Communication mode dynamic adjustment system using cell service information
By acquiring a number of basic data and building an AI judgment model, we can intelligently judge the number of service terminals in the community covered by the communication base station and dynamically adjust the radio frequency signal strength, which solves the problem in the existing technology that it is difficult to intelligently judge the number of service terminals and dynamically adjust the signal strength. Improved the management performance of mobile communications.
Patent Information
- Application Number
- CN202411140842.7
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- Filing Date
- 2024-08-20
- Publication Date
- 2025-01-21
- Estimated Expiration
- 2044-08-20
AI Technical Summary
The prior art is difficult to intelligently judge the number of service terminals covered by the communication base station, resulting in the inability to dynamically adjust the RF signal strength, which reduces the management performance of mobile communications.
By obtaining a number of basic data, including terminal data in the past period and the configuration content of the current base station, a single-layer neural network is used for multiple trainings, an AI judgment model is constructed, the number of service terminals in the current period is intelligently judged, and a dynamic adjustment mechanism is introduced. Dynamically adjust radio frequency signal strength according to the number of service terminals.
It achieves intelligent judgment on the number of service terminals in the community covered by the communication base station and dynamic adjustment of the radio frequency signal strength, improving the management level of mobile communications.
Smart Images

Figure CN118741566B_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the field of mobile communications, and more specifically, to a communication mode dynamic adjustment system using cell service information. Background Art
[0002] Modern mobile communication technology can be mainly divided into several frequency bands, including low frequency, medium frequency, high frequency, very high frequency and ultra-high frequency. In these frequency bands, technicians can use mobile station technology, base station technology and mobile switching technology to connect terminal devices in the mobile communication network to meet people's mobile communication needs. From analog mobile communication systems, digital cellular communication systems, mobile multimedia communication systems to the current high-speed mobile communication systems, the speed of mobile communication technology has been continuously improved, delays and bit errors have been reduced, and the stability and reliability of the technology have been continuously improved, providing people with a variety of flexible communication methods for production and life.
[0003] Currently, it is difficult to perform intelligent judgment on the number of service terminals in each coverage cell of the current communication base station in the future time period, resulting in the inability to use a dynamic adjustment mechanism to dynamically design an adjustment strategy for the RF signal strength of the current communication base station in the current time period based on the number of service terminals in each coverage cell of the current communication base station in the current time period, which greatly reduces the management performance of mobile communications. Summary of the invention
[0004] In order to solve the technical problems in the prior art, the present invention provides a communication mode dynamic adjustment system using cell service information, which obtains multiple basic data for performing intelligent judgment on the number of service terminals in each coverage cell of the current communication base station in the future time period, wherein the multiple basic data are the terminal data corresponding to the multiple past time periods set by the current communication base station before the current moment and the multiple configuration contents of the current communication base station, specifically, the multiple configuration contents of the current communication base station are the total number of coverage cells, the number of registered users, the operating frequency and the system bandwidth of the current communication base station, and multiple training operations are performed on a single-layer neural network to obtain a single-layer neural network after completing multiple training operations and use it as an AI judgment model, the number of training operations of the single-layer neural network is proportional to the total number of coverage cells of the current communication base station, so as to customize AI judgment models of different structures for different communication base stations, and also introduces a dynamic adjustment mechanism for dynamically designing the adjustment strategy of the radio frequency signal strength of the current communication base station in the current time period based on the number of service terminals in each coverage cell of the current communication base station in the current time period, specifically, the more the number of service terminals of the coverage cell farthest from the current communication base station among the coverage cells of the current communication base station in the current time period, the higher the radio frequency signal strength of the current communication base station after adjustment in the current time period.
[0005] According to the present invention, a system for dynamically adjusting a communication mode using cell service information is provided, the system comprising:
[0006] A terminal detection device, used to detect each piece of terminal data corresponding to a set number of past time periods of the current communication base station before the current moment, wherein the terminal data corresponding to each past time period of the current communication base station before the current moment is the number of service terminals of each coverage cell of the current communication base station in each past time period before the current moment;
[0007] A content extraction device, used to obtain multiple configuration contents of a current communication base station, wherein the multiple configuration contents of the current communication base station are the total number of coverage cells, the number of registered users, the operating frequency and the system bandwidth of the current communication base station;
[0008] A multi-layer construction device, used to perform multi-layer construction on a single-layer neural network to obtain an AI judgment model, wherein performing multi-layer construction on the single-layer neural network to obtain the AI judgment model includes: performing multiple training operations on the single-layer neural network to obtain a single-layer neural network after completing multiple training operations and use it as the AI judgment model, and the number of training operations of the single-layer neural network is proportional to the total number of coverage cells of the current communication base station;
[0009] A judgment execution mechanism, connected to the terminal detection device, the content extraction device and the multi-layer construction device respectively, for using the terminal data corresponding to a set number of past time periods of the current communication base station before the current moment and the multiple configuration contents of the current communication base station as the item-by-item input contents of the AI judgment model, so as to execute the AI judgment model and obtain the number of service terminals of each coverage cell of the current communication base station in the current time period output by the AI judgment model;
[0010] A dynamic adjustment mechanism, connected to the judgment execution mechanism, for dynamically designing an adjustment strategy for the radio frequency signal strength of the current communication base station in the current period based on the received number of service terminals of each coverage cell of the current communication base station in the current period;
[0011] Among them, dynamically designing the adjustment strategy of the radio frequency signal strength of the current communication base station in the current time period based on the received number of service terminals of each coverage cell of the current communication base station in the current time period includes: the more service terminals of the coverage cell farthest from the current communication base station among the coverage cells of the current communication base station in the current time period, the higher the radio frequency signal strength of the current communication base station in the current time period after adjustment;
[0012] Among them, the terminal data corresponding to the multiple past time periods set in number before the current moment and the multiple configuration contents of the current communication base station are used as the input content of the AI judgment model item by item to execute the AI judgment model, and the number of service terminals of the current communication base station in each coverage cell in the current time period output by the AI judgment model is obtained, including: the current time period takes the current moment as the starting moment, and the time length occupied by the current moment and each moment in the multiple past time periods set in number before the current moment on the time axis is equal.
[0013] The present invention needs to have at least the following three important invention points:
[0014] Invention point 1: Acquire multiple basic data for intelligent judgment of the number of service terminals existing in each coverage cell of the current communication base station in the future time period, wherein the multiple basic data are the terminal data corresponding to multiple past time periods set before the current moment by the current communication base station and multiple configuration contents of the current communication base station, specifically, the multiple configuration contents of the current communication base station are the total number of coverage cells, the number of registered users, the operating frequency and the system bandwidth of the current communication base station;
[0015] Invention point 2: Perform multiple training operations on a single-layer neural network to obtain a single-layer neural network after completing multiple training operations and use it as an AI judgment model. The number of training operations of the single-layer neural network is proportional to the total number of cells covered by the current communication base station, thereby customizing AI judgment models with different structures for different communication base stations;
[0016] Invention point three: Introducing a dynamic adjustment mechanism to dynamically design an adjustment strategy for the radio frequency signal strength of the current communication base station in the current time period based on the number of service terminals in each coverage cell of the current communication base station in the current time period. Specifically, the more service terminals the current communication base station has in the coverage cell farthest from the current communication base station among the coverage cells in the current time period, the higher the radio frequency signal strength of the current communication base station in the current time period after adjustment.
[0017] The communication mode dynamic adjustment system using cell service information of the present invention is easy to operate and intelligent in design. Since it can obtain multiple basic data and a targeted AI judgment model to perform intelligent judgment on the number of service terminals in each coverage cell of the current communication base station in the future period, it can dynamically design the adjustment strategy of the radio frequency signal strength of the current communication base station in the current period, thereby improving the management level of mobile communications. BRIEF DESCRIPTION OF THE DRAWINGS
[0018] Those skilled in the art may better understand the numerous advantages of the present invention by referring to the accompanying drawings, in which:
[0019] Figure 1 It is a structural diagram of a system for dynamically adjusting a communication mode using cell service information according to a primary embodiment of the present invention.
[0020] Figure 2 It is a structural diagram of a system for dynamically adjusting a communication mode using cell service information according to a secondary embodiment of the present invention.
[0021] Figure 3 It is a structural diagram of a system for dynamically adjusting a communication mode using cell service information according to a further embodiment of the present invention. DETAILED DESCRIPTION
[0022] Figure 1 1 is a schematic diagram of a system for dynamically adjusting a communication mode using cell service information according to a primary embodiment of the present invention, the system comprising:
[0023] A terminal detection device, used to detect each piece of terminal data corresponding to a set number of past time periods of the current communication base station before the current moment, wherein the terminal data corresponding to each past time period of the current communication base station before the current moment is the number of service terminals of each coverage cell of the current communication base station in each past time period before the current moment;
[0024] Specifically, the terminal detection device is used to detect the terminal data corresponding to the set number of past time periods of the current communication base station before the current moment, wherein the terminal data corresponding to each past time period of the current communication base station before the current moment is the number of service terminals of each coverage cell of the current communication base station in each past time period before the current moment, including: the terminal detection device has a built-in timing component and a data acquisition component;
[0025] A content extraction device, used to obtain multiple configuration contents of a current communication base station, wherein the multiple configuration contents of the current communication base station are the total number of coverage cells, the number of registered users, the operating frequency and the system bandwidth of the current communication base station;
[0026] A multi-layer construction device, used to perform multi-layer construction on a single-layer neural network to obtain an AI judgment model, wherein performing multi-layer construction on the single-layer neural network to obtain the AI judgment model includes: performing multiple training operations on the single-layer neural network to obtain a single-layer neural network after completing multiple training operations and use it as the AI judgment model, and the number of training operations of the single-layer neural network is proportional to the total number of coverage cells of the current communication base station;
[0027] A judgment execution mechanism, connected to the terminal detection device, the content extraction device and the multi-layer construction device respectively, for using the terminal data corresponding to a set number of past time periods of the current communication base station before the current moment and the multiple configuration contents of the current communication base station as the item-by-item input contents of the AI judgment model, so as to execute the AI judgment model and obtain the number of service terminals of each coverage cell of the current communication base station in the current time period output by the AI judgment model;
[0028] A dynamic adjustment mechanism, connected to the judgment execution mechanism, for dynamically designing an adjustment strategy for the radio frequency signal strength of the current communication base station in the current period based on the received number of service terminals of each coverage cell of the current communication base station in the current period;
[0029] Among them, dynamically designing the adjustment strategy of the radio frequency signal strength of the current communication base station in the current time period based on the received number of service terminals of each coverage cell of the current communication base station in the current time period includes: the more service terminals of the coverage cell farthest from the current communication base station among the coverage cells of the current communication base station in the current time period, the higher the radio frequency signal strength of the current communication base station in the current time period after adjustment;
[0030] Among them, the terminal data corresponding to the multiple past time periods of the current communication base station set before the current moment and the multiple configuration contents of the current communication base station are used as the input contents of the AI judgment model item by item to execute the AI judgment model, and the number of service terminals of each coverage cell of the current communication base station in the current time period output by the AI judgment model is obtained, including: the current time period takes the current moment as the starting moment, and the time length occupied by the current moment and each moment in the multiple past time periods set before the current moment on the time axis is equal;
[0031] Among them, the terminal data corresponding to multiple past time periods of a set number before the current moment of the current communication base station are detected, and the terminal data corresponding to each past time period of the current communication base station before the current moment is the number of service terminals in each coverage cell of the current communication base station in each past time period before the current moment, including: the value of the set number is monotonically positively correlated with the number of registered users of the current communication base station.
[0032] Figure 2 It is a structural diagram of a system for dynamically adjusting a communication mode using cell service information according to a secondary embodiment of the present invention.
[0033] and Figure 1 different, Figure 2 The system for dynamically adjusting the communication mode of the application cell service information may also include the following components:
[0034] A data monitoring device, comprising a plurality of monitoring cameras facing the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device respectively, for monitoring the real-time status of the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device in a time-sharing manner;
[0035] The data monitoring device includes a plurality of monitoring cameras facing the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device respectively, and is used for time-sharing monitoring of the real-time status of the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device, including: the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device are respectively connected to the data monitoring device using different CSI interfaces;
[0036] Wherein, the data monitoring device comprises a plurality of monitoring cameras respectively facing the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device, and is used for time-sharing monitoring of the real-time status of the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device, and further comprises: a plurality of monitoring cameras respectively facing the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device have the same structure;
[0037] Wherein, the data monitoring device includes a plurality of monitoring cameras facing the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device respectively, and is used for time-sharing monitoring of the real-time status of the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device. It also includes: a plurality of monitoring cameras with built-in image sensing units facing the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device respectively;
[0038] And wherein, a plurality of surveillance cameras are respectively oriented to the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device, and have built-in image sensing units: the image sensing units are CMOS sensing units or CCD sensing units.
[0039] Figure 3 It is a structural diagram of a system for dynamically adjusting a communication mode using cell service information according to a further embodiment of the present invention.
[0040] and Figure 1 different, Figure 3 The system for dynamically adjusting the communication mode of the application cell service information may also include the following components:
[0041] A content display device is connected to the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device respectively, and is used to simultaneously display various status information of the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device, and further includes: the content display device is a liquid crystal display screen or an LED display array;
[0042] Wherein, the quartz oscillator device is respectively connected to the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device, and is used to simultaneously provide the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device with the working clock pulses they need;
[0043] And wherein, the quartz oscillator device is respectively connected to the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device, and is used to simultaneously provide the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device with the required working clock pulses respectively, including: the required working clock pulses provided to the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device respectively are all square wave waveforms.
[0044] In addition, in the communication mode dynamic adjustment system using cell service information, each terminal data corresponding to a set number of multiple time periods before the current moment and multiple configuration contents of the current communication base station are used as the input content of the AI judgment model item by item to execute the AI judgment model, and the number of service terminals of each coverage cell of the current communication base station in the current time period output by the AI judgment model is obtained. It also includes: using MATLAB toolbox to implement the test and simulation of the data processing process of using each terminal data corresponding to a set number of multiple time periods before the current moment and multiple configuration contents of the current communication base station as the input content of the AI judgment model item by item to execute the AI judgment model, and the number of service terminals of each coverage cell of the current communication base station in the current time period output by the AI judgment model.
[0045] The present embodiments are to be considered in all respects as illustrative and not restrictive, and all changes coming within the meaning and equivalency range of the appended claims are intended to be embraced within their scope.
Claims
1. A communication mode dynamic adjustment system using cell service information, characterized in that: The system comprises: A terminal detection device, used to detect each piece of terminal data corresponding to a set number of past time periods of the current communication base station before the current moment, wherein the terminal data corresponding to each past time period of the current communication base station before the current moment is the number of service terminals of each coverage cell of the current communication base station in each past time period before the current moment; A content extraction device, used to obtain multiple configuration contents of a current communication base station, wherein the multiple configuration contents of the current communication base station are the total number of coverage cells, the number of registered users, the operating frequency and the system bandwidth of the current communication base station; A multi-layer construction device, used to perform multi-layer construction on a single-layer neural network to obtain an AI judgment model, wherein performing multi-layer construction on the single-layer neural network to obtain the AI judgment model includes: performing multiple training operations on the single-layer neural network to obtain a single-layer neural network after completing multiple training operations and use it as the AI judgment model, and the number of training operations of the single-layer neural network is proportional to the total number of coverage cells of the current communication base station; A judgment execution mechanism, connected to the terminal detection device, the content extraction device and the multi-layer construction device respectively, for using the terminal data corresponding to a set number of past time periods of the current communication base station before the current moment and the multiple configuration contents of the current communication base station as the item-by-item input contents of the AI judgment model, so as to execute the AI judgment model and obtain the number of service terminals of each coverage cell of the current communication base station in the current time period output by the AI judgment model; A dynamic adjustment mechanism, connected to the judgment execution mechanism, for dynamically designing an adjustment strategy for the radio frequency signal strength of the current communication base station in the current period based on the received number of service terminals of each coverage cell of the current communication base station in the current period; Among them, dynamically designing the adjustment strategy of the radio frequency signal strength of the current communication base station in the current time period based on the received number of service terminals of each coverage cell of the current communication base station in the current time period includes: the more service terminals of the coverage cell farthest from the current communication base station among the coverage cells of the current communication base station in the current time period, the higher the radio frequency signal strength of the current communication base station in the current time period after adjustment; Among them, the terminal data corresponding to the multiple past time periods of the current communication base station set before the current moment and the multiple configuration contents of the current communication base station are used as the input contents of the AI judgment model item by item to execute the AI judgment model, and the number of service terminals of each coverage cell of the current communication base station in the current time period output by the AI judgment model is obtained, including: the current time period takes the current moment as the starting moment, and the time length occupied by the current moment and each moment in the multiple past time periods set before the current moment on the time axis is equal; Detect each set number of terminal data corresponding to a plurality of past time periods of the current communication base station before the current moment, wherein the terminal data corresponding to each past time period of the current communication base station before the current moment is the number of service terminals of each coverage cell of the current communication base station in each past time period before the current moment, including: the value of the set number is monotonically positively correlated with the number of registered users of the current communication base station.
2. The communication mode dynamic adjustment system using cell service information as claimed in claim 1, characterized in that: The system further comprises: A data monitoring device, comprising a plurality of monitoring cameras facing the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device respectively, for monitoring the real-time status of the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device in a time-sharing manner; Among them, the data monitoring device includes multiple monitoring cameras facing the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device respectively, and is used for time-sharing monitoring of the real-time status of the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device, including: the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device are respectively connected to the data monitoring device using different CSI interfaces.
3. The communication mode dynamic adjustment system using cell service information as claimed in claim 2, characterized in that: The data monitoring device includes a plurality of monitoring cameras respectively facing the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device, and is used for time-sharing monitoring of the real-time status of the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device. It also includes: the structures of the plurality of monitoring cameras respectively facing the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device are the same.
4. The communication mode dynamic adjustment system using cell service information as claimed in claim 3, characterized in that: The data monitoring device includes a plurality of monitoring cameras respectively facing the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device, and is used for time-sharing monitoring of the real-time status of the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device. It also includes: a plurality of monitoring cameras respectively facing the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device with built-in image sensing units.
5. The communication mode dynamic adjustment system using cell service information as claimed in claim 4, characterized in that: A plurality of surveillance camera built-in image sensing units respectively facing the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device: the image sensing unit is a CMOS sensing unit or a CCD sensing unit.
6. The communication mode dynamic adjustment system using cell service information as claimed in claim 1, characterized in that: The system further comprises: The content display device is respectively connected to the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device, and is used to simultaneously display various status information of the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device, and also includes: the content display device is a liquid crystal display screen or an LED display array.
7. The communication mode dynamic adjustment system using cell service information as claimed in claim 6, characterized in that: A quartz oscillator device is respectively connected to the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device, and is used to simultaneously provide the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device with the required working clock pulses.
8. The communication mode dynamic adjustment system using cell service information as claimed in claim 7, characterized in that: A quartz oscillator device is respectively connected to the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device, and is used to simultaneously provide the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device with their respective required working clock pulses, including: the working clock pulses simultaneously provided to the judgment execution mechanism, the terminal detection device, the content extraction device and the multi-layer construction device are all square wave waveforms.
Citation Information
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