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A Universal Machine-Learning-Based Automated Testing System for Consumer Electronic Products

机译:基于机器 - 基于机器学习的自动化测试系统,用于消费电子产品

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摘要

Consumer electronic manufacturing (CEM) companies face a constant challenge to maintain quality standards during frequent product launches. A manufacturing test verifies product functionality and identifies manufacturing defects. Failure to complete testing can even result in product recalls. In this research, a universal automated testing system has been proposed for CEM companies to streamline their test process in reduced test cost and time. A universal hardware interface is designed for connecting commercial off-the-shelf (COTS) test equipment and unit under test (UUT). A software application, based on machine learning, is developed in LabVIEW. The test site data for around 100 test sites have been collected. The application automatically selects COTS test equipment drivers and interfaces on UUT and test measurements for test sites through a universal hardware interface. Further, it collects real-time test measurement data, performs analysis, generates reports and key performance indicators (KPIs), and provides recommendations using machine learning. It also maintains a database for historical data to improve manufacturing processes. The proposed system can be deployed standalone as well as a replacement for the test department module of enterprise resource planning (ERP) systems providing direct access to test site hardware. Finally, the system is validated through an experimental setup in a CEM company.
机译:消费电子制造(CEM)公司在频繁的产品发布期间保持质量标准的持续挑战。制造测试验证产品功能并识别制造缺陷。甚至无法完成测试甚至可以导致产品召回。在本研究中,已提出了一种通用的自动化测试系统,为CEM公司以降低的测试成本和时间简化了他们的测试过程。通用硬件接口专为连接商业现成(COTS)测试设备和单位进行测试(UUT)。基于机器学习的软件应用程序是在LabVIEW中开发的。已经收集了大约100个测试站点的测试站点数据。应用程序通过通用硬件界面自动选择COTS测试设备驱动程序和对UUT测试站点进行测试测量的接口。此外,它收集实时测试测量数据,执行分析,生成报告和关键性能指标(KPI),并提供使用机器学习的建议。它还维护一个数据库,用于历史数据以改善制造过程。所提出的系统可以部署独立的,以及企业资源规划(ERP)系统的测试部门模块的替代,提供直接访问测试站点硬件。最后,通过CEM公司的实验设置验证了系统。

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