the information processing result, visualization processing result information is generated.
8. The base station information processing method according to claim 1, characterized in that: The base station capability information includes at least one of the following: fire monitoring capability, fishery management capability, environmental assessment capability and traffic monitoring capability.
9. A base station information processing device, characterized in that: include: An output module, used to input the query request text into the base station information large language model, and output the structured query instruction information corresponding to the query request text in combination with the base station information knowledge base; The structured query instruction information includes: base station number, time information and base station capability information; A processing module is used to determine a corresponding target base station according to the base station number, and the target base station generates an information processing result corresponding to the query request text according to the time information and the base station capability information.
10. An electronic device comprising a memory, a processor, and a computer program stored in the memory and executable on the processor, wherein: When the processor executes the computer program, the base station information processing method according to any one of claims 1 to 8 is implemented.
11. A non-transitory computer-readable storage medium having a computer program stored thereon, characterized in that: When the computer program is executed by a processor, the base station information processing method according to any one of claims 1 to 8 is implemented.
12. A computer program product, comprising a computer program, characterized in that When the computer program is executed by a processor, the base station information processing method according to any one of claims 1 to 8 is implemented.
Citation Information
Patent Citations
Model training method, intelligent question and answer method, equipment, medium and program product
CN114625759A
Data display method and device, equipment and storage medium
CN115131978A
Forest fire detection, early warning and decision-making system based on sky-ground integration technology
CN115348247A
Plain forest land fire automatic disposal method and device, electronic equipment and storage medium
CN115775070A
Terminal communication service method, system and device, electronic equipment and medium
CN117915296A