Mobile phone antenna health intelligent management system

Abstract

The invention discloses a mobile phone antenna health intelligent management system, which belongs to the technical field of mobile phone antenna health management, and comprises a platform end and a user end, the user side comprises an antenna monitoring module, a monitoring feedback module and a health analysis module; the antenna monitoring module is used for monitoring the mobile phone antenna in real time to obtain monitoring information of the mobile phone antenna; the monitoring feedback module is used for performing data feedback analysis on the monitoring information, determining antenna feedback data sent to the platform end, and sending the antenna feedback data to the platform end; the health analysis module is used for performing health analysis on the mobile phone antenna according to the monitoring information and determining a health assessment result of the mobile phone antenna; the platform end comprises an antenna induction module; and the antenna induction module is used for carrying out induction analysis on the mobile phone antenna, receiving antenna feedback data sent by each user side in real time, setting an antenna performance spectrum of the corresponding mobile phone antenna according to the antenna feedback data, and sharing the antenna performance spectrum to the corresponding user side.

Description

Technical Field

[0001] The invention belongs to the technical field of mobile phone antenna health management, and in particular is a mobile phone antenna health intelligent management system. Background Art

[0002] As an indispensable communication tool in modern life, mobile phones are closely related to our lives. In order to pursue a fashionable appearance, mobile phones are becoming thinner and thinner, with larger screens and larger battery capacities, which significantly squeezes the antenna space. Now, with the popularity of 5G, more than a dozen or even more than 20 antennas need to be installed in the small space inside the mobile phone, and the antenna environment is already very bad. At present, many mobile phones are even willing to sacrifice the antenna space for a beautiful appearance, which further deteriorates the antenna environment. With the continuous development of mobile communication technology, users have higher and higher requirements for mobile phone signal quality, communication stability and data transmission speed. However, in actual use, mobile phone antennas often experience performance degradation or failure due to various reasons, such as physical damage, aging, interference from environmental factors, etc., which directly affects the user's communication experience.

[0003] Therefore, how to solve the intelligent health management of mobile phone antennas has become a problem that needs to be solved at present. Based on this, the present invention provides a mobile phone antenna health intelligent management system. Summary of the invention

[0004] In order to solve the problems existing in the above-mentioned solutions, the present invention provides a mobile phone antenna health intelligent management system.

[0005] The purpose of the present invention can be achieved through the following technical solutions:

[0006] A mobile phone antenna health intelligent management system, including a platform end and a user end;

[0007] The user end includes an antenna monitoring module, a monitoring feedback module and a health analysis module;

[0008] The antenna monitoring module is used to monitor the mobile phone antenna in real time and obtain monitoring information of the mobile phone antenna, wherein the monitoring information includes but is not limited to key indicator information, mobile phone location, and antenna model;

[0009] The monitoring feedback module is used to perform data feedback analysis on the monitoring information, determine the antenna feedback data to be sent to the platform end, and send the antenna feedback data to the platform end.

[0010] Furthermore, the method for performing data feedback analysis on monitoring information includes:

[0011] Identify the monitoring information, perform desensitization processing on the monitoring information, and obtain antenna feedback data; establish a feedback record library, wherein the feedback record library is used to store the antenna feedback data;

[0012] Performing storage and analysis on the antenna feedback data through the feedback record library to obtain a storage and analysis result, wherein the storage and analysis result is to allow storage or prohibit storage;

[0013] When the storage analysis result indicates that storage is allowed, the antenna feedback data is stored in the feedback record library, and the antenna feedback data is sent to the platform end;

[0014] When the storage analysis result indicates that storage is prohibited, no corresponding processing is performed.

[0015] Furthermore, the method for storing and analyzing antenna feedback data through a feedback record library includes:

[0016] Establishing a feedback information graph according to the feedback record library; establishing a storage analysis model; analyzing the antenna feedback data and the feedback information graph through the storage analysis model to obtain a storage analysis value of the antenna feedback data;

[0017] When the storage analysis value is 1, the storage analysis result is that storage is allowed;

[0018] When the storage analysis value is 0, the storage analysis result is storage prohibited.

[0019] Furthermore, the method for establishing the feedback information graph includes:

[0020] Identify the antenna feedback data stored in the feedback record library, identify the mobile phone location and antenna model corresponding to the antenna feedback data, and generate a regional map of the antenna model according to the mobile phone location;

[0021] Information is supplemented at a corresponding position in the area map according to the antenna feedback data to obtain a feedback information map.

[0022] Furthermore, the expression of the storage analysis model is:

[0023]

[0024] In the formula: (A, TU) is the input data, A is the antenna feedback data that needs to be stored and analyzed, and TU is the feedback information graph; A→TU means that the update requirements of the feedback information graph are met; the output data is the storage analysis value CH(A, TU), and the storage analysis value is 1 or 0.

[0025] Further, when the antenna feedback data is stored in the feedback record library, the feedback information map is updated according to the antenna feedback data.

[0026] The health analysis module is used to perform health analysis on the mobile phone antenna according to the monitoring information, obtain the antenna performance map shared by the platform, and perform real-time analysis on the monitoring information through a preset health analysis model to obtain the corresponding antenna evaluation result, which is composed of the index groups of various evaluation indicators;

[0027] Analyze the monitoring information and antenna evaluation results according to the antenna performance map to obtain the problem proportion corresponding to each health problem;

[0028] Generate a health analysis graph according to the problem proportion of each health problem, wherein the health analysis graph is composed of problem curves of each health problem, wherein the horizontal axis of the problem curve is time and the vertical axis is the problem proportion;

[0029] Perform a health analysis on the mobile phone antenna according to the health analysis graph, determine a health assessment result of the mobile phone antenna, and perform health management according to the health assessment result.

[0030] Furthermore, the method of performing health management according to the health assessment results includes:

[0031] The platform establishes a health management library, which is used to store health management measures corresponding to the health assessment results;

[0032] Identify health assessment results, match corresponding health management measures from the health management library according to the health assessment results, and perform health management according to the health management measures.

[0033] The platform end includes an antenna summarization module;

[0034] The antenna summarization module is used to summarize and analyze the mobile phone antenna, receive antenna feedback data sent by each user terminal in real time, set the antenna performance spectrum of the corresponding mobile phone antenna according to the antenna feedback data, and share the antenna performance spectrum with the corresponding user terminal.

[0035] Furthermore, the method for setting the antenna performance spectrum includes:

[0036] Classify the received antenna feedback data according to the mobile phone antenna to obtain feedback classification data of the corresponding mobile phone antenna;

[0037] The platform establishes an antenna analysis model, which is used to analyze the monitoring information of the mobile phone antenna and obtain the index score of the mobile phone antenna on various evaluation indicators;

[0038] Analyzing the antenna feedback data in the feedback classification data by using a preset antenna analysis model to obtain the index score of the antenna feedback data on each evaluation index, and integrating the index score on each evaluation index into an antenna evaluation result;

[0039] Identifying conditional influence data corresponding to the antenna feedback data; integrating antenna evaluation results and conditional influence data corresponding to the antenna feedback data into antenna analysis materials; and deduplicating the antenna analysis materials;

[0040] Identify various health problems of the mobile phone antenna; perform health analysis on the antenna analysis material according to the health problems, and determine the problem proportions of various health problems of the mobile phone antenna under the antenna analysis material; integrate the antenna analysis material and the problem proportions of various health problems into antenna performance data;

[0041] An antenna performance graph of the mobile phone antenna is generated according to the antenna performance data.

[0042] Compared with the prior art, the present invention has the following beneficial effects:

[0043] This system can monitor various performance indicators of mobile phone antennas in real time, such as signal strength, standing wave ratio, return loss, etc., and immediately issue a warning signal once an abnormality is found. This greatly improves the stability and reliability of mobile phone communications and reduces the problem of communication interruption or signal quality degradation caused by antenna failure. Through the built-in intelligent algorithm, this system can make a preliminary diagnosis of antenna failure and give repair suggestions or automatically perform repair operations (when possible). This reduces the maintenance cost and time cost faced by users due to antenna failure and improves the user experience. BRIEF DESCRIPTION OF THE DRAWINGS

[0044] In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the drawings required for use in the embodiments or the description of the prior art will be briefly introduced below. Obviously, the drawings described below are only 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.

[0045] Figure 1 This is a principle block diagram of the present invention. DETAILED DESCRIPTION

[0046] The technical solution of the present invention will be clearly and completely described below in conjunction with the embodiments. Obviously, the described embodiments are only 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.

[0047] like Figure 1 As shown, a mobile phone antenna health intelligent management system includes a platform end and a user end;

[0048] The user terminal is arranged in the user's mobile phone, and includes an antenna monitoring module, a monitoring feedback module, and a health analysis module;

[0049] The antenna monitoring module is used to monitor the mobile phone antenna in real time and obtain monitoring information of the mobile phone antenna. The monitoring information includes key indicator information corresponding to the mobile phone antenna, mobile phone location, antenna model and other related information; the key indicators refer to relevant information that is useful for analyzing the health of the mobile phone status, such as signal strength, receiving sensitivity, standing wave ratio (VSWR) and other key indicators.

[0050] Exemplarily, through built-in sensors and algorithms, monitoring information of antenna performance is accurately captured.

[0051] The monitoring feedback module is used to perform data feedback analysis on the collected monitoring information, identify the collected monitoring information, and desensitize the monitoring information, that is, remove the relevant data that leaks the user's private information, such as name, address and other related information, and generally only need key indicator information, mobile phone location, antenna model and other corresponding data that does not involve user personal information; mark the desensitized monitoring information as antenna feedback data; establish a feedback record library, which is used to store the antenna feedback data corresponding to the user;

[0052] The obtained antenna feedback data is stored and analyzed through the feedback record library to obtain storage analysis results, and the storage analysis results include storage permission and storage prohibition;

[0053] When the storage analysis result indicates that storage is allowed, the corresponding antenna feedback data is stored in the feedback record library, and the antenna feedback data is sent to the platform end;

[0054] When the storage analysis result prohibits storage, no corresponding processing is performed, that is, it is not stored in the feedback record library, nor is it sent to the platform.

[0055] In one embodiment, the method for storing and analyzing the obtained antenna feedback data through the feedback record library includes:

[0056] Identify the antenna feedback data stored in the feedback record library, identify the mobile phone location and antenna model corresponding to the antenna feedback data, generate a regional map of the corresponding antenna model based on the mobile phone location, and directly mark the location based on the existing map and then intercept; supplement the information at the corresponding position in the regional map according to the antenna feedback data, that is, supplement other antenna feedback data such as key indicator information; mark the current regional map as a feedback information map, and dynamically update the feedback information map according to the feedback record library, that is, update the feedback information map every time new antenna feedback data is stored;

[0057] A storage analysis model is established. The expression of the storage analysis model is:

[0058]

[0059] Where: (A, TU) is the input data, A is the antenna feedback data to be stored and analyzed, and TU is the feedback information graph; A→TU means that the feedback information graph can be updated according to the antenna feedback data, which is considered to meet the update requirements of the feedback information graph; the output data is the storage analysis value CH(A, TU), and the storage analysis value is 1 or 0;

[0060] Analyze the antenna feedback data and the feedback information graph through the storage analysis model to obtain the storage analysis value of the antenna feedback data;

[0061] When the storage analysis value is 1, the storage analysis result is that storage is allowed;

[0062] When the storage analysis value is 0, the storage analysis result is storage prohibited.

[0063] The health analysis module is used to perform health analysis on the mobile phone antenna according to the monitoring information, obtain the antenna performance map shared by the platform, set the antenna analysis model established by the platform in the health analysis module, and perform real-time analysis on the monitoring information through the preset health analysis model to obtain the corresponding antenna evaluation result, which is composed of the index groups of various evaluation indicators;

[0064] Analyze the monitoring information and antenna evaluation results according to the antenna performance map to obtain the corresponding problem proportion of each health problem;

[0065] Generate a corresponding health analysis chart according to the problem proportion of each health problem. The health analysis chart is composed of problem curves of each health problem. The horizontal axis of the problem curve is time, and the vertical axis is the problem proportion. The health analysis chart can be formed in a three-axis manner, such as the x-axis is time, the y-axis is health problems, and the z-axis is the problem proportion; or multiple curve charts can be integrated together;

[0066] Perform a health analysis on the mobile phone antenna according to the health analysis chart to determine the health assessment result of the mobile phone antenna, and perform corresponding health management based on the obtained health assessment result, such as presetting management measures for different health assessment results, and then matching them. For example, the user is prompted to go to a maintenance point for maintenance.

[0067] In one embodiment, a health analysis is performed on the mobile phone antenna according to the health analysis graph, and the changes of the mobile phone in multiple scenarios are used to cause the problem proportion of each health problem to change, so as to determine whether there is a corresponding health problem. For example, if the problem proportion of a health problem in scenario one is 60%, when the problem proportion in scenario two and scenario three changes to 30% and 0, it can be determined that there is no such health problem. Exemplarily, a corresponding curve analysis model is established based on a neural network such as a CNN network or a DNN network, and a corresponding training set is established manually for training. The training set includes input data and output data, the input data is a health analysis graph, and the output data is a health assessment result; the corresponding health assessment result is obtained by analyzing the curve analysis model after successful training.

[0068] The platform end is maintained and managed by the platform party, and is generally established based on cloud platform technology, including an antenna summary module;

[0069] The antenna summarization module is used to summarize and analyze the mobile phone antenna, receive antenna feedback data sent by each user terminal in real time, set the antenna performance spectrum of the corresponding mobile phone antenna according to the antenna feedback data, and synchronously share the antenna performance spectrum with the corresponding user terminal, that is, share the antenna performance spectrum with the user terminal corresponding to the mobile phone antenna.

[0070] In one embodiment, a method for setting an antenna performance map of a corresponding mobile phone antenna according to antenna feedback data includes:

[0071] Classify the received antenna feedback data according to the mobile phone antenna to obtain feedback classification data corresponding to the corresponding mobile phone antenna;

[0072] The platform has sufficient computing resources to establish an antenna analysis model, which is used to analyze the monitoring information of the mobile phone antenna, determine the status of the mobile phone antenna in various evaluation indicators, and then determine the index score of each evaluation indicator according to the percentage system.

[0073] The antenna feedback data in the feedback classification data is analyzed by the antenna analysis model to obtain the index scores of each evaluation index and integrate them into the antenna evaluation result, that is, the antenna evaluation result is composed of each index score; the additional data that has an impact on the antenna state, such as the mobile phone position, temperature, humidity, etc. corresponding to the antenna feedback data are identified and integrated and marked as conditional impact data; the antenna evaluation results and the corresponding conditional impact data are integrated into the antenna analysis material; the antenna analysis material is deduplicated;

[0074] Identify various health issues that the mobile phone antenna has, including normal status;

[0075] Perform health analysis on mobile phone antennas for each antenna analysis material based on the identified health problems, and determine the problem proportions of various health problems for the mobile phone antenna under the corresponding antenna analysis material; that is, based on the antenna analysis material, determine the probability and proportion of the corresponding health problem generating the antenna analysis material, and regard it as the problem proportion; this can be determined through simulation of the corresponding mobile phone antenna, statistical analysis based on historical mobile phone antenna test data, and other methods; it can also be determined based on subsequent actual health results of mobile phone antennas on the user side; integrate the antenna analysis material and the problem proportions of various health problems into antenna performance data; and dynamically update the antenna performance data based on subsequent data updates; that is, the antenna performance data includes antenna evaluation results, condition impact data, and problem proportions of various health problems.

[0076] Generate an antenna performance map based on the antenna performance data corresponding to the mobile phone antenna, that is, form a corresponding environmental distribution map based on the conditional influence data, and distribute it according to the preset order of environmental changes; add the corresponding antenna evaluation results and problem proportions at each position in the environmental distribution map; perform corresponding data sorting to facilitate subsequent data matching; mark the current environmental distribution map as the antenna performance map.

[0077] In one embodiment, the antenna analysis model can be established according to the intelligent model of the existing mobile phone antenna analysis, or the existing antenna analysis model can be directly applied to determine the monitoring status of the evaluation index; various monitoring states of the evaluation index are obtained so that the lowest and highest correspond to 0 and 100 respectively, and then the index score of each monitoring state is determined based on the interpolation method.

[0078] In one embodiment, the antenna analysis model can be established in the following manner:

[0079] The platform establishes a training set, which includes input data and output data. The input data is the monitoring data of the mobile phone antenna, and the output data is the index score of the corresponding evaluation index. An antenna analysis model is established based on a neural network such as a CNN network or a DNN network, and training is performed using the established training set. Analysis is performed using the antenna analysis model after successful training.

[0080] The above formulas are all calculated by removing dimensions and taking numerical values. The formula is a formula that is closest to the actual situation obtained by collecting a large amount of data and performing software simulation. The preset parameters and preset thresholds in the formula are set by technical personnel in this field according to actual conditions or obtained by simulating a large amount of data.

[0081] The above embodiments are only used to illustrate the technical method of the present invention rather than to limit it. Although the present invention has been described in detail with reference to the preferred embodiments, those skilled in the art should understand that the technical method of the present invention may be modified or replaced by equivalents without departing from the spirit and scope of the technical method of the present invention.

Claims

1. A mobile phone antenna health intelligent management system, characterized in that: Including platform side and user side; The user end includes an antenna monitoring module, a monitoring feedback module and a health analysis module; The antenna monitoring module is used to monitor the mobile phone antenna in real time and obtain monitoring information of the mobile phone antenna, wherein the monitoring information includes but is not limited to key indicator information, mobile phone location, and antenna model; The monitoring feedback module is used to perform data feedback analysis on the monitoring information, determine the antenna feedback data to be sent to the platform end, and send the antenna feedback data to the platform end; The health analysis module is used to perform health analysis on the mobile phone antenna according to the monitoring information, obtain the antenna performance map shared by the platform, and perform real-time analysis on the monitoring information through a preset health analysis model to obtain the corresponding antenna evaluation result, which is composed of indicators of various evaluation indicators; Analyze the monitoring information and antenna evaluation results according to the antenna performance map to obtain the problem proportion corresponding to each health problem; Generate a health analysis graph according to the problem proportion of each health problem, wherein the health analysis graph is composed of problem curves of each health problem, wherein the horizontal axis of the problem curve is time and the vertical axis is the problem proportion; Perform health analysis on the mobile phone antenna according to the health analysis graph, determine the health assessment result of the mobile phone antenna, and perform health management according to the health assessment result; The platform end includes an antenna summarization module; The antenna summarization module is used to summarize and analyze the mobile phone antenna, receive antenna feedback data sent by each user terminal in real time, set the antenna performance spectrum of the corresponding mobile phone antenna according to the antenna feedback data, and share the antenna performance spectrum with the corresponding user terminal.

2. The mobile phone antenna health intelligent management system according to claim 1, characterized in that: Methods for data feedback analysis of monitoring information include: Identify the monitoring information, perform desensitization processing on the monitoring information, and obtain antenna feedback data; establish a feedback record library, wherein the feedback record library is used to store the antenna feedback data; Performing storage and analysis on the antenna feedback data through the feedback record library to obtain a storage and analysis result, wherein the storage and analysis result is to allow storage or prohibit storage; When the storage analysis result indicates that storage is allowed, the antenna feedback data is stored in the feedback record library, and the antenna feedback data is sent to the platform end; When the storage analysis result indicates that storage is prohibited, no corresponding processing is performed.

3. The mobile phone antenna health intelligent management system according to claim 2, characterized in that: The method for storing and analyzing antenna feedback data through the feedback record library includes: Establishing a feedback information graph according to the feedback record library; establishing a storage analysis model; analyzing the antenna feedback data and the feedback information graph through the storage analysis model to obtain a storage analysis value of the antenna feedback data; When the storage analysis value is 1, the storage analysis result is that storage is allowed; When the storage analysis value is 0, the storage analysis result is storage prohibited.

4. The mobile phone antenna health intelligent management system according to claim 3, characterized in that: The method of building a feedback information map includes: Identify the antenna feedback data stored in the feedback record library, identify the mobile phone location and antenna model corresponding to the antenna feedback data, and generate a regional map of the antenna model according to the mobile phone location; Information is supplemented at a corresponding position in the area map according to the antenna feedback data to obtain a feedback information map.

5. The mobile phone antenna health intelligent management system according to claim 3, characterized in that: The expression for storing the analytical model is: In the formula: (A, TU) is the input data, A is the antenna feedback data that needs to be stored and analyzed, and TU is the feedback information graph; A→TU means that the update requirements of the feedback information graph are met; the output data is the storage analysis value CH(A, TU), and the storage analysis value is 1 or 0.

6. The mobile phone antenna health intelligent management system according to claim 2, characterized in that: When the antenna feedback data is stored in the feedback record library, the feedback information map is updated according to the antenna feedback data.

7. The mobile phone antenna health intelligent management system according to claim 1, characterized in that: Methods of health management based on health assessment results include: The platform establishes a health management library, which is used to store health management measures corresponding to the health assessment results; Identify health assessment results, match corresponding health management measures from the health management library according to the health assessment results, and perform health management according to the health management measures.

8. The mobile phone antenna health intelligent management system according to claim 1, characterized in that: The antenna performance graph setting method includes: Classify the received antenna feedback data according to the mobile phone antenna to obtain feedback classification data of the corresponding mobile phone antenna; The platform establishes an antenna analysis model, which is used to analyze the monitoring information of the mobile phone antenna and obtain the index score of the mobile phone antenna on various evaluation indicators; Analyzing the antenna feedback data in the feedback classification data by using a preset antenna analysis model to obtain the index score of the antenna feedback data on each evaluation index, and integrating the index score on each evaluation index into an antenna evaluation result; Identifying conditional influence data corresponding to the antenna feedback data; integrating antenna evaluation results and conditional influence data corresponding to the antenna feedback data into antenna analysis materials; and deduplicating the antenna analysis materials; Identify various health problems of the mobile phone antenna; perform health analysis on the antenna analysis material according to the health problems, and determine the problem proportions of various health problems of the mobile phone antenna under the antenna analysis material; integrate the antenna analysis material and the problem proportions of various health problems into antenna performance data; An antenna performance graph of the mobile phone antenna is generated according to the antenna performance data.

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