Multi-dimensional sensor fused electronic product omnibearing quality detection method

Abstract

The invention relates to the technical field of electronic products, in particular to a multi-dimensional sensor fused electronic product all-dimensional quality detection method, and solves the problems that in the prior art, a complicated electronic product possibly needs higher-grade detection equipment and method to ensure the quality and performance of the electronic product, and the detection difficulty is gradually increased. The invention discloses a multi-dimensional sensor fused electronic product comprehensive quality detection method. The method comprises a preparation stage, a data acquisition and processing stage, a data analysis and evaluation stage, an environmental adaptability test stage, a safety and reliability evaluation stage, a comprehensive evaluation and report stage and a detection target determination stage. According to the method, clear and specific operation guidance is provided for detection personnel through definition enhancement and detailed steps, so that each step has a clear target and a clear method, fuzziness and uncertainty in operation are reduced, efficiency is improved, the detection personnel can master a detection process more quickly through detailed step guidance, learning and exploration time is shortened, and detection efficiency is improved. Therefore, the working efficiency is improved.

Description

Technical Field

[0001] The present invention relates to the technical field of electronic products, and in particular to an all-round quality detection method for electronic products using multi-dimensional sensor fusion. Background Art

[0002] With the rapid development of science and technology, the popularity of electronic products, such as smart phones, computers, tablets, etc., have become necessities in people's daily lives. The quality and performance stability of electronic products are crucial to user experience. A high-quality electronic product can provide a better user experience, while unstable performance or poor quality products may lead to user dissatisfaction or even safety accidents. Comprehensive quality inspection refers to comprehensive and detailed testing and evaluation of various performance indicators of electronic products to ensure that the products meet the preset quality standards. This inspection usually includes performance testing, reliability testing, safety testing, and environmental adaptability testing. Performance testing: mainly evaluates the basic functions and performance indicators of electronic products, such as processor speed, memory capacity, screen resolution, etc. These tests can ensure that the product can meet the basic needs of users in actual use, and are designed to evaluate the stability and durability of electronic products during long-term use. This includes tests on product life, fatigue resistance, impact resistance, etc., mainly checking whether there are safety hazards in the use of electronic products, and examining the performance of electronic products under different environmental conditions, such as high temperature, low temperature, humidity and other environmental changes. The impact of the product. This helps ensure that the product can work properly in a variety of environments. Through comprehensive testing, problems in product design or production processes can be discovered and corrected, thereby improving product quality and performance stability. Electronic products that have undergone rigorous testing can win the trust and praise of consumers, enhance brand image and market competitiveness.

[0003] Although detection technology in the existing technology is constantly improving, there are still some technical bottlenecks. Complex electronic products may require more advanced detection equipment and methods to ensure their quality and performance. In addition, with the continuous increase and complexity of the functions of electronic products, the difficulty of detection is gradually increasing, which is extremely inconvenient. Therefore, there is an urgent need for a comprehensive quality detection method for electronic products with multi-dimensional sensor fusion to solve the above problems. Summary of the invention

[0004] The purpose of the present invention is to provide a comprehensive quality inspection method for electronic products with multi-dimensional sensor fusion, which solves the problem that complex electronic products in the prior art may require more advanced inspection equipment and methods to ensure their quality and performance. In addition, with the continuous increase and complexity of the functions of electronic products, the difficulty of inspection is gradually increasing.

[0005] In order to achieve the above object, the present invention adopts the following technical solutions:

[0006] A comprehensive quality inspection method for electronic products with multi-dimensional sensor fusion, including preparation stage, data collection and processing, data analysis and evaluation, environmental adaptability testing, safety and reliability evaluation, comprehensive evaluation and reporting;

[0007] Clarify the detection objectives, determine the models of electronic products that need to be tested and their key performance indicators, select appropriate sensor types based on the characteristics of electronic products, such as temperature sensors and acceleration sensors, prepare and calibrate the required testing equipment and instruments, ensure that they are in good working condition, accurately install the selected sensors on the electronic products, ensure that the connection between the sensors and the electronic products is stable and correct, start the testing equipment and sensors, and begin to collect various performance indicator data of the electronic products in real time, and pre-process the collected raw data, such as removing noise and performing data filtering, to improve data quality.

[0008] Preferably, the data analysis and evaluation uses appropriate statistical methods and data analysis algorithms to conduct in-depth analysis of the preprocessed data, and based on the analysis results, evaluate whether various performance indicators of the electronic products meet preset standards.

[0009] Preferably, the environmental adaptability test tests electronic products under different temperature conditions, observes and records their performance changes, changes the humidity environment, tests the working conditions of electronic products under humid conditions, and conducts other necessary environmental adaptability tests such as vibration test and dustproof test according to product characteristics.

[0010] Preferably, the safety and reliability assessment monitors the electronic products for potential safety hazards such as overheating and overcurrent under standard working conditions, conducts long-term operation tests, and evaluates the stability and durability of the electronic products.

[0011] Preferably, comprehensive evaluation and reporting, summarize and analyze all test data, obtain comprehensive evaluation results, identify possible problems of electronic products based on data analysis, and put forward improvement suggestions, write detailed test reports, and comprehensively reflect the performance, environmental adaptability, safety and reliability of electronic products.

[0012] Preferably, safety includes grounding tests to ensure stable grounding of electronic products to prevent electric shock accidents, insulation tests to detect the insulation performance of electronic products to prevent leakage accidents, and evaluation of the effectiveness of circuit protection measures, such as checking short circuit and overload protection mechanisms through circuit protection tests, and testing the anti-interference ability of electronic products in electromagnetic environments, including their radiation and anti-interference levels, to ensure that the products can work normally in complex electromagnetic environments. Material safety tests to detect harmful substances in materials used in electronic products to ensure that they do not contain substances that are harmful to user health, solvent residue detection and material non-toxicity assessment to prevent the release of harmful substances during product use, and software security tests to detect security vulnerabilities in software and ensure the security of user data through vulnerability scanning, penetration testing, and code auditing.

[0013] The present invention has at least the following beneficial effects:

[0014] The invention has enhanced clarity, and the detailed steps provide clear and specific operation guidance for the inspectors, so that each step has a clear goal and method, reducing the ambiguity and uncertainty in the operation, improving efficiency, and the detailed step-by-step guide helps the inspectors to master the inspection process more quickly, reducing the time for learning and groping, thereby improving work efficiency. At the same time, clear steps also help avoid duplication of work and unnecessary delays.

[0015] Quality assurance: Detailed operating procedures help ensure that each step of the test is carried out according to uniform standards, thereby improving the accuracy and reliability of the test results. This consistency is essential to ensure the stability and predictability of electronic product quality.

[0016] Risk reduction: Clear steps and processes help identify and control potential risks during the inspection process. By following detailed operating guidelines, inspectors can handle possible safety hazards more carefully, thereby reducing the probability of accidents.

[0017] Simplified training: For new testers, detailed step-by-step guides can be used as training materials to help them master testing skills more quickly and integrate into the work team. This helps shorten the training cycle for new employees and improve the overall effectiveness of the team.

[0018] Improvement basis: The detailed operation steps provide a solid foundation for continuous improvement. Through the detailed recording and analysis of each step, it is easier to identify existing problems and room for improvement, thus promoting the continuous optimization of the inspection process. DETAILED DESCRIPTION

[0019] In order to make the purpose, technical solution and advantages of the present invention more clearly understood, the present invention is further described in detail below in conjunction with the embodiments. It should be understood that the specific embodiments described herein are only used to explain the present invention and are not used to limit the present invention.

[0020] Embodiment 1

[0021] Including preparation stage, data collection and processing, data analysis and evaluation, environmental adaptability testing, safety and reliability assessment, comprehensive evaluation and reporting;

[0022] Clarify the detection objectives, determine the models of electronic products that need to be tested and their key performance indicators, select appropriate sensor types based on the characteristics of electronic products, such as temperature sensors and acceleration sensors, prepare and calibrate the required testing equipment and instruments, ensure that they are in good working condition, accurately install the selected sensors on the electronic products, ensure that the connection between the sensors and the electronic products is stable and correct, start the testing equipment and sensors, and begin to collect various performance indicator data of the electronic products in real time, and pre-process the collected raw data, such as removing noise and performing data filtering, to improve data quality.

[0023] Embodiment 2

[0024] Data analysis and evaluation uses appropriate statistical methods and data analysis algorithms to conduct in-depth analysis of the pre-processed data. Based on the analysis results, it is evaluated whether the various performance indicators of electronic products meet the preset standards.

[0025] Embodiment 3

[0026] Environmental adaptability test: test electronic products under different temperature conditions, observe and record their performance changes, change the humidity environment, test the working conditions of electronic products under humid conditions, and conduct other necessary environmental adaptability tests such as vibration test and dust test according to product characteristics.

[0027] Embodiment 4

[0028] Safety and reliability assessments monitor electronic products for potential safety hazards such as overheating and overcurrent under standard operating conditions, conduct long-term operating tests, and assess the stability and durability of electronic products.

[0029] Embodiment 5

[0030] Comprehensive evaluation and reporting: Summarize and analyze all test data to obtain comprehensive evaluation results. Based on data analysis, identify possible problems with electronic products, make suggestions for improvement, and write detailed test reports to comprehensively reflect the performance, environmental adaptability, safety, reliability and other evaluations of electronic products.

[0031] Embodiment 6

[0032] Safety includes grounding tests to ensure stable grounding of electronic products to prevent electric shock accidents, insulation tests to detect the insulation performance of electronic products to prevent leakage accidents, and evaluation of the effectiveness of circuit protection measures, such as checking short circuit and overload protection mechanisms through circuit protection tests. Test the anti-interference ability of electronic products in electromagnetic environments, including their radiation and anti-interference degree, to ensure that the products can work normally in complex electromagnetic environments. Material safety tests to detect harmful substances in the materials used in electronic products to ensure that they do not contain substances that are harmful to the health of users, solvent residue detection and material non-toxicity assessment to prevent the release of harmful substances during the use of products, and software security tests to detect security vulnerabilities in the software through vulnerability scanning, penetration testing and code auditing, and ensure the security of user data.

[0033] For new inspectors, detailed step-by-step guides can be used as training materials to help them master inspection skills more quickly and integrate into the work team. This helps shorten the training cycle for new employees and improve the overall efficiency of the team. The detailed operation steps provide a solid foundation for continuous improvement. By recording and analyzing each step in detail, it is easier to identify existing problems and room for improvement, thereby promoting the continuous optimization of the inspection process.

[0034] The above shows and describes the basic principles, main features and advantages of the present invention. Those skilled in the art should understand that the present invention is not limited to the above embodiments. The above embodiments and descriptions only describe the principles of the present invention. The present invention may be subject to various changes and improvements without departing from the spirit and scope of the present invention. These changes and improvements fall within the scope of the present invention. The scope of protection claimed by the present invention is defined by the attached claims and their equivalents.

Claims

1. A comprehensive quality inspection method for electronic products with multi-dimensional sensor fusion, including preparation stage, data collection and processing, data analysis and evaluation, environmental adaptability testing, safety and reliability evaluation, comprehensive evaluation and reporting; Clarify the detection objectives, determine the models of electronic products that need to be tested and their key performance indicators, select appropriate sensor types based on the characteristics of electronic products, such as temperature sensors and acceleration sensors, prepare and calibrate the required testing equipment and instruments, ensure that they are in good working condition, accurately install the selected sensors on the electronic products, ensure that the connection between the sensors and the electronic products is stable and correct, start the testing equipment and sensors, and begin to collect various performance indicator data of the electronic products in real time, and pre-process the collected raw data, such as removing noise and performing data filtering, to improve data quality.

2. According to claim 1, a multi-dimensional sensor fusion all-round quality detection method for electronic products is characterized in that: The data analysis and evaluation adopts appropriate statistical methods and data analysis algorithms to conduct in-depth analysis on the pre-processed data, and evaluates whether various performance indicators of the electronic products meet the preset standards based on the analysis results.

3. The electronic product omnidirectional quality detection method based on multi-dimensional sensor fusion according to claim 1 is characterized in that: The environmental adaptability test tests electronic products under different temperature conditions, observes and records performance changes, changes humidity, tests the working conditions of electronic products under humid conditions, and conducts other necessary environmental adaptability tests such as vibration test and dust test according to product characteristics.

4. The method for all-round quality inspection of electronic products by multi-dimensional sensor fusion according to claim 1, characterized in that: The safety and reliability assessment monitors electronic products under standard operating conditions for potential safety hazards such as overheating and overcurrent, conducts long-term operating tests, and assesses the stability and durability of electronic products.

5. The method for all-round quality inspection of electronic products by multi-dimensional sensor fusion according to claim 1, characterized in that: The comprehensive evaluation and report summarizes and analyzes all test data to obtain comprehensive evaluation results. Based on the data analysis, it identifies possible problems with electronic products, puts forward improvement suggestions, and writes a detailed test report that comprehensively reflects the performance, environmental adaptability, safety, reliability and other evaluations of electronic products.

6. The method for all-round quality inspection of electronic products by multi-dimensional sensor fusion according to claim 4, characterized in that: The safety mentioned includes grounding test to ensure the stable grounding of electronic products and prevent electric shock accidents, insulation test to detect the insulation performance of electronic products to prevent leakage accidents, and evaluate the effectiveness of circuit protection measures, such as checking short circuit and overload protection mechanisms through circuit protection test, testing the anti-interference ability of electronic products in electromagnetic environment, including its radiation and anti-interference degree, to ensure that the product can work normally in complex electromagnetic environment, material safety test, testing the materials used in electronic products for harmful substances to ensure that they do not contain substances that are harmful to user health, conducting solvent residue detection and material non-toxicity assessment to prevent the release of harmful substances during product use, and software security test, detecting security vulnerabilities in software through vulnerability scanning, penetration testing and code auditing, and ensuring the security of user data.