Membrane switch test data processing method and system based on data analysis

Abstract

The present invention relates to the technical field of data processing, and discloses a membrane switch test data processing method and system based on data analysis, the system comprising a pressing quality detection parameter identification module, a pressing quality detection operation processing module, and a pressing quality detection result analysis module; a scientific analysis of the pressing force of a membrane switch pressing quality detection is performed by combining standard preset pressing quality detection pressing force parameters with an intelligent search algorithm and a membrane switch test product text parameter, so as to achieve accurate identification of pressing force parameters of different types of membrane switches for pressing quality detection; the pressing frequency of a membrane switch pressing quality detection is accurately matched by combining the membrane switch test product text parameter with an intelligent search algorithm and a pressing frequency parameter of a pressing quality detection, so as to achieve autonomous identification of pressing frequency parameters of different types of membrane switches for pressing quality detection, thereby improving the efficiency and accuracy of processing of membrane switch pressing quality detection operation data.

Description

Technical Field

[0001] The present invention relates to the technical field of data processing, and in particular to a membrane switch test data processing method and system based on data analysis. Background Art

[0002] The membrane switch is an operating system that integrates key functions, indicating elements, and instrument panels. It consists of four parts: panel, upper circuit, isolation layer, and lower circuit. When the membrane switch is pressed, the contacts of the upper circuit deform downward and contact and conduct with the plates of the lower circuit. After the finger is released, the contacts of the upper circuit rebound, the circuit is disconnected, and the loop triggers a signal. The membrane switch has a rigorous structure, beautiful appearance, and good sealing. It has the characteristics of moisture resistance and long service life. It is widely used in electronic communications, electronic measurement instruments, industrial control, medical equipment, automotive industry, smart toys, household appliances and other fields; the finished membrane switch needs to be subjected to a press fatigue test before leaving the factory to detect the product quality of the membrane switch. However, the existing membrane switch press quality detection cannot intelligently analyze the parameters of pressing force, pressing frequency, and test operation times according to the product model, and it also cannot perform efficient and intelligent analysis of the press quality detection results of the membrane switch.

[0003] The Chinese invention patent with announcement number CN116992388B discloses a membrane switch test data processing method based on data analysis, which calculates the adjacent feature data set, the response tightness of each membrane switch test data; the switching response fluctuation coefficient of each membrane switch test data, the steady-state variation coefficient of each membrane switch test data, and the contraction factor coefficient of each membrane switch test data; at the same time, each membrane switch abnormal state data set is obtained; the membrane switch test sample matrix is ​​obtained, and the abnormal reference value of the membrane switch test data is obtained; the accuracy of the detection of abnormal membrane switch test data is improved; however, the above technical scheme cannot accurately match the test parameters of the membrane switch quality test process, nor can it make scientific and accurate judgments on the quality test results of the membrane switch. Summary of the invention

[0004] 1. Technical issues to be resolved

[0005] In order to solve the problem that the above-mentioned existing membrane switch pressing quality detection cannot intelligently analyze the pressing force, pressing frequency and test operation times parameters according to the product model, and at the same time cannot perform efficient and intelligent analysis of the membrane switch pressing quality detection results, the above intelligent matching of membrane switch pressing quality detection parameters, efficient execution of membrane switch pressing quality detection operations, and accurate analysis of membrane switch pressing quality detection results are achieved to improve the efficiency and accuracy of membrane switch quality detection.

[0006] (II) Technical solution

[0007] The present invention is implemented by the following technical solution: a membrane switch test data processing method based on data analysis, the method comprising the following steps:

[0008] S1. Collecting membrane switch test product text data;

[0009] S2, performing matching processing of the pressing force required for the pressing quality detection of the membrane switch test product based on the membrane switch test product text data and the pressing force data for the pressing quality detection, and generating the pressing force data for the pressing quality detection of the membrane switch;

[0010] S3, performing matching processing of the pressing frequency required for the pressing quality detection of the membrane switch test product according to the membrane switch test product text data and the pressing frequency data for the pressing quality detection, and generating the pressing frequency data for the pressing quality detection of the membrane switch;

[0011] S4, performing identification processing on the number of tests required for the membrane switch test product pressing quality detection operation according to the membrane switch test product text data and the number of tests for the pressing quality detection operation, and generating the number of tests for the membrane switch pressing quality detection operation;

[0012] S5. Perform the membrane switch pressing quality inspection operation according to the pressing force, pressing frequency and operation test times matched by the membrane switch test product pressing quality inspection.

[0013] S6, collecting appearance image data of membrane switch pressing quality inspection and analyzing and processing the pressing quality inspection result of the membrane switch test product with qualified image data of membrane switch pressing quality inspection to generate membrane switch pressing quality inspection analysis data;

[0014] S7, pushing the membrane switch pressing quality detection and analysis data to the membrane switch quality inspection control terminal and outputting it.

[0015] Preferably, the steps of collecting the membrane switch test product text data are as follows:

[0016] S11. Input text information of the membrane switch product to be tested online through the product information dialog box and generate membrane switch test product text data k, wherein the membrane switch test product text data includes the name, model, specification, number, function and manufacturer of the membrane switch.

[0017] The present invention uses a product information dialog box to accurately collect text parameters of membrane switch test products, thereby providing accurate data support for scientifically analyzing membrane switch pressing quality detection parameters.

[0018] Preferably, the steps of performing matching processing of the pressing force required for the pressing quality detection of the membrane switch test product based on the membrane switch test product text data and the pressing force data for the pressing quality detection and generating the pressing force data for the membrane switch pressing quality detection are as follows:

[0019] S21, establish the pressing quality detection pressing force data set A=(a1,…,a x ,…,a σ ), x=1,2,3,…,σ; where a x represents the pressing force data of the pressing quality test corresponding to the x-th membrane switch test product, σ represents the maximum number of membrane switch test product types, and the pressing quality test pressing force data represents the standard pressing force numerical data acting on the surface of the membrane switch during the pressing fatigue test of different types of membrane switches, a x The unit of is Newton;

[0020] S22, using a breadth-first search algorithm to compare the membrane switch test product text data k with the pressing quality detection pressing force data a in the pressing quality detection pressing force data set A. x Perform a membrane switch product text character match to search for the pressing quality detection pressing force data a corresponding to the membrane switch test product text data k x And generate the membrane switch pressing quality detection pressing force data through data identification , The unit is Newton.

[0021] The present invention performs scientific analysis of the pressing force of the membrane switch pressing quality detection through standard preset pressing quality detection pressing force parameters combined with a breadth-first search algorithm and a membrane switch test product text parameter, thereby achieving the effect of accurately identifying the pressing force parameters of different types of membrane switches for pressing quality detection.

[0022] Preferably, the steps of performing matching processing of the pressing frequency required for the pressing quality detection of the membrane switch test product according to the membrane switch test product text data and the pressing frequency data for the pressing quality detection and generating the pressing frequency data for the membrane switch pressing quality detection are as follows:

[0023] S31, establish the pressing quality detection pressing frequency data set B = (b1, ..., b x ,…,b σ ), where b x represents the pressing quality detection pressing frequency data corresponding to the x-th membrane switch test product, and the pressing quality detection pressing frequency data represents the frequency numerical data of the standard pressing action acting on the surface of the membrane switch during the pressing fatigue test of different types of membrane switches, b x The unit of is Hertz;

[0024] S32, using a depth-first search algorithm to compare the membrane switch test product text data k with the pressing quality detection pressing frequency data b in the pressing quality detection pressing frequency data set B. x Perform a membrane switch product text character match to search for the pressing quality detection pressing frequency data b corresponding to the membrane switch test product text data k x And generate the pressing frequency data of membrane switch pressing quality detection through data identification , The unit is Hertz.

[0025] The present invention combines the membrane switch test product text parameters with a depth-first search algorithm and a pressing frequency parameter for pressing quality detection to accurately match the pressing frequency of a membrane switch pressing quality detection, thereby achieving the effect of autonomously identifying pressing frequency parameters for pressing quality detection of different types of membrane switches.

[0026] Preferably, the steps of identifying the number of tests required for the membrane switch test product pressing quality detection operation according to the membrane switch test product text data and the number of tests for the pressing quality detection operation and generating the number of tests for the membrane switch pressing quality detection operation are as follows:

[0027] S41, establish the set of pressing quality inspection operation test times C = (c1, ..., c x ,…,c σ ), where c x Indicates the number of press quality detection operation tests corresponding to the x-th membrane switch test product, and the number of press quality detection operation tests indicates the total number of standard experimental actions of press fatigue tests on different types of membrane switch products;

[0028] S42, using an iterative deepening search algorithm to compare the membrane switch test product text data k with the pressing quality detection operation test number c in the pressing quality detection operation test number set C. x Performing membrane switch product text character matching to identify the number of pressing quality detection operation tests c corresponding to the membrane switch test product text data k x And generate the test times of membrane switch pressing quality inspection operation through data identification .

[0029] The present invention achieves the effect of efficient matching of the number of press quality detection operation tests for different types of membrane switches by accurately setting the number of press quality detection operation tests and combining iterative deepening search algorithm with membrane switch test product text parameters to perform intelligent identification of the number of press quality detection operation tests for membrane switches.

[0030] Preferably, the operation steps of performing the membrane switch pressing quality detection operation according to the pressing force, pressing frequency and operation test times matched by the membrane switch test product pressing quality detection are as follows:

[0031] S51, detecting pressing force data according to the pressing quality of the membrane switch , the membrane switch pressing quality detection pressing frequency data And the number of test times of the membrane switch pressing quality detection operation The control button life tester performs the pressing quality inspection operation on the membrane switch according to the pressing force, pressing frequency and operation test times matched by the pressing quality inspection.

[0032] The present invention achieves the effect of improving the stability and accuracy of the membrane switch pressing quality detection operation results by accurately performing the membrane switch pressing quality detection operation based on the pressing force, pressing frequency and operation test times scientifically analyzed by the membrane switch pressing quality detection.

[0033] Preferably, the steps of collecting the appearance image data of the membrane switch pressing quality inspection and analyzing the pressing quality inspection results of the membrane switch test product with the qualified image data of the membrane switch pressing quality inspection to generate the membrane switch pressing quality inspection analysis data are as follows:

[0034] S61. When the membrane switch pressing quality inspection operation is completed, the membrane switch surface appearance image data of the membrane switch test product after the pressing quality inspection operation is collected online through the cloud lens, and a membrane switch pressing quality inspection appearance image data set is generated. , ; where d o represents the collected o-th membrane switch pressing quality inspection appearance image data, Indicates the maximum value of the appearance image data quantity of the membrane switch pressing quality detection;

[0035] S62, establish a membrane switch pressing quality inspection qualified image data set E = (e l ,…,e u ,…,e τ ), u=1,2,3,…,τ; where e u represents the u-th type of qualified image data of the membrane switch pressing quality inspection, τ represents the maximum number of qualified image data of the membrane switch pressing quality inspection, and the qualified image data of the membrane switch pressing quality inspection represents the appearance image data of the membrane switch test product after the pressing quality inspection operation, showing that the membrane switch surface is not damaged or deformed;

[0036] S63, the membrane switch pressing quality detection appearance image data set D is converted into the membrane switch pressing quality detection appearance image data set D.o The membrane switch pressing quality detection qualified image data set E is the membrane switch pressing quality detection qualified image data set E. u Performing pattern feature matching, generating membrane switch pressing quality detection and analysis data F according to the pattern feature matching result, and executing the specific steps of generating the membrane switch pressing quality detection and analysis data F are as follows:

[0037] S631, initializing each honey source i, that is, initializing the membrane switch pressing quality inspection qualified image data set E of the membrane switch pressing quality inspection qualified image data e u Set as honey source; set honey source number τ, current iteration number t and maximum iteration number T; membrane switch pressing quality detection qualified image data e u The initial position U of nectar source i i , membrane switch pressing quality inspection qualified image data u The formula for generating the initial position of the nectar source is as follows: Randomly generate in the search space of the qualified image data set E for the membrane switch pressing quality detection, where rand represents a random number in (0,1), and η represent the upper and lower bounds of the search space of the qualified image data set E for membrane switch pressing quality detection, respectively;

[0038] S632: searching for the membrane switch pressing quality detection qualified image data set E in the membrane switch pressing quality detection qualified image data set E. u The initial position of the nectar source U i Assign hired bees. At the beginning of the search, hired bees search the membrane switch pressing quality detection qualified image data set E in the membrane switch pressing quality detection qualified image data set search space. u The initial position of the nectar source U i Around the position, according to the formula Search and generate new membrane switch pressing quality inspection qualified image data u New location of honey source That is, all the qualified image data set E of the membrane switch pressing quality inspection are searched out by traversing and finding all the qualified image data e of the membrane switch pressing quality inspection. u ;in Indicates randomly selecting a nectar source that is not equal to i from τ nectar sources, U δ Indicates random selection and membrane switch pressing quality inspection appearance image data d o Matching membrane switch pressing quality inspection qualified image datae u The location of the honey source δ in the search space of the qualified image data set E for the membrane switch pressing quality inspection, Represents a random number in the range [-1,1];

[0039] S633, according to the new membrane switch pressing quality detection qualified image data e u New location of honey source The fitness of the nectar source is determined according to the greedy selection method, that is, the nectar source that is retained is the nectar source that is related to the membrane switch pressing quality detection appearance image data d o Matching membrane switch pressing quality inspection qualified image datae u Honey source;

[0040] S634, the employed bees share the nectar source information, and the follower bees select the membrane switch pressing quality inspection appearance image data set E according to the probability value in the membrane switch pressing quality inspection appearance image data set D o Matching membrane switch pressing quality inspection qualified image datae u The honey source is searched, and the follower bee uses the membrane switch pressing quality inspection appearance image data shared by the employed bee. o Matching membrane switch pressing quality inspection qualified image datae u Honey source information, according to the probability formula , calculate the employed bees to find the appearance image data d related to the membrane switch pressing quality detection o Matching membrane switch pressing quality inspection qualified image datae u The probability of a nectar source being followed, where Indicates the new location of the nectar source The probability of being found and followed by hired bees, The following bee indicates the appearance image data d of the membrane switch pressing quality detection shared by the employed bee. o Matching new membrane switch pressing quality inspection qualified image datae u New location of honey source Adaptability;

[0041] S635, the follower bee searches in the search space of the membrane switch pressing quality inspection qualified image data set E in the same way as the employed bee, and determines the retained image data set that is related to the membrane switch pressing quality inspection appearance image data d according to the greedy selection method. o Matching membrane switch pressing quality inspection qualified image datae u Honey source;

[0042] S636: During the random search process of the search space of the membrane switch pressing quality detection qualified image data set E by the scout bee, if the membrane switch pressing quality detection qualified image data set E u The initial position of the nectar source U i After t iterations of searching, the iteration threshold ρ is reached and no better appearance image data d is found for the membrane switch pressing quality detection. oMatching membrane switch pressing quality inspection qualified image datae u Honey source, the membrane switch press quality detection qualified image data honey source initial position U i The employed bees will be abandoned, and the corresponding employed bees will become scout bees. The calculation formula for the random generation of new nectar source locations in the search space by scout bees is as follows:

[0043] ,in It represents the position of the new honey source i in the search space of the qualified image data set E for the membrane switch pressing quality detection after t+1 iterations, Indicates that the appearance image data d corresponding to the membrane switch pressing quality detection is generated after t iterations o The position of the matching new membrane switch pressing quality detection qualified image data source i in the membrane switch pressing quality detection qualified image data set E search space;

[0044] S637: When the maximum number of search iterations T is met, output the membrane switch pressing quality detection appearance image data d o The membrane switch pressing quality detection qualified image data u The image matching result is generated, and the membrane switch pressing quality detection analysis data F is generated according to the graphic feature matching result;

[0045] When o With e u The image matching is successful, indicating that the membrane switch has no damage or deformation in appearance after the pressing quality inspection operation, and the output membrane switch pressing quality inspection analysis data F is qualified;

[0046] When o With e u If the image matching is not successful, it means that the membrane switch has been damaged and deformed after the pressing quality inspection operation, and the output membrane switch pressing quality inspection analysis data F is unqualified.

[0047] The present invention uses a cloud lens to dynamically obtain appearance image parameters of membrane switch press quality detection and scientifically preset qualified image parameters of membrane switch press quality detection, and combines an artificial bee colony algorithm with the qualified image parameters of membrane switch press quality detection to perform efficient analysis of the membrane switch press quality detection results, thereby improving the accuracy of the evaluation of the membrane switch press quality detection results and achieving real-time and accurate analysis of the membrane switch press quality detection results.

[0048] Preferably, the steps of pushing the membrane switch pressing quality detection and analysis data to the membrane switch quality inspection control terminal and outputting the data are as follows:

[0049] S71, pushing the membrane switch pressing quality detection analysis data F to the membrane switch quality inspection control terminal through the Internet of Things communication network and outputting the membrane switch pressing quality detection result through the display screen.

[0050] The present invention pushes and feeds back the membrane switch pressing quality detection analysis parameters online to the membrane switch quality inspection control end, and uses a display screen for intuitive output, thereby achieving the effect of improving the efficiency and intuitiveness of data collection of membrane switch pressing quality detection operation results.

[0051] A membrane switch test data processing system based on data analysis, used to implement the membrane switch test data processing method based on data analysis, the system includes a pressing quality detection parameter identification module, a pressing quality detection operation processing module, and a pressing quality detection result analysis module;

[0052] The pressing quality detection parameter identification module includes a membrane switch product information collection unit, a pressing quality detection pressing force storage unit, a pressing quality detection pressing force matching unit, a pressing quality detection pressing frequency storage unit, and a pressing quality detection pressing frequency matching unit;

[0053] The membrane switch product information collection unit collects membrane switch test product text data through the product information dialog box; the pressing quality detection pressing force storage unit is used to store the pressing quality detection pressing force data; the pressing quality detection pressing force matching unit performs the pressing force matching processing required for the membrane switch test product pressing quality detection based on the membrane switch test product text data and the pressing quality detection pressing force data, and generates the membrane switch pressing quality detection pressing force data; the pressing quality detection pressing frequency storage unit is used to store the pressing quality detection pressing frequency data; the pressing quality detection pressing frequency matching unit performs the pressing frequency matching processing required for the membrane switch test product pressing quality detection based on the membrane switch test product text data and the pressing quality detection pressing frequency data, and generates the membrane switch pressing quality detection pressing frequency data;

[0054] The pressing quality detection operation processing module includes a pressing quality detection operation test number storage unit, a pressing quality detection operation test number identification unit, and a pressing quality detection operation execution unit;

[0055] The pressing quality detection operation test number storage unit is used to store the pressing quality detection operation test number; the pressing quality detection operation test number identification unit performs the test number identification processing required for the pressing quality detection operation of the membrane switch test product according to the membrane switch test product text data and the pressing quality detection operation test number, and generates the membrane switch pressing quality detection operation test number; the pressing quality detection operation execution unit executes the membrane switch pressing quality detection operation according to the pressing force, pressing frequency and operation test number matched by the pressing quality detection of the membrane switch test product;

[0056] The pressing quality detection result analysis module includes a membrane switch pressing quality detection appearance image acquisition unit, a membrane switch pressing quality qualified image storage unit, a membrane switch pressing quality detection result analysis unit, and a membrane switch pressing quality detection result output unit;

[0057] The membrane switch pressing quality detection appearance image acquisition unit acquires the membrane switch pressing quality detection appearance image data through the cloud lens; the membrane switch pressing quality qualified image storage unit is used to store the membrane switch pressing quality detection qualified image data; the membrane switch pressing quality detection result analysis unit performs pressing quality detection result analysis processing on the membrane switch pressing quality detection appearance image data and the membrane switch pressing quality detection qualified image data of the membrane switch test product to generate membrane switch pressing quality detection analysis data; the membrane switch pressing quality detection result output unit pushes the membrane switch pressing quality detection analysis data to the membrane switch quality inspection control terminal and outputs it through the display screen.

[0058] (III) Beneficial effects

[0059] The present invention provides a membrane switch test data processing method and system based on data analysis, which has the following beneficial effects:

[0060] 1. Through the membrane switch product information collection unit, the product information dialog box is used to accurately collect the membrane switch test product text parameters, so as to provide accurate data support for the scientific analysis of the membrane switch pressing quality detection parameters; the pressing quality detection pressing force storage unit and the pressing quality detection pressing force matching unit cooperate with each other, and the standard preset pressing quality detection pressing force parameters are combined with the intelligent search algorithm and the membrane switch test product text parameters to perform a scientific analysis of the pressing force of the membrane switch pressing quality detection, so as to achieve accurate identification of different types of membrane switch pressing quality detection pressing force parameters; the pressing quality detection pressing frequency storage unit and the pressing quality detection pressing frequency matching unit cooperate with each other, and the membrane switch test product text parameters are combined with the intelligent search algorithm and the pressing quality detection pressing frequency parameters to accurately match the pressing frequency of the membrane switch pressing quality detection, so as to achieve autonomous identification of different types of membrane switch pressing quality detection pressing frequency parameters, thereby improving the efficiency and accuracy of the membrane switch pressing quality detection operation data processing.

[0061] 2. Through the cooperation between the pressing quality inspection operation test number storage unit and the pressing quality inspection operation test number identification unit, the pressing quality inspection operation test number is accurately set, and the intelligent search algorithm and the membrane switch test product text parameters are combined to intelligently identify the test number of the membrane switch pressing quality inspection operation, so as to achieve efficient matching of the test number of different types of membrane switch pressing quality inspection operations, and improve the reliability of the membrane switch pressing quality inspection operation; the pressing quality inspection operation execution unit accurately executes the membrane switch pressing quality inspection operation based on the pressing force, pressing frequency and operation test number scientifically analyzed by the membrane switch pressing quality inspection, thereby improving the stability and accuracy of the membrane switch pressing quality inspection operation results.

[0062] 3. Through the membrane switch pressing quality inspection appearance image acquisition unit, the cloud lens is used to dynamically obtain the membrane switch pressing quality inspection appearance image parameters, thereby improving the accuracy of the evaluation of the membrane switch pressing quality inspection results; the membrane switch pressing quality qualified image storage unit and the membrane switch pressing quality inspection result analysis unit cooperate with each other, scientifically preset the membrane switch pressing quality inspection qualified image parameters, and combine the intelligent recognition algorithm with the membrane switch pressing quality inspection qualified image parameters to perform efficient analysis of the membrane switch pressing quality inspection results, thereby realizing real-time and accurate analysis of the membrane switch pressing quality inspection results, thereby improving the intelligence and accuracy of the membrane switch pressing quality inspection result data processing; the membrane switch pressing quality inspection result output unit pushes the membrane switch pressing quality inspection analysis parameters online to the membrane switch quality inspection control end, and uses a display screen for intuitive output, thereby improving the efficiency and intuitiveness of the membrane switch pressing quality inspection operation result data collection. BRIEF DESCRIPTION OF THE DRAWINGS

[0063] Figure 1A schematic diagram of a module of a membrane switch test data processing system based on data analysis provided by the present invention;

[0064] Figure 2 The present invention provides a flow chart of a membrane switch test data processing method based on data analysis. DETAILED DESCRIPTION

[0065] The following will be combined with the drawings in the embodiments of the present invention to clearly and completely describe the technical solutions in the embodiments of the present invention. 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.

[0066] The embodiments of the membrane switch test data processing method and system based on data analysis are as follows:

[0067] Example 1

[0068] See also Figure 1 - Figure 2 , a membrane switch test data processing method based on data analysis, the method comprises the following steps:

[0069] S1. Collecting membrane switch test product text data;

[0070] S2, performing matching processing of the pressing force required for the pressing quality detection of the membrane switch test product based on the membrane switch test product text data and the pressing force data for the pressing quality detection, and generating the membrane switch pressing quality detection pressing force data;

[0071] S3, performing matching processing of the pressing frequency required for the pressing quality detection of the membrane switch test product according to the membrane switch test product text data and the pressing frequency data for the pressing quality detection, and generating the pressing frequency data for the pressing quality detection of the membrane switch;

[0072] S4, performing identification processing on the number of tests required for the pressing quality inspection operation of the membrane switch test product according to the membrane switch test product text data and the number of tests for the pressing quality inspection operation, and generating the number of tests for the pressing quality inspection operation of the membrane switch;

[0073] S5. Perform the membrane switch pressing quality inspection operation according to the pressing force, pressing frequency and operation test times matched by the membrane switch test product pressing quality inspection.

[0074] S6, collecting appearance image data of membrane switch pressing quality inspection and analyzing and processing the pressing quality inspection result of the membrane switch test product with qualified image data of membrane switch pressing quality inspection to generate membrane switch pressing quality inspection analysis data;

[0075] S7, push the membrane switch pressing quality detection analysis data to the membrane switch quality inspection control terminal and output it.

[0076] For further information, see Figure 1 - Figure 2 , the steps to collect the text data of membrane switch test products are as follows:

[0077] S11. Input text information of the membrane switch product to be tested online through the product information dialog box and generate membrane switch test product text data k. The membrane switch test product text data includes the name, model, specification, number, function and manufacturer of the membrane switch.

[0078] The steps for matching the pressing force required for the membrane switch test product pressing quality test based on the membrane switch test product text data and the pressing force data for the pressing quality test and generating the membrane switch pressing quality test pressing force data are as follows:

[0079] S21, establish the pressing quality detection pressing force data set A=(a1,…,a x ,…,a σ ), x=1,2,3,…,σ; where a x represents the pressing force data of the pressing quality test corresponding to the x-th membrane switch test product, σ represents the maximum number of membrane switch test product types, and the pressing force data of the pressing quality test represents the standard pressing force numerical data acting on the surface of the membrane switch during the pressing fatigue test of different types of membrane switches, a x The unit of is Newton;

[0080] S22, using a breadth-first search algorithm to search the membrane switch test product text data k and the pressing quality detection pressing force data a in the pressing quality detection pressing force data set A. x Perform text character matching on the membrane switch product to search for the pressing quality detection pressing force data a corresponding to the membrane switch test product text data k x And generate the membrane switch pressing quality detection pressing force data through data identification , The unit is Newton.

[0081] The steps for matching the pressing frequency required for the membrane switch test product pressing quality test according to the membrane switch test product text data and the pressing frequency data for the pressing quality test, and generating the membrane switch pressing frequency data for the pressing quality test are as follows:

[0082] S31, establish the pressing quality detection pressing frequency data set B = (b1, ..., b x ,…,b σ ), where bx represents the pressing quality detection pressing frequency data corresponding to the x-th membrane switch test product. The pressing quality detection pressing frequency data represents the frequency numerical data of the standard pressing action on the surface of the membrane switch during the pressing fatigue test of different types of membrane switches. x The unit of is Hertz;

[0083] S32, using a depth-first search algorithm to compare the membrane switch test product text data k with the pressing quality detection pressing frequency data b in the pressing quality detection pressing frequency data set B. x Perform text character matching on membrane switch products and search for pressing quality detection pressing frequency data b corresponding to membrane switch test product text data k x And generate the pressing frequency data of membrane switch pressing quality detection through data identification , The unit is Hertz.

[0084] Through the membrane switch product information collection unit, the product information dialog box is used to accurately collect the text parameters of the membrane switch test product, so as to provide accurate data support for the scientific analysis of the membrane switch pressing quality detection parameters; the pressing quality detection pressing force storage unit and the pressing quality detection pressing force matching unit cooperate with each other, and the standard preset pressing quality detection pressing force parameters are combined with the intelligent search algorithm and the membrane switch test product text parameters to perform a scientific analysis of the pressing force of the membrane switch pressing quality detection, so as to achieve accurate identification of different types of membrane switch pressing quality detection pressing force parameters; the pressing quality detection pressing frequency storage unit and the pressing quality detection pressing frequency matching unit cooperate with each other, and the membrane switch test product text parameters are combined with the intelligent search algorithm and the pressing quality detection pressing frequency parameters to accurately match the pressing frequency of the membrane switch pressing quality detection, so as to achieve autonomous identification of different types of membrane switch pressing quality detection pressing frequency parameters, thereby improving the efficiency and accuracy of the membrane switch pressing quality detection operation data processing.

[0085] For further information, see Figure 1 - Figure 2 The steps for identifying and processing the number of tests required for the membrane switch test product pressing quality inspection operation according to the membrane switch test product text data and the number of tests for the pressing quality inspection operation, and generating the number of tests for the membrane switch pressing quality inspection operation are as follows:

[0086] S41, establish the set of pressing quality inspection operation test times C = (c1, ..., c x ,…,c σ ), where c xIndicates the number of press quality inspection operation tests corresponding to the x-th membrane switch test product. The number of press quality inspection operation tests indicates the total number of standard experimental actions for press fatigue tests on different types of membrane switch products.

[0087] S42, using an iterative deepening search algorithm to compare the membrane switch test product text data k with the pressing quality detection operation test number c in the pressing quality detection operation test number set C. x Perform text character matching on membrane switch products to identify the number of press quality inspection test operations c corresponding to the membrane switch test product text data k x And generate the test times of membrane switch pressing quality inspection operation through data identification .

[0088] The steps for performing the membrane switch pressing quality inspection operation according to the pressing force, pressing frequency and operation test times of the membrane switch test product pressing quality inspection are as follows:

[0089] S51, testing the pressing force data based on the pressing quality of the membrane switch , Membrane switch pressing quality test pressing frequency data And the number of membrane switch pressing quality inspection test operations The control button life tester performs the pressing quality inspection operation on the membrane switch according to the pressing force, pressing frequency and operation test times matched by the pressing quality inspection.

[0090] Through the cooperation of the pressing quality detection operation test number storage unit and the pressing quality detection operation test number identification unit, the pressing quality detection operation test number is accurately set, and the intelligent search algorithm and the membrane switch test product text parameters are combined to intelligently identify the test number of the membrane switch pressing quality detection operation, so as to achieve efficient matching of the test number of different types of membrane switch pressing quality detection operations, thereby improving the reliability of the membrane switch pressing quality detection operation; the pressing quality detection operation execution unit accurately executes the membrane switch pressing quality detection operation based on the pressing force, pressing frequency and operation test number scientifically analyzed by the membrane switch pressing quality detection, thereby improving the stability and accuracy of the membrane switch pressing quality detection operation results.

[0091] For further information, see Figure 1 - Figure 2 , collect the appearance image data of membrane switch pressing quality inspection and analyze the pressing quality inspection results of membrane switch test products with the qualified image data of membrane switch pressing quality inspection. The operation steps for generating membrane switch pressing quality inspection analysis data are as follows:

[0092] S61. When the membrane switch pressing quality inspection operation is completed, the membrane switch surface appearance image data of the membrane switch test product after the pressing quality inspection operation is collected online through the cloud lens, and a membrane switch pressing quality inspection appearance image data set is generated. , ; where d o represents the collected o-th membrane switch pressing quality inspection appearance image data, Indicates the maximum value of the appearance image data quantity of the membrane switch pressing quality detection;

[0093] S62, establish a membrane switch pressing quality inspection qualified image data set E = (e l ,…,e u ,…,e τ ), u=1,2,3,…,τ; where e u represents the u-th membrane switch pressing quality inspection qualified image data, τ represents the maximum number of membrane switch pressing quality inspection qualified image data, and the membrane switch pressing quality inspection qualified image data represents the appearance image data of the membrane switch test product after the pressing quality inspection operation, showing that the membrane switch surface is not damaged or deformed;

[0094] S63, the membrane switch pressing quality detection appearance image data set D is converted into the membrane switch pressing quality detection appearance image data set D. o The membrane switch pressing quality inspection qualified image data set E of the membrane switch pressing quality inspection qualified image data e u Performing pattern feature matching, generating membrane switch pressing quality detection and analysis data F according to the pattern feature matching result, and executing the specific steps of generating membrane switch pressing quality detection and analysis data F as follows:

[0095] S631, initializing each honey source i, that is, initializing the membrane switch pressing quality inspection qualified image data set E of the membrane switch pressing quality inspection qualified image data e u Set as honey source; set honey source number τ, current iteration number t and maximum iteration number T; membrane switch pressing quality detection qualified image data e u The initial position U of nectar source i i , membrane switch pressing quality inspection qualified image data u The formula for generating the initial position of the nectar source is as follows: Randomly generate in the search space of the qualified image data set E for the membrane switch pressing quality detection, where rand represents a random number in (0,1), and η represent the upper and lower bounds of the search space of the qualified image data set E for membrane switch pressing quality detection, respectively;

[0096] S632: searching for the membrane switch pressing quality detection qualified image data set E in the membrane switch pressing quality detection qualified image data set E. u The initial position of the nectar source U i Assign hired bees. At the beginning of the search, hired bees search the membrane switch pressing quality detection qualified image data set E in the membrane switch pressing quality detection qualified image data set search space. u The initial position of the nectar source U i Around the position, according to the formula Search and generate new membrane switch pressing quality inspection qualified image data u New location of honey source That is, all the qualified image data set E of the membrane switch pressing quality inspection are searched out by traversing and finding all the qualified image data e of the membrane switch pressing quality inspection. u ;in Indicates randomly selecting a nectar source that is not equal to i from τ nectar sources, U δ Indicates random selection and membrane switch pressing quality inspection appearance image data d o Matching membrane switch pressing quality inspection qualified image datae u The location of the honey source δ in the search space of the qualified image data set E for the membrane switch pressing quality inspection, Represents a random number in the range [-1,1];

[0097] S633, according to the new membrane switch pressing quality detection qualified image data e u New location of honey source The fitness of the nectar source is determined according to the greedy selection method, that is, the nectar source that is retained is the nectar source that is related to the membrane switch pressing quality detection appearance image data d o Matching membrane switch pressing quality inspection qualified image datae u Honey source;

[0098] S634, the employed bees share the nectar source information, and the follower bees select the membrane switch pressing quality inspection appearance image data set E according to the probability value in the membrane switch pressing quality inspection appearance image data set D o Matching membrane switch pressing quality inspection qualified image datae u The honey source is searched, and the follower bee uses the membrane switch pressing quality inspection appearance image data shared by the employed bee. o Matching membrane switch pressing quality inspection qualified image datae u Honey source information, according to the probability formula , calculate the employed bees to find the appearance image data d related to the membrane switch pressing quality detection o Matching membrane switch pressing quality inspection qualified image datae uThe probability of a nectar source being followed, where Indicates the new location of the nectar source The probability of being found and followed by hired bees, The following bee indicates the appearance image data d of the membrane switch pressing quality detection shared by the employed bee. o Matching new membrane switch pressing quality inspection qualified image datae u New location of honey source Adaptability;

[0099] S635, the follower bee searches in the search space of the membrane switch pressing quality inspection qualified image data set E in the same way as the employed bee, and determines the retained image data set that is related to the membrane switch pressing quality inspection appearance image data d according to the greedy selection method. o Matching membrane switch pressing quality inspection qualified image datae u Honey source;

[0100] S636: During the random search process of the search space of the membrane switch pressing quality detection qualified image data set E by the scout bee, if the membrane switch pressing quality detection qualified image data set E u The initial position of the nectar source U i After t iterations of searching, the iteration threshold ρ is reached and no better appearance image data d is found for the membrane switch pressing quality detection. o Matching membrane switch pressing quality inspection qualified image datae u Honey source, the membrane switch press quality detection qualified image data honey source initial position U i The employed bees will be abandoned, and the corresponding employed bees will become scout bees. The calculation formula for the random generation of new nectar source locations in the search space by scout bees is as follows:

[0101] ,in It represents the position of the new honey source i in the search space of the qualified image data set E for the membrane switch pressing quality detection after t+1 iterations, Indicates that the appearance image data d corresponding to the membrane switch pressing quality detection is generated after t iterations o The position of the matching new membrane switch pressing quality detection qualified image data source i in the membrane switch pressing quality detection qualified image data set E search space;

[0102] S637: When the maximum number of search iterations T is met, output the membrane switch pressing quality detection appearance image data d o The qualified image data of membrane switch pressing quality inspection u The image matching result is used to generate the membrane switch pressing quality detection analysis data F according to the graphic feature matching result;

[0103] Wheno With e u The image matching is successful, indicating that the membrane switch has no damage or deformation in appearance after the pressing quality inspection operation, and the output membrane switch pressing quality inspection analysis data F is qualified;

[0104] When o With e u If the image matching is not successful, it means that the membrane switch has been damaged and deformed after the pressing quality inspection operation, and the output membrane switch pressing quality inspection analysis data F is unqualified.

[0105] The steps for pushing the membrane switch pressing quality inspection analysis data to the membrane switch quality inspection control terminal and outputting it are as follows:

[0106] S71, pushing the membrane switch pressing quality detection analysis data F to the membrane switch quality inspection control terminal through the Internet of Things communication network and outputting the membrane switch pressing quality detection result through the display screen.

[0107] Through the membrane switch pressing quality detection appearance image acquisition unit, the cloud lens is used to dynamically obtain the membrane switch pressing quality detection appearance image parameters, thereby improving the accuracy of the evaluation of the membrane switch pressing quality detection result; the membrane switch pressing quality qualified image storage unit and the membrane switch pressing quality detection result analysis unit cooperate with each other, scientifically preset the membrane switch pressing quality detection qualified image parameters, and combine the intelligent recognition algorithm with the membrane switch pressing quality detection qualified image parameters to perform efficient analysis of the membrane switch pressing quality detection results, thereby realizing real-time and accurate analysis of the membrane switch pressing quality detection results, thereby improving the intelligence and accuracy of the membrane switch pressing quality detection result data processing; the membrane switch pressing quality detection result output unit pushes the membrane switch pressing quality detection analysis parameters online to the membrane switch quality inspection control end, and uses a display screen for intuitive output, thereby improving the efficiency and intuitiveness of the membrane switch pressing quality detection operation result data collection.

[0108] Example 2

[0109] See also Figure 1 - Figure 2 , a membrane switch test data processing system based on data analysis, used to implement a membrane switch test data processing method based on data analysis, the system includes a pressing quality detection parameter identification module, a pressing quality detection operation processing module, and a pressing quality detection result analysis module;

[0110] The pressing quality detection parameter identification module includes a membrane switch product information collection unit, a pressing quality detection pressing force storage unit, a pressing quality detection pressing force matching unit, a pressing quality detection pressing frequency storage unit, and a pressing quality detection pressing frequency matching unit;

[0111] A membrane switch product information collection unit collects membrane switch test product text data through a product information dialog box; a pressing quality detection pressing force storage unit is used to store pressing quality detection pressing force data; a pressing quality detection pressing force matching unit performs pressing force matching processing required for membrane switch test product pressing quality detection based on the membrane switch test product text data and the pressing quality detection pressing force data, and generates membrane switch pressing quality detection pressing force data; a pressing quality detection pressing frequency storage unit is used to store pressing quality detection pressing frequency data; a pressing quality detection pressing frequency matching unit performs pressing frequency matching processing required for membrane switch test product pressing quality detection based on the membrane switch test product text data and the pressing quality detection pressing frequency data, and generates membrane switch pressing quality detection pressing frequency data;

[0112] The pressing quality detection operation processing module includes a pressing quality detection operation test number storage unit, a pressing quality detection operation test number identification unit, and a pressing quality detection operation execution unit;

[0113] A pressing quality detection operation test number storage unit is used to store the pressing quality detection operation test number; a pressing quality detection operation test number identification unit performs identification processing on the test number required for the pressing quality detection operation of the membrane switch test product according to the membrane switch test product text data and the pressing quality detection operation test number, and generates the membrane switch pressing quality detection operation test number; a pressing quality detection operation execution unit executes the membrane switch pressing quality detection operation according to the pressing force, pressing frequency and operation test number matched by the pressing quality detection of the membrane switch test product;

[0114] The pressing quality detection result analysis module includes a membrane switch pressing quality detection appearance image acquisition unit, a membrane switch pressing quality qualified image storage unit, a membrane switch pressing quality detection result analysis unit, and a membrane switch pressing quality detection result output unit;

[0115] The membrane switch pressing quality detection appearance image acquisition unit collects the membrane switch pressing quality detection appearance image data through the cloud lens; the membrane switch pressing quality qualified image storage unit is used to store the membrane switch pressing quality detection qualified image data; the membrane switch pressing quality detection result analysis unit analyzes and processes the membrane switch pressing quality detection appearance image data and the membrane switch pressing quality detection qualified image data of the membrane switch test product to generate the membrane switch pressing quality detection analysis data; the membrane switch pressing quality detection result output unit pushes the membrane switch pressing quality detection analysis data to the membrane switch quality inspection control terminal and outputs it through the display screen.

[0116] Although embodiments of the present invention have been shown and described, it will be appreciated by those skilled in the art that various changes, modifications, substitutions and variations may be made to the embodiments without departing from the principles and spirit of the present invention, and that the scope of the present invention is defined by the appended claims and their equivalents.

Claims

1. A membrane switch test data processing method based on data analysis, characterized in that: The method comprises the following steps: S1, collecting membrane switch test product text data, said S1 comprises the following steps: S11, input text information of the membrane switch product to be tested online through the product information dialog box and generate membrane switch test product text data k; S2, performing matching processing of the pressing force required for the pressing quality detection of the membrane switch test product based on the membrane switch test product text data and the pressing force data for the pressing quality detection, and generating the membrane switch pressing quality detection pressing force data, wherein S2 comprises the following steps: S21, establish a pressing quality detection pressing force data set A=(a1,…,a x ,…,a σ ), x=1,2,3,…,σ; where a x represents the pressing quality test pressing force data corresponding to the x-th membrane switch test product, σ represents the maximum number of membrane switch test product types, a x The unit of is Newton; S22, using a breadth-first search algorithm to compare the membrane switch test product text data k with the pressing quality detection pressing force data a in the pressing quality detection pressing force data set A. x Perform a membrane switch product text character match to search for the pressing quality detection pressing force data a corresponding to the membrane switch test product text data k x And generate the membrane switch pressing quality detection pressing force data through data identification , The unit of is Newton; S3, performing matching processing of the pressing frequency required for the pressing quality detection of the membrane switch test product according to the membrane switch test product text data and the pressing frequency data for the pressing quality detection, and generating the pressing frequency data for the pressing quality detection of the membrane switch, wherein S3 comprises the following steps: S31, establish the pressing quality detection pressing frequency data set B = (b1, ..., b x ,…,b σ ), where b x Indicates the pressing quality test pressing frequency data corresponding to the x-th membrane switch test product, b x The unit of is Hertz; S32, using a depth-first search algorithm to compare the membrane switch test product text data k with the pressing quality detection pressing frequency data b in the pressing quality detection pressing frequency data set B. x Perform a membrane switch product text character match to search for the pressing quality detection pressing frequency data b corresponding to the membrane switch test product text data k x And generate the pressing frequency data of membrane switch pressing quality detection through data identification , The unit of is Hertz; S4, performing identification processing on the number of tests required for the membrane switch test product pressing quality detection operation according to the membrane switch test product text data and the number of tests for the pressing quality detection operation, and generating the number of tests for the membrane switch pressing quality detection operation, wherein S4 comprises the following steps: S41, establish the set of pressing quality inspection operation test times C = (c1, ..., c x ,…,c σ ), where c x Indicates the number of press quality inspection test operations corresponding to the x-th membrane switch test product; S42, using an iterative deepening search algorithm to compare the membrane switch test product text data k with the pressing quality detection operation test number c in the pressing quality detection operation test number set C. x Performing membrane switch product text character matching to identify the number of pressing quality detection operation tests c corresponding to the membrane switch test product text data k x And generate the test times of membrane switch pressing quality inspection operation through data identification ; S5, performing a membrane switch pressing quality detection operation according to the pressing force, pressing frequency and operation test times matched by the membrane switch test product pressing quality detection, wherein S5 includes the following steps: S51, detecting pressing force data according to the pressing quality of the membrane switch , the membrane switch pressing quality detection pressing frequency data And the number of test times of the membrane switch pressing quality detection operation The key life tester is controlled to perform the pressing quality test operation on the membrane switch according to the pressing force, pressing frequency and operation test times matched by the pressing quality test; S6, collecting appearance image data of the membrane switch pressing quality inspection and analyzing and processing the pressing quality inspection result of the membrane switch test product with the qualified image data of the membrane switch pressing quality inspection to generate membrane switch pressing quality inspection analysis data, wherein S6 includes the following steps: S61. When the membrane switch pressing quality inspection operation is completed, the membrane switch surface appearance image data of the membrane switch test product after the pressing quality inspection operation is collected online through the cloud lens, and a membrane switch pressing quality inspection appearance image data set is generated. , ; where d o represents the collected o-th membrane switch pressing quality inspection appearance image data, Indicates the maximum value of the number of appearance image data for membrane switch pressing quality detection; S62, establish a membrane switch pressing quality inspection qualified image data set E = (e l ,…,e u ,…,e τ ), u=1,2,3,…,τ; where e u represents the u-th type of qualified image data of the membrane switch pressing quality inspection, and τ represents the maximum number of qualified image data of the membrane switch pressing quality inspection; S63, the membrane switch pressing quality detection appearance image data set D is converted into the membrane switch pressing quality detection appearance image data set D. o The membrane switch pressing quality detection qualified image data set E is the membrane switch pressing quality detection qualified image data set E. u Performing pattern feature matching, generating membrane switch pressing quality detection and analysis data F according to the pattern feature matching result, and executing the specific steps of generating the membrane switch pressing quality detection and analysis data F are as follows: S631, initializing each honey source i, that is, initializing the membrane switch pressing quality inspection qualified image data set E of the membrane switch pressing quality inspection qualified image data e u Set as honey source; set the honey source number τ, the current iteration number t and the maximum iteration number T, the membrane switch pressing quality detection qualified image data e u The initial position U of nectar source i i ; S632: searching for the membrane switch pressing quality detection qualified image data set E in the membrane switch pressing quality detection qualified image data set E. u The initial position of the nectar source U i Assign hired bees. At the beginning of the search, hired bees search the membrane switch pressing quality detection qualified image data set E in the membrane switch pressing quality detection qualified image data set search space. u The initial position of the nectar source U i Around the position of the new membrane switch, search and generate qualified image data for pressing quality inspection u New location of honey source ; S633, according to the new membrane switch pressing quality detection qualified image data e u New location of honey source The fitness of the nectar source is determined according to the greedy selection method, that is, the nectar source that is retained is the nectar source that is related to the membrane switch pressing quality detection appearance image data d o Matching membrane switch pressing quality inspection qualified image datae u Honey source; S634, the employed bees share the nectar source information, and the follower bees select the membrane switch pressing quality inspection appearance image data set E according to the probability value in the membrane switch pressing quality inspection appearance image data set D o Matching membrane switch pressing quality inspection qualified image datae u The honey source is searched, and the follower bee uses the membrane switch pressing quality inspection appearance image data shared by the employed bee. o Matching membrane switch pressing quality inspection qualified image datae u Honey source information; S635, the follower bee searches in the search space of the membrane switch pressing quality inspection qualified image data set E in the same way as the employed bee, and determines the retained image data set that is related to the membrane switch pressing quality inspection appearance image data d according to the greedy selection method. o Matching membrane switch pressing quality inspection qualified image datae u Honey source; S636: During the random search process of the search space of the membrane switch pressing quality detection qualified image data set E by the scout bee, if the membrane switch pressing quality detection qualified image data set E u The initial position of the nectar source U i After t iterations of searching, the iteration threshold ρ is reached and no better appearance image data d is found for the membrane switch pressing quality detection. o Matching membrane switch pressing quality inspection qualified image datae u Honey source, the membrane switch press quality detection qualified image data honey source initial position U i The bees will be abandoned, and the corresponding employed bees will become scout bees. The scout bees will randomly generate new nectar source locations in the search space. S637: When the maximum number of search iterations T is met, output the membrane switch pressing quality detection appearance image data d o The membrane switch pressing quality detection qualified image data u The image matching result is generated, and the membrane switch pressing quality detection analysis data F is generated according to the graphic feature matching result; When o With e u If the image matching is successful, the output membrane switch pressing quality detection analysis data F is qualified; When o With e u If the image matching is not successful, the output membrane switch pressing quality detection analysis data F is unqualified; S7, pushing the membrane switch pressing quality detection and analysis data to the membrane switch quality inspection control terminal and outputting it.

2. The membrane switch test data processing method based on data analysis according to claim 1, characterized in that: The S7 comprises the following steps: S71, pushing the membrane switch pressing quality detection analysis data F to the membrane switch quality inspection control terminal through the Internet of Things communication network and outputting the membrane switch pressing quality detection result through the display screen.

3. A membrane switch test data processing system based on data analysis, used to implement the membrane switch test data processing method based on data analysis as claimed in any one of claims 1 to 2, characterized in that: The system includes a pressing quality detection parameter identification module, a pressing quality detection operation processing module, and a pressing quality detection result analysis module; The pressing quality detection parameter identification module includes a membrane switch product information collection unit, a pressing quality detection pressing force storage unit, a pressing quality detection pressing force matching unit, a pressing quality detection pressing frequency storage unit, and a pressing quality detection pressing frequency matching unit; The membrane switch product information collection unit collects membrane switch test product text data through the product information dialog box; the pressing quality detection pressing force storage unit is used to store the pressing quality detection pressing force data; the pressing quality detection pressing force matching unit performs the pressing force matching processing required for the membrane switch test product pressing quality detection based on the membrane switch test product text data and the pressing quality detection pressing force data, and generates the membrane switch pressing quality detection pressing force data; the pressing quality detection pressing frequency storage unit is used to store the pressing quality detection pressing frequency data; the pressing quality detection pressing frequency matching unit performs the pressing frequency matching processing required for the membrane switch test product pressing quality detection based on the membrane switch test product text data and the pressing quality detection pressing frequency data, and generates the membrane switch pressing quality detection pressing frequency data; The pressing quality detection operation processing module includes a pressing quality detection operation test number storage unit, a pressing quality detection operation test number identification unit, and a pressing quality detection operation execution unit; The pressing quality detection operation test number storage unit is used to store the pressing quality detection operation test number; the pressing quality detection operation test number identification unit performs the test number identification processing required for the pressing quality detection operation of the membrane switch test product according to the membrane switch test product text data and the pressing quality detection operation test number, and generates the membrane switch pressing quality detection operation test number; the pressing quality detection operation execution unit executes the membrane switch pressing quality detection operation according to the pressing force, pressing frequency and operation test number matched by the pressing quality detection of the membrane switch test product; The pressing quality detection result analysis module includes a membrane switch pressing quality detection appearance image acquisition unit, a membrane switch pressing quality qualified image storage unit, a membrane switch pressing quality detection result analysis unit, and a membrane switch pressing quality detection result output unit; The membrane switch pressing quality detection appearance image acquisition unit acquires the membrane switch pressing quality detection appearance image data through the cloud lens; the membrane switch pressing quality qualified image storage unit is used to store the membrane switch pressing quality detection qualified image data; the membrane switch pressing quality detection result analysis unit performs pressing quality detection result analysis processing on the membrane switch pressing quality detection appearance image data and the membrane switch pressing quality detection qualified image data of the membrane switch test product to generate membrane switch pressing quality detection analysis data; the membrane switch pressing quality detection result output unit pushes the membrane switch pressing quality detection analysis data to the membrane switch quality inspection control terminal and outputs it through the display screen.

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