Communication signal intensity intelligent detection method and system for touch screen

Abstract

The invention relates to the technical field of wireless communication signal strength detection, and discloses a communication signal strength intelligent detection method and system for a touch screen, and the system comprises a touch screen communication state recognition module, a touch screen communication information collection module, and a touch screen communication signal strength detection module. Intelligent detection of communication signal strength grade information of wireless communication network in touch screen operation process based on real-time wireless communication network type analysis information and real-time wireless communication network communication characteristic index information of touch screen in combination with artificial intelligence algorithm and standard set communication signal strength grade information of touch screen wireless communication network The digital dynamic detection of the communication signal intensity of the touch screen is realized, and the communication quality and the operation stability of the touch screen are improved.

Description

Technical Field

[0001] This invention relates to the technical field of wireless communication signal strength detection, specifically to an intelligent method and system for detecting communication signal strength for touchscreens. Background Technology

[0002] A touchscreen is essentially a sensor, consisting of a touch detection component and a touchscreen controller. The touch detection component is installed in front of the display screen to detect the user's touch position and send the data to the touchscreen controller. The main function of the touchscreen controller is to receive touch information from the touch detection device, convert it into touch point coordinates, and send them to the CPU. It can also receive commands from the CPU and execute them to achieve precise control of user instructions. However, existing touchscreens cannot intelligently detect abnormal states in wireless communication networks, nor can they accurately detect the signal strength level of wireless communication networks.

[0003] Chinese invention patent application CN107197422A, published on September 22, 2017, discloses a method and apparatus for detecting signals used for direct communication between UEs in a wireless communication system. The method involves sending first identification information, formed using a portion of information from a first UE, to a second UE; and sending a second identification signal, including the remaining portion of information about the first UE, to the second UE, wherein the transmission duration of the second identification signal is longer than that of the first identification signal. However, this wireless communication system cannot intelligently detect abnormal communication states, nor can it perform graded identification and detection of communication signal strength. Summary of the Invention

[0004] (a) Technical problems to be solved To address the existing issues that touchscreens cannot intelligently detect abnormal states in wireless communication networks or accurately detect the signal strength levels of wireless communication networks, this paper aims to achieve the following: intelligent identification of abnormal touchscreen communication states, autonomous detection of touchscreen wireless communication network types, categorized collection of touchscreen wireless communication network characteristic indicators, scientific detection of touchscreen wireless communication network signal strength levels, and improvement of touchscreen communication quality and stable operation.

[0005] (II) Technical Solution This invention is achieved through the following technical solution: an intelligent detection method for communication signal strength for a touchscreen, the method comprising the following steps: S1. Collect real-time operating interface image information of the touch screen, detect abnormal communication status of the wireless communication network during the operation of the touch screen, and obtain real-time communication abnormal status identification information of the touch screen; when normal, directly end the current touch screen wireless communication signal strength detection operation. S2. When an anomaly occurs, analyze the wireless communication network type during the operation of the touch screen to obtain real-time wireless communication network type analysis information; based on the wireless communication network type analysis information of the touch screen, match the communication characteristic index collection item information of the wireless communication network during the operation of the touch screen to obtain the real-time wireless communication network communication characteristic index collection item matching information and execute the communication characteristic index collection operation of the wireless communication network during the operation of the touch screen to obtain the real-time wireless communication network communication characteristic index information. S3. Based on the analysis information of the wireless communication network type and the communication characteristic index information of the wireless communication network of the touch screen, the communication signal strength level information of the wireless communication network during the operation of the touch screen is detected, and the real-time wireless communication network communication signal strength level detection information of the touch screen is obtained.

[0006] Preferably, the operation steps for acquiring real-time operating interface image information of the touch screen, detecting abnormal communication status of the wireless communication network during the operation of the touch screen, and obtaining real-time communication abnormal status identification information of the touch screen are as follows: When normal, the operation steps for directly ending the current touch screen wireless communication signal strength detection operation are as follows: S11. Capture the operating interface image information of the touch screen online during normal operation using screenshot software, and generate real-time operating interface image information of the touch screen; the screenshot software includes any one of Jinzhou Screenshot Software, Exhibition Hall Screen Flying Software, and Screen Recording Expert. S12. Based on the real-time operation interface image information of the touch screen and the touch screen communication abnormality status operation interface image matrix, perform analysis and processing of the communication abnormality status of the wireless communication network during the operation of the touch screen, and obtain the real-time communication abnormality status identification information of the touch screen; when the real-time communication abnormality status identification information of the touch screen is normal, directly end the current touch screen wireless communication signal strength detection operation.

[0007] Preferably, the abnormal communication status of the wireless communication network during the touchscreen operation is analyzed and processed based on the real-time operation interface image information of the touchscreen and the touchscreen communication abnormal status operation interface image matrix, and the real-time communication abnormal status identification information of the touchscreen is obtained; when the real-time communication abnormal status identification information of the touchscreen is normal, the operation steps for directly ending the current touchscreen wireless communication signal strength detection operation are as follows: S121. Establish a touchscreen communication abnormal state operation interface image matrix. ,in Indicates the first The touch screen communication abnormality status operation interface image information corresponding to the touch screen communication abnormality status type; the touch screen communication abnormality status type includes touch screen data transmission interruption, touch screen disconnection from network, touch screen distortion, touch screen flickering, and touch screen operation lag; the touch screen communication abnormality status operation interface image information represents the standard touch screen operation interface image information set for the touch screen communication abnormality status type. S122. Using a stacked autoencoder, the real-time running interface image information of the touch screen is combined with the abnormal state running interface image matrix of the touch screen. The touchscreen communication abnormality status running interface image information described in the text Perform image matching and generate real-time touchscreen communication anomaly identification information based on the image matching results; When the real-time running interface image of the touch screen matches the running interface image of the touch screen in an abnormal communication state, it indicates that there is an abnormality in the communication state of the wireless communication network during the operation of the touch screen; then the real-time communication abnormality status identification information of the touch screen is output as abnormal. If the real-time running interface image of the touch screen does not match the running interface image of the touch screen communication abnormality state, it indicates that there is no abnormality in the communication state of the wireless communication network during the operation of the touch screen; then the real-time communication abnormality state identification information of the touch screen is output as normal; at this time, the current touch screen wireless communication signal strength detection operation is directly terminated.

[0008] Preferably, when an anomaly occurs, the wireless communication network type during the touchscreen's operation is analyzed to obtain real-time wireless communication network type analysis information. Based on the touchscreen's wireless communication network type analysis information, the communication characteristic index collection item information of the wireless communication network during the touchscreen's operation is matched to obtain real-time wireless communication network communication characteristic index collection item matching information. The operation steps for obtaining real-time wireless communication network communication characteristic index information are as follows: S21. When the real-time communication abnormality status identification information of the touch screen is abnormal; perform wireless communication network type analysis processing on the touch screen operation process based on the real-time running interface image information of the touch screen and the touch screen wireless communication network running icon information set to obtain the real-time wireless communication network type analysis information of the touch screen. S22. Based on the real-time wireless communication network type analysis information of the touch screen and the information set of communication characteristic indicators of the touch screen wireless communication network, perform matching processing on the information set of communication characteristic indicators of the touch screen wireless communication network during operation to obtain matching information on the information set of communication characteristic indicators of the touch screen real-time wireless communication network. S23. Based on the matching information of the real-time wireless communication network communication characteristic index collection project of the touch screen, perform the communication characteristic index collection operation of the wireless communication network during the operation of the touch screen to obtain the real-time wireless communication network communication characteristic index information of the touch screen.

[0009] Preferably, when the real-time communication abnormality status identification information of the touch screen is abnormal; the operation steps for performing wireless communication network type analysis processing on the touch screen operation process based on the real-time running interface image information of the touch screen and the touch screen wireless communication network running icon information set to obtain the real-time wireless communication network type analysis information of the touch screen are as follows: S211. When the real-time communication abnormality status identification information of the touch screen is abnormal, establish a touch screen wireless communication network operation icon information set. ,in Indicates the first The touchscreen wireless communication network operation icon information corresponds to different wireless communication network types; the wireless communication network types include 4G wireless communication network, 5G wireless communication network, and WiFi wireless communication network; the touchscreen wireless communication network operation icon information represents the standard display image information of the touchscreen under normal operating conditions, set for different wireless communication network types of the touchscreen. S212. Using a deep belief network, the real-time running interface image information of the touch screen is combined with the running icon information set of the touch screen wireless communication network. The touchscreen wireless communication network operation icon information described in the text Image feature matching is performed to search for the touchscreen wireless communication network operation icon information that matches the real-time operating interface image information of the touchscreen. The corresponding wireless communication network type text information is used to generate real-time wireless communication network type analysis information for the touch screen after data identification.

[0010] Preferably, the steps for matching the communication characteristic index collection item information of the touch screen wireless communication network during operation based on the real-time wireless communication network type analysis information and the touch screen wireless communication network communication characteristic index collection item information set to obtain the touch screen real-time wireless communication network communication characteristic index collection item matching information are as follows: S221. Construct a project information set for collecting communication characteristic indicators of touch screen wireless communication network. ,in Indicates the first This document contains information on the collection of communication characteristic indicators for touchscreen wireless network types. The information represents the collection targets for standard wireless network communication characteristic indicators set for different wireless network types on the touchscreen. The wireless network communication characteristic indicators include 4G-RSRP, 4G-SINR, 4G-Bit Error Rate, 5G-RSRP, 5G-SINR, 5G-Bit Error Rate; WiFi-RSSI, WiFi-SINR, and WiFi-Bit Error Rate. S222. Use a breadth-first search algorithm to combine the real-time wireless communication network type analysis information of the touch screen with the information set of communication characteristic indicators of the touch screen wireless communication network. The touchscreen wireless communication network communication characteristic index collection project information described in the article Perform keyword matching for wireless communication network types to search for the touchscreen wireless communication network communication characteristic index collection project information corresponding to the real-time wireless communication network type analysis information of the touchscreen. Furthermore, it constructs a real-time wireless communication network for touchscreens to collect communication characteristic indicators and matching information for the project.

[0011] Preferably, the steps for performing the communication characteristic index collection operation of the touch screen's wireless communication network during operation, based on the matching information of the real-time wireless communication network communication characteristic index collection items, to obtain the real-time wireless communication network communication characteristic index information of the touch screen are as follows: S231. Based on the matching information of the real-time wireless communication network communication characteristic index collection project of the touch screen, the network monitoring platform is used to carry out online collection of communication characteristic indexes of the wireless communication network during the operation of the touch screen, and generate real-time wireless communication network communication characteristic index information of the touch screen. The network monitoring platform includes any one of the following: road test system software and network monitoring and analysis platform.

[0012] Preferably, the steps for detecting the signal strength level of the touchscreen's wireless communication network during operation based on the touchscreen's wireless communication network type analysis information and wireless communication network characteristic index information are as follows: S31. Establish a touchscreen wireless communication network signal strength level information matrix. ,in Indicates the first This document describes the touchscreen wireless network signal strength level information corresponding to different wireless network operation status types. The wireless network operation status type is represented by an index data type, primarily composed of touchscreen wireless network type analysis information and wireless network communication characteristic index information, used to match the touchscreen wireless network signal strength level information. The touchscreen wireless network signal strength level information represents standard wireless network signal strength level information set for different touchscreen wireless network operation status types. The wireless network signal strength levels include: 4G Superior, 4G Level 1, 4G Level 2, 4G Level 3, 4G Level 4, and 4G Level 5; 5G Superior, 5G Level 1, 5G Level 2, 5G Level 3, 5G Level 4, and 5G Level 5; and WiFi Superior, WiFi Level 1, WiFi Level 2, WiFi Level 3, WiFi Level 4, and WiFi Level 5. S32. Combine the real-time wireless communication network type analysis information and the real-time wireless communication network communication characteristic index information of the touch screen with the signal strength level information matrix of the touch screen wireless communication network. The touchscreen wireless communication network communication signal strength level information described in the text By performing character matching between the wireless communication network type and the wireless communication network characteristic index, the corresponding touchscreen wireless communication network signal strength level information is retrieved. The data is then used to generate real-time wireless communication network signal strength level detection information for the touchscreen. The specific steps for generating this information are as follows: S321. Initialization phase: Update the maximum number of iterations and initialize the population size L of honey badgers for signal strength identification and the signal strength level information matrix of individual honey badgers in the touchscreen wireless communication network. The formula for updating the honey badger's location in the search space, based on signal strength, is as follows: ,in This represents a random number taking values ​​in the interval (0,1). For L candidate individuals in the population, the first The location of an individual honey badger can be identified by the strength of its signal. and For the signal strength level information matrix of the touch screen wireless communication network The lower and upper bounds in the search space; S322. Define the search strength in the touchscreen wireless communication network signal strength level information matrix. Within the search space, the honey badger identifies the signal strength level information of the touchscreen wireless communication network that matches the touchscreen real-time wireless communication network type analysis information and the touchscreen real-time wireless communication network communication characteristic index information. The signal strength of the honey badger's search intensity is related to the prey's concentration and the distance between the prey and the honey badger. The higher the prey's odor intensity, the faster the honey badger moves. The formula for calculating the prey's odor intensity is... , , ,in Indicates the intensity of the prey's odor; Indicates source intensity or concentrated intensity; This indicates the distance between the prey and the individual honey badger identified by the current signal strength. A random number taking values ​​in the range (0,1). For L candidate individuals in the population, the first The signal strength identification of individual honey badgers is based on the signal strength level information matrix of the touchscreen wireless communication network. The location in the search space, The matrix represents the signal strength level information of the prey in the touchscreen wireless communication network. The position in the search space; S323. Update the density factor in the touchscreen wireless communication network signal strength level information matrix. Update density factor in search space To ensure signal strength identification of honey badgers in the touchscreen wireless communication network signal strength level information matrix. Within the search space, the process from exploration to mining smoothly retrieves the touchscreen wireless communication network signal strength level information that matches the touchscreen real-time wireless communication network type analysis information and the touchscreen real-time wireless communication network communication characteristic index information. Density factor The updated formula is ,in The maximum number of iterations, Indicates the number of iterations. It is a constant greater than or equal to 1. It is a random function; S324, Exiting Local Optimum: S324, S325, and S326 are used to escape local optimum regions. In this case, the algorithm uses a parameter to change the search direction and leverages probability to allow the signal strength of the honey badger individual to be strictly scanned and searched in the touchscreen wireless communication network signal strength level information matrix. The search space; S325. During the excavation phase, signal strength identification is used to detect the honey badger's heart-shaped movements within the touchscreen wireless communication network's signal strength level information matrix. Search the search space to find the touch screen wireless communication network signal strength level information that matches the touch screen real-time wireless communication network type analysis information and the touch screen real-time wireless communication network communication characteristic index information. The heart-shaped motion is simulated by the following formula: ,in This indicates that during the excavation phase, the signal strength of individual honey badgers is identified using the signal strength level information matrix in the touchscreen wireless communication network. The updated position in the search space. This indicates the honey badger's ability to obtain food based on signal strength. ≥1; , , These represent three distinct random numbers that take values ​​in the interval (0,1); To change the search direction parameter, The calculation formula is: ,in This represents a random number taking values ​​in the range (0,1); during the excavation phase, signal strength identification of honey badgers relies on the scent intensity of the prey, the distance between the prey and the prey, and the density factor. During the excavation activity, the signal strength identification of the honey badger will be interfered with, affecting its communication signal strength level information matrix in the touchscreen wireless communication network. The search space could not find the touchscreen wireless communication network signal strength level information that best matches the touchscreen real-time wireless communication network type analysis information and the touchscreen real-time wireless communication network communication characteristic index information. Prey location; S326, Honey Harvesting Stage: The signal strength level information matrix of the touchscreen wireless communication network... In the search space, signal strength identification is performed by a honey badger following a honey guide badger to a beehive. The search retrieves the signal strength level information of the touchscreen wireless communication network that matches the touchscreen real-time wireless communication network type analysis information and the touchscreen real-time wireless communication network communication characteristic index information. The simulation formula for signal strength identification of honey badgers following honey guide badgers to beehives is as follows: ,in The signal strength level information matrix on the touchscreen wireless communication network indicates the signal strength of individual honey badgers during the honey-collecting stage. The updated position in the search space; This represents a random number that takes values ​​in the interval (0,1). S327. When the maximum number of iterations is met, output the touchscreen wireless communication network signal strength level information that matches the touchscreen real-time wireless communication network type analysis information and the touchscreen real-time wireless communication network communication characteristic index information. The system generates real-time wireless communication network signal strength level detection information for the touchscreen through data identification; otherwise, it continues execution until the maximum number of iterations is met.

[0013] A smart detection system for communication signal strength for a touch screen is provided to implement the smart detection method for communication signal strength for a touch screen. The system includes a touch screen communication status recognition module, a touch screen communication information acquisition module, and a touch screen communication signal strength detection module. The touch screen communication status recognition module includes a touch screen real-time running interface image acquisition unit, a touch screen communication abnormal status running interface image storage unit, and a touch screen real-time communication abnormal status recognition unit. The real-time operating interface image acquisition unit of the touch screen acquires real-time operating interface image information of the touch screen through screenshot software; the touch screen communication abnormality state operating interface image storage unit is used to store the touch screen communication abnormality state operating interface image; the touch screen real-time communication abnormality state identification unit performs analysis and processing of communication abnormality state of wireless communication network during touch screen operation based on the real-time operating interface image information and the touch screen communication abnormality state operating interface image, and obtains touch screen real-time communication abnormality state identification information. The touch screen communication information acquisition module includes a touch screen wireless communication network operation icon storage unit, a touch screen real-time wireless communication network type analysis unit, a touch screen wireless communication network communication feature index acquisition item information storage unit, a touch screen real-time wireless communication network communication feature index acquisition item matching unit, and a touch screen real-time wireless communication network communication feature index acquisition unit. The touchscreen wireless communication network operation icon storage unit is used to store touchscreen wireless communication network operation icon information; the touchscreen real-time wireless communication network type analysis unit performs wireless communication network type analysis processing during touchscreen operation based on the touchscreen real-time operation interface image information and touchscreen wireless communication network operation icon information to obtain touchscreen real-time wireless communication network type analysis information; the touchscreen wireless communication network communication feature index collection item information storage unit is used to store touchscreen wireless communication network communication feature index collection item information; the touchscreen real-time wireless communication network communication feature index collection item matching unit performs communication feature index collection item matching processing for the touchscreen operation process wireless communication network based on the touchscreen real-time wireless communication network type analysis information and touchscreen wireless communication network communication feature index collection item information to obtain touchscreen real-time wireless communication network communication feature index collection item matching information; the touchscreen real-time wireless communication network communication feature index collection unit performs communication feature index collection work for the touchscreen operation process wireless communication network based on the touchscreen real-time wireless communication network communication feature index collection item matching information and the network monitoring platform to obtain touchscreen real-time wireless communication network communication feature index information. The touch screen communication signal strength detection module includes a touch screen wireless communication network communication signal strength level information storage unit and a touch screen real-time wireless communication network communication signal strength level detection unit. The touchscreen wireless communication network signal strength level information storage unit is used to store touchscreen wireless communication network signal strength level information; the touchscreen real-time wireless communication network signal strength level detection unit performs touchscreen operation process wireless communication network signal strength level information detection processing based on the touchscreen real-time wireless communication network type analysis information, the touchscreen real-time wireless communication network communication characteristic index information, and the touchscreen wireless communication network signal strength level information, to obtain touchscreen real-time wireless communication network signal strength level detection information.

[0014] (III) Beneficial Effects This invention provides a method and system for intelligent detection of communication signal strength for touchscreens. It offers the following advantages: 1. Accurately capture real-time operating interface image information of the touch screen using screenshot software to provide real data support for the scientific detection of abnormal touch screen communication status; based on the real-time operating interface image information of the touch screen, combined with intelligent image search algorithm and touch screen communication abnormal status operating interface image based on big data storage, accurately identify the communication abnormal status of the wireless communication network during the operation of the touch screen, realize dynamic intelligent identification of real-time touch screen communication abnormal status, and improve the accuracy of touch screen communication signal strength detection.

[0015] Second, based on the real-time operating interface image information of the touch screen, combined with the intelligent text search algorithm and the scientifically stored touch screen wireless communication network operation icon information, the wireless communication network type during the touch screen operation is autonomously determined, realizing efficient and accurate monitoring of the touch screen wireless communication network type and improving the accuracy of touch screen communication signal strength detection; based on the real-time wireless communication network type information of the touch screen, intelligent classification and collection of real-time wireless communication network communication characteristic index information of the touch screen is realized, realizing scientific collection of wireless communication network communication characteristic index parameters by classifying the touch screen wireless communication network type, and improving the scientificity and efficiency of touch screen communication signal strength detection.

[0016] Third, based on the analysis of real-time wireless communication network type information and real-time wireless communication network communication characteristic index information of the touch screen, combined with artificial intelligence algorithms and standard settings of touch screen wireless communication network communication signal strength level information, intelligent detection of the wireless communication network communication signal strength level information during touch screen operation is carried out, realizing digital dynamic detection of touch screen communication signal strength, and improving touch screen communication quality and operational stability. Attached Figure Description

[0017] Figure 1 A schematic diagram of a module for an intelligent communication signal strength detection system for a touch screen provided by the present invention; Figure 2 The flowchart illustrates an intelligent detection method for communication signal strength in a touchscreen, as provided by this invention. Detailed Implementation

[0018] The technical solutions of the embodiments of the present invention will be clearly and completely described below with reference to the accompanying drawings. Obviously, the described embodiments are only some embodiments of the present invention, and not all embodiments. Based on the embodiments of the present invention, all other embodiments obtained by those skilled in the art without creative effort are within the scope of protection of the present invention.

[0019] An embodiment of the intelligent detection method and system for communication signal strength for touch screens is as follows: Example 1: Please see Figures 1-2 A method for intelligent detection of communication signal strength for touchscreens, comprising the following steps: S1. Collect real-time operating interface image information of the touch screen, detect abnormal communication status of the wireless communication network during the operation of the touch screen, and obtain real-time communication abnormal status identification information of the touch screen; when normal, directly end the current touch screen wireless communication signal strength detection operation. S2. When an anomaly occurs, analyze the wireless communication network type during the operation of the touch screen to obtain real-time wireless communication network type analysis information; based on the wireless communication network type analysis information of the touch screen, match the communication characteristic index collection item information of the wireless communication network during the operation of the touch screen to obtain the real-time wireless communication network communication characteristic index collection item matching information and execute the communication characteristic index collection operation of the wireless communication network during the operation of the touch screen to obtain the real-time wireless communication network communication characteristic index information. S3. Based on the analysis information of the wireless communication network type and the communication characteristic index information of the wireless communication network of the touch screen, the communication signal strength level information of the wireless communication network during the operation of the touch screen is detected, and the real-time wireless communication network communication signal strength level detection information of the touch screen is obtained.

[0020] For further details, please refer to Figures 1-2 The process involves acquiring real-time image information of the touchscreen's operating interface, detecting communication anomalies in the touchscreen's wireless communication network during operation, and obtaining real-time communication anomaly identification information. When normal operation is achieved, the touchscreen wireless communication signal strength detection operation is terminated directly. The operational steps are as follows: S11. Capture the operating interface image information of the touch screen online during normal operation using screenshot software, and generate real-time operating interface image information of the touch screen; the screenshot software includes any one of Jinzhou Screenshot Software, Exhibition Hall Screen Flying Software, and Screen Recording Expert; S12. Based on the real-time operation interface image information and the touch screen communication abnormality status operation interface image matrix, analyze and process the communication abnormality status of the wireless communication network during the operation of the touch screen, and obtain the real-time communication abnormality status identification information of the touch screen; when the real-time communication abnormality status identification information of the touch screen is normal, directly end the current touch screen wireless communication signal strength detection operation.

[0021] Based on the real-time operating interface image information and the matrix of images showing abnormal operating states of the touchscreen communication network during operation, the abnormal communication states of the touchscreen communication network are analyzed and processed to obtain real-time abnormal communication state identification information. When the real-time abnormal communication state identification information is normal, the operation steps for directly ending the touchscreen wireless communication signal strength detection task are as follows: S121. Establish a touchscreen communication abnormal state operation interface image matrix. ,in Indicates the first The touchscreen communication abnormality status operation interface image information corresponding to the touchscreen communication abnormality status type; the touchscreen communication abnormality status types include touchscreen data transmission interruption, touchscreen network disconnection, touchscreen screen distortion, touchscreen flickering, and touchscreen operation lag; the touchscreen communication abnormality status operation interface image information represents the standard touchscreen operation interface image information set for the touchscreen communication abnormality status type; S122. Employ a stacked autoencoder to connect the real-time operating interface image information of the touchscreen with the touchscreen communication abnormal state operating interface image matrix. abnormal operation interface image information of the touch screen communication Perform image matching and generate real-time touchscreen communication anomaly identification information based on the image matching results; When the real-time running interface image of the touch screen matches the running interface image of the touch screen in an abnormal communication state, it indicates that there is an abnormality in the communication state of the wireless communication network during the operation of the touch screen; then the real-time communication abnormality status identification information of the touch screen is output as abnormal. If the real-time running interface image of the touch screen does not match the running interface image of the touch screen communication abnormality state, it indicates that there is no abnormality in the communication status of the wireless communication network during the operation of the touch screen; then the real-time communication abnormality status identification information of the touch screen is output as normal; at this time, the current touch screen wireless communication signal strength detection operation is directly terminated.

[0022] The real-time touchscreen interface image acquisition unit uses screenshot software to accurately capture real-time touchscreen interface image information, providing real data support for the scientific detection of abnormal touchscreen communication states. The real-time touchscreen communication anomaly identification unit, based on the real-time touchscreen interface image information combined with intelligent image search algorithms and touchscreen communication anomaly operation interface images based on big data storage, accurately identifies the communication anomalies in the wireless communication network during touchscreen operation, realizing dynamic intelligent identification of real-time touchscreen communication anomalies and improving the accuracy of touchscreen communication signal strength detection.

[0023] For further details, please refer to Figures 1-2 When an anomaly occurs, the wireless communication network type during the touchscreen's operation is analyzed to obtain real-time wireless communication network type analysis information. Based on this analysis information, the communication characteristic indicators of the touchscreen's wireless communication network during operation are matched to obtain real-time wireless communication network communication characteristic indicator matching information. The operation steps for obtaining real-time wireless communication network communication characteristic indicator information are as follows: S21. When the real-time communication abnormality status identification information of the touch screen is abnormal; perform wireless communication network type analysis processing on the touch screen operation process based on the real-time running interface image information of the touch screen and the running icon information set of the touch screen wireless communication network to obtain the real-time wireless communication network type analysis information of the touch screen. S22. Based on the analysis information of the real-time wireless communication network type of the touch screen and the information set of the communication characteristic index collection items of the touch screen wireless communication network, perform matching processing of the information set of the communication characteristic index collection items of the touch screen wireless communication network during operation to obtain the matching information of the real-time wireless communication network communication characteristic index collection items of the touch screen. S23. Based on the matching information of the real-time wireless communication network communication characteristic index collection project of the touch screen, perform the communication characteristic index collection operation of the wireless communication network during the operation of the touch screen to obtain the real-time wireless communication network communication characteristic index information of the touch screen.

[0024] When the real-time communication abnormality status identification information of the touch screen is abnormal; the operation steps for analyzing the wireless communication network type of the touch screen operation process based on the real-time running interface image information and the touch screen wireless communication network running icon information set are as follows: S211. When the real-time communication abnormality status identification information of the touch screen is abnormal, establish a set of touch screen wireless communication network operation icon information. ,in Indicates the first The touchscreen wireless communication network operation icon information corresponds to different wireless communication network types; the wireless communication network types include 4G wireless communication network, 5G wireless communication network, and WiFi wireless communication network; the touchscreen wireless communication network operation icon information represents the standard display image information of the touchscreen under normal operating conditions for different wireless communication network types. S212. Employ a deep belief network to integrate the real-time operating interface image information of the touchscreen with the operating icon information set of the touchscreen wireless communication network. Touchscreen wireless communication network operation icon information Image feature matching is performed to search for touchscreen wireless communication network operation icons that match the real-time operating interface image information of the touchscreen. The corresponding wireless communication network type text information is used to generate real-time wireless communication network type analysis information for the touch screen after data identification.

[0025] The steps for matching the information on the communication characteristic indicators of the touchscreen wireless communication network during operation, based on the analysis of the touchscreen real-time wireless communication network type and the information set of the touchscreen wireless communication network communication characteristic indicators, are as follows: S221. Construct a project information set for collecting communication characteristic indicators of touch screen wireless communication network. ,in Indicates the first This document contains information on the collection of communication characteristic indicators for touchscreen wireless network types. The information represents the collection targets for standard wireless network communication characteristic indicators set for different wireless network types on touchscreens. These indicators include 4G-RSRP, 4G-SINR, 4G-Bit Error Rate, 5G-RSRP, 5G-SINR, 5G-Bit Error Rate, WiFi-RSSI, WiFi-SINR, and WiFi-Bit Error Rate. S222. Employ a breadth-first search algorithm to combine the real-time wireless communication network type analysis information of the touch screen with the information set of communication characteristic indicators of the touch screen wireless communication network. Information on the collection of communication characteristic indicators of touch screen wireless communication network Perform keyword matching for wireless communication network types to search for touchscreen wireless communication network communication characteristic index collection project information corresponding to the real-time touchscreen wireless communication network type analysis information. Furthermore, it constructs a real-time wireless communication network for touchscreens to collect communication characteristic indicators and matching information for the project.

[0026] The steps for collecting communication characteristic indicators of the touchscreen's real-time wireless communication network during operation, based on the matching information of the real-time wireless communication network communication characteristic indicators collection project, are as follows: S231. Based on the matching information of the real-time wireless communication network communication characteristic index collection project of the touch screen, the network monitoring platform is used to carry out online collection of communication characteristic index of the wireless communication network during the operation of the touch screen, and generate real-time wireless communication network communication characteristic index information of the touch screen. The network monitoring platform includes any one of the following: road test system software and network monitoring and analysis platform.

[0027] The touchscreen real-time wireless communication network type analysis unit autonomously determines the wireless communication network type during touchscreen operation based on real-time interface image information, intelligent text search algorithm, and scientifically stored touchscreen wireless communication network operation icon information. This achieves efficient and accurate monitoring of touchscreen wireless communication network type and improves the accuracy of touchscreen communication signal strength detection. The touchscreen real-time wireless communication network characteristic indicator acquisition matching unit and the touchscreen real-time wireless communication network characteristic indicator acquisition unit work together to intelligently classify and acquire touchscreen real-time wireless communication network characteristic indicator information based on touchscreen real-time wireless communication network type information. This enables scientific acquisition of wireless communication network characteristic indicator parameters based on touchscreen wireless communication network type classification, improving the scientific rigor and efficiency of touchscreen communication signal strength detection.

[0028] For further details, please refer to Figures 1-2 The steps for detecting the real-time wireless communication network signal strength level of the touchscreen during operation, based on the analysis information of the touchscreen's wireless communication network type and communication characteristic indicators, are as follows: S31. Establish a touchscreen wireless communication network signal strength level information matrix. ,in Indicates the first This document describes the touchscreen wireless network signal strength level information corresponding to different wireless network operation status types. The wireless network operation status type is represented by an index data type, primarily composed of touchscreen wireless network type analysis information and wireless network communication characteristic index information, used to match the touchscreen wireless network signal strength level information. The touchscreen wireless network signal strength level information represents the standard wireless network signal strength level information set for different touchscreen wireless network operation status types. The wireless network signal strength levels include: 4G Superior, 4G Level 1, 4G Level 2, 4G Level 3, 4G Level 4, 4G Level 5; 5G Superior, 5G Level 1, 5G Level 2, 5G Level 3, 5G Level 4, 5G Level 5; and WiFi Superior, WiFi Level 1, WiFi Level 2, WiFi Level 3, WiFi Level 4, and WiFi Level 5. S32. Combine the touchscreen real-time wireless communication network type analysis information and touchscreen real-time wireless communication network communication characteristic index information with the touchscreen wireless communication network communication signal strength level information matrix. Information on the signal strength level of the wireless communication network of the touch screen By performing character matching between wireless communication network type and wireless communication network characteristic indicators, the corresponding touchscreen wireless communication network signal strength level information is retrieved. The data is then used to generate real-time wireless communication network signal strength level detection information for the touchscreen. The specific steps for generating this information are as follows: S321. Initialization phase: Update the maximum number of iterations and initialize the population size L of honey badgers for signal strength identification and the signal strength level information matrix of individual honey badgers in the touchscreen wireless communication network. The formula for updating the honey badger's location in the search space, based on signal strength, is as follows: ,in This represents a random number taking values ​​in the interval (0,1). For L candidate individuals in the population, the first The location of an individual honey badger can be identified by the strength of its signal. and For touch screen wireless communication network communication signal strength level information matrix The lower and upper bounds in the search space; S322. Define the search strength in the touchscreen wireless communication network signal strength level information matrix. Within the search space, the honey badger identifies signal strength levels of touchscreen wireless communication networks that match the touchscreen real-time wireless communication network type analysis information and touchscreen real-time wireless communication network communication characteristic index information. The signal strength of the honey badger's search intensity is related to the prey's concentration and the distance between the honey badger and the prey. The higher the prey's odor intensity, the faster the honey badger moves. The formula for calculating the prey's odor intensity is... , , ,in Indicates the intensity of the prey's odor; Indicates source intensity or concentrated intensity; This indicates the distance between the prey and the individual honey badger identified by the current signal strength. A random number taking values ​​in the range (0,1). For L candidate individuals in the population, the first Individual honey badger signal strength level information matrix in touchscreen wireless communication network. The location in the search space, This matrix represents the signal strength level information of the prey in the touchscreen wireless communication network. The position in the search space; S323. Update the density factor in the touchscreen wireless communication network signal strength level information matrix. Update density factor in search space To ensure signal strength identification of honey badgers in touchscreen wireless communication network signal strength level information matrix Within the search space, the process from exploration to mining smoothly retrieves touchscreen wireless communication network signal strength level information that matches the touchscreen real-time wireless communication network type analysis information and touchscreen real-time wireless communication network communication characteristic index information. Density factor The updated formula is ,in The maximum number of iterations, Indicates the number of iterations. It is a constant greater than or equal to 1. It is a random function; S324, Exiting Local Optimum: S324, S325, and S326 are used to escape local optimum regions. In this case, the algorithm uses a parameter to change the search direction and leverages probability to allow the signal strength of individual honey badgers to be strictly scanned and searched in the touchscreen wireless communication network signal strength level information matrix. The search space; S325. During the excavation phase, signal strength identification is used when the honey badger performs a heart-shaped motion in a touchscreen wireless communication network signal strength level information matrix. Search the search space to find touchscreen wireless communication network signal strength level information that matches the touchscreen real-time wireless communication network type analysis information and touchscreen real-time wireless communication network communication characteristic index information. The heart-shaped motion is simulated by the following formula: ,in This indicates the signal strength level information matrix used to identify individual honey badgers in the touchscreen wireless communication network during the excavation phase. The updated position in the search space. This indicates the honey badger's ability to obtain food based on signal strength. ≥1; , , These represent three distinct random numbers that take values ​​in the interval (0,1); To change the search direction parameter, The calculation formula is ,in This represents a random number taking values ​​in the range (0,1); during the excavation phase, signal strength identification of honey badgers relies on the scent intensity of the prey, the distance between the prey and the prey, and the density factor. During the excavation activity, the signal strength identification of the honey badger will be interfered with, causing it to be affected by the touchscreen wireless communication network signal strength level information matrix. The search space could not find the touchscreen wireless communication network signal strength level information that best matches the touchscreen real-time wireless communication network type analysis information and touchscreen real-time wireless communication network communication characteristic index information. Prey location; S326, Honey Harvesting Stage, in the touchscreen wireless communication network signal strength level information matrix In the search space, signal strength identification was performed using a honey badger that followed a honey guide to a beehive. The search retrieved signal strength levels of the touchscreen wireless communication network that matched the touchscreen real-time wireless communication network type analysis information and the touchscreen real-time wireless communication network communication characteristic index information. The simulation formula for signal strength identification of honey badgers following honey guide badgers to beehives is as follows: ,in This matrix represents the signal strength level information of individual honey badgers in the touchscreen wireless communication network during the honey-collecting stage. The updated position in the search space; This represents a random number that takes values ​​in the interval (0,1). S327. When the maximum number of iterations is met, output the touchscreen wireless communication network signal strength level information that matches the touchscreen real-time wireless communication network type analysis information and the touchscreen real-time wireless communication network communication characteristic index information. The system generates real-time wireless communication network signal strength level detection information for the touchscreen through data identification; otherwise, it continues execution until the maximum number of iterations is met.

[0029] The touchscreen real-time wireless communication network signal strength level detection unit intelligently detects the signal strength level of the touchscreen's wireless communication network during operation by combining the touchscreen's real-time wireless communication network type analysis information and real-time wireless communication network communication characteristic index information with artificial intelligence algorithms and standard settings. This achieves digital dynamic detection of touchscreen communication signal strength, improving touchscreen communication quality and operational stability.

[0030] Example 2: Please see Figures 1-2A smart detection system for communication signal strength for touch screens is provided to implement a smart detection method for communication signal strength for touch screens. The system includes a touch screen communication status recognition module, a touch screen communication information acquisition module, and a touch screen communication signal strength detection module. The touch screen communication status recognition module includes a touch screen real-time running interface image acquisition unit, a touch screen communication abnormal status running interface image storage unit, and a touch screen real-time communication abnormal status recognition unit. The touch screen real-time running interface image acquisition unit acquires real-time running interface image information of the touch screen through screenshot software; the touch screen communication abnormal state running interface image storage unit is used to store the touch screen communication abnormal state running interface image; the touch screen real-time communication abnormal state identification unit analyzes and processes the communication abnormal state of the wireless communication network during the operation of the touch screen based on the touch screen real-time running interface image information and the touch screen communication abnormal state running interface image, and obtains touch screen real-time communication abnormal state identification information. The touch screen communication information acquisition module includes a touch screen wireless communication network operation icon storage unit, a touch screen real-time wireless communication network type analysis unit, a touch screen wireless communication network communication characteristic index acquisition item information storage unit, a touch screen real-time wireless communication network communication characteristic index acquisition item matching unit, and a touch screen real-time wireless communication network communication characteristic index acquisition unit. The touchscreen wireless communication network operation icon storage unit stores touchscreen wireless communication network operation icon information; the touchscreen real-time wireless communication network type analysis unit analyzes the wireless communication network type during touchscreen operation based on the touchscreen real-time operation interface image information and the touchscreen wireless communication network operation icon information to obtain touchscreen real-time wireless communication network type analysis information; the touchscreen wireless communication network communication feature index collection item information storage unit stores touchscreen wireless communication network communication feature index collection item information; the touchscreen real-time wireless communication network communication feature index collection item matching unit matches the touchscreen real-time wireless communication network wireless communication feature index collection item information with the touchscreen real-time wireless communication network type analysis information to obtain touchscreen real-time wireless communication network communication feature index collection item matching information; and the touchscreen real-time wireless communication network communication feature index collection unit, based on the touchscreen real-time wireless communication network communication feature index collection item matching information and in conjunction with the network monitoring platform, performs touchscreen real-time wireless communication network communication feature index collection operations to obtain touchscreen real-time wireless communication network communication feature index information. The touch screen communication signal strength detection module includes a touch screen wireless communication network communication signal strength level information storage unit and a touch screen real-time wireless communication network communication signal strength level detection unit. The touchscreen wireless communication network signal strength level information storage unit is used to store touchscreen wireless communication network signal strength level information; the touchscreen real-time wireless communication network signal strength level detection unit performs touchscreen real-time wireless communication network signal strength level information detection processing based on touchscreen real-time wireless communication network type analysis information, touchscreen real-time wireless communication network communication characteristic index information, and touchscreen wireless communication network signal strength level information to obtain touchscreen real-time wireless communication network signal strength level detection information.

[0031] Although embodiments of the invention have been shown and described, it will be understood by those skilled in the art that various changes, modifications, substitutions and alterations can be made to these embodiments without departing from the principles and spirit of the invention, the scope of which is defined by the appended claims and their equivalents.

Claims

1. A method for intelligent detection of communication signal strength for touchscreens, characterized in that, The method includes the following steps: S1. Collect real-time operating interface image information of the touch screen, detect abnormal communication status of the wireless communication network during the operation of the touch screen, and obtain real-time communication abnormal status identification information of the touch screen; when normal, directly end the current touch screen wireless communication signal strength detection operation. S2. When an anomaly occurs, analyze the wireless communication network type during the operation of the touch screen to obtain real-time wireless communication network type analysis information; based on the wireless communication network type analysis information of the touch screen, match the communication characteristic index collection item information of the wireless communication network during the operation of the touch screen to obtain the real-time wireless communication network communication characteristic index collection item matching information and execute the communication characteristic index collection operation of the wireless communication network during the operation of the touch screen to obtain the real-time wireless communication network communication characteristic index information. S3. Based on the analysis information of the wireless communication network type and the communication characteristic index information of the wireless communication network of the touch screen, the communication signal strength level information of the wireless communication network during the operation of the touch screen is detected, and the real-time wireless communication network communication signal strength level detection information of the touch screen is obtained.

2. The intelligent detection method for communication signal strength for a touchscreen according to claim 1, characterized in that: The operation steps of S1 are as follows: S11. Capture the operating interface image information of the touch screen online during normal operation using screenshot software, and generate real-time operating interface image information of the touch screen. S12. Based on the real-time operation interface image information of the touch screen and the touch screen communication abnormality status operation interface image matrix, perform analysis and processing of the communication abnormality status of the wireless communication network during the operation of the touch screen, and obtain the real-time communication abnormality status identification information of the touch screen; when the real-time communication abnormality status identification information of the touch screen is normal, directly end the current touch screen wireless communication signal strength detection operation.

3. The intelligent detection method for communication signal strength for a touchscreen according to claim 2, characterized in that: The operation steps of S12 are as follows: S121. Establish a touchscreen communication abnormal state operation interface image matrix. The include ;in Indicates the first The touch screen communication abnormality status operation interface image information corresponding to the various touch screen communication abnormality status types; S122, Using a stacked autoencoder, the real-time running interface image information of the touchscreen is compared with the... The above Perform image matching and generate real-time touchscreen communication anomaly identification information based on the image matching results; When the real-time running interface image of the touch screen is matched with the running interface image of the touch screen communication abnormal state, the real-time communication abnormal state identification information of the touch screen is output as abnormal. If neither the real-time running interface image of the touch screen nor the running interface image of the touch screen communication abnormal state is matched, the real-time communication abnormal state identification information of the touch screen is output as normal. At this point, the current touchscreen wireless communication signal strength detection operation will be terminated.

4. The intelligent detection method for communication signal strength for a touchscreen according to claim 3, characterized in that: The operation steps of S2 are as follows: S21. When the real-time communication abnormality status identification information of the touch screen is abnormal; perform wireless communication network type analysis processing on the touch screen operation process based on the real-time running interface image information of the touch screen and the touch screen wireless communication network running icon information set to obtain the real-time wireless communication network type analysis information of the touch screen. S22. Based on the real-time wireless communication network type analysis information of the touch screen and the information set of communication characteristic indicators of the touch screen wireless communication network, perform matching processing on the information set of communication characteristic indicators of the touch screen wireless communication network during operation to obtain matching information on the information set of communication characteristic indicators of the touch screen real-time wireless communication network. S23. Based on the matching information of the real-time wireless communication network communication characteristic index collection project of the touch screen, perform the communication characteristic index collection operation of the wireless communication network during the operation of the touch screen to obtain the real-time wireless communication network communication characteristic index information of the touch screen.

5. The intelligent detection method for communication signal strength for a touchscreen according to claim 4, characterized in that: The operation steps of S21 are as follows: S211. When the real-time communication abnormality status identification information of the touch screen is abnormal, establish a touch screen wireless communication network operation icon information set. The include ;in Indicates the first The touchscreen wireless communication network operation icon information corresponding to each type of wireless communication network; S212. Using a deep belief network, the real-time operating interface image information of the touchscreen is compared with the... The above Perform image feature matching to search for images that match the real-time operating interface information of the touchscreen. The corresponding wireless communication network type text information is used to generate real-time wireless communication network type analysis information for the touch screen after data identification.

6. The intelligent detection method for communication signal strength for a touchscreen according to claim 5, characterized in that: The operation steps of S22 are as follows: S221. Construct a project information set for collecting communication characteristic indicators of touch screen wireless communication network. The include ;in Indicates the first Information on the communication characteristic indicators of touch screen wireless communication networks corresponding to various wireless communication network types; S222, The width-first search algorithm is used to combine the real-time wireless communication network type analysis information of the touch screen with the... The above Perform keyword matching for wireless communication network types to search for the corresponding information in the real-time wireless communication network type analysis of the touchscreen. Furthermore, it constructs a real-time wireless communication network for touchscreens to collect communication characteristic indicators and matching information for the project.

7. The intelligent detection method for communication signal strength for a touchscreen according to claim 6, characterized in that: The operation steps of S23 are as follows: S231. Based on the matching information of the real-time wireless communication network communication characteristic index collection project of the touch screen, the network monitoring platform is used to carry out online collection of communication characteristic indexes of the wireless communication network during the operation of the touch screen, and generate real-time wireless communication network communication characteristic index information of the touch screen.

8. The intelligent detection method for communication signal strength for a touchscreen according to claim 7, characterized in that: The operation steps of S3 are as follows: S31. Establish a touchscreen wireless communication network signal strength level information matrix. The include ;in Indicates the first The touchscreen displays the signal strength level information of the wireless communication network corresponding to the various operating status types of the wireless communication network. S32, Combine the touchscreen real-time wireless communication network type analysis information and the touchscreen real-time wireless communication network communication characteristic index information with the... The above Perform character matching between wireless communication network type and wireless communication network communication characteristic index to search for the corresponding information in the real-time wireless communication network type analysis information and the real-time wireless communication network communication characteristic index information of the touch screen. The data is then used to generate real-time wireless communication network signal strength level detection information for the touchscreen. The specific steps for generating this information are as follows: S321. Initialization phase: Update the maximum number of iterations and the initial population size L for honey badgers identified by signal strength recognition, and the number of honey badgers identified by signal strength in the [previous phase]. The position in the search space; S322, Define the search strength, in the... In the search space, the signal strength identification of the honey badger searches for signals that match the real-time wireless communication network type analysis information and the real-time wireless communication network communication characteristic index information of the touch screen. The signal strength of the honey badger is related to its search intensity, the concentration of its prey, and the distance between the honey badger and the prey. The higher the intensity of the prey's scent, the faster the honey badger moves. S323, Update the density factor, in the... Update density factor in search space To ensure signal strength for identifying honey badgers in the area Within the search space, the process from exploration to mining smoothly retrieves data that matches the real-time wireless communication network type analysis information and the communication characteristic index information of the touchscreen. ; S324, Exiting Local Optimum: S324, S325, and S326 are used to escape local optimum regions. In this case, the algorithm uses a parameter to change the search direction, leveraging probability to allow the signal strength to identify individual honey badgers through a rigorous scanning search. The search space; S325. During the excavation phase, signal strength identification indicates that the honey badger is performing a heart-shaped motion as described in the... Search the search space to find the information that matches the real-time wireless communication network type analysis information and the real-time wireless communication network communication characteristic index information of the touch screen. During the excavation phase, the identification of honey badgers by signal intensity relies on the scent intensity of the prey, the distance between the prey and the density factor. During excavation activities, the signal strength identification of honey badgers can be interfered with, causing them to be located in... The search space could not find the most matching information for the real-time wireless communication network type analysis and the real-time wireless communication network communication characteristic index information of the touch screen. Prey location; S326, Honey Harvesting Stage, as described above In the search space, signal strength identification is performed by a honey badger following a honey guide badger to a beehive. The search identifies the honey badger that matches the real-time wireless communication network type analysis information and the real-time wireless communication network communication characteristic index information of the touchscreen. ; S327. When the maximum number of iterations is met, output the information that matches the real-time wireless communication network type analysis information and the real-time wireless communication network communication characteristic index information of the touch screen. The system generates real-time wireless communication network signal strength level detection information for the touchscreen through data identification; otherwise, it continues execution until the maximum number of iterations is met.

9. A smart communication signal strength detection system for a touchscreen, used to implement the smart communication signal strength detection method for a touchscreen according to any one of claims 1-8, characterized in that: The system includes a touch screen communication status recognition module, a touch screen communication information acquisition module, and a touch screen communication signal strength detection module.

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