{"title":"Multi-condition alternate test of analog, mixed-signal, and RF systems","authors":"Manuel J. Barragan Asian, G. Léger, J. Huertas","doi":"10.1109/LATW.2012.6261248","DOIUrl":null,"url":null,"abstract":"This work proposes a generic path to improve Alternate Test strategies. It demonstrates that multi-condition test increases the amount of information present in the test data and consequently decreases the prediction error of the trained models. The ambition of this paper is to be a methodological contribution to the field of AMS-RF test, and formal guidelines are provided that justify the interest of the approach. For the sake of validation, the proposed methodology has been applied to several alternate test strategies for analog, mixed signal, and RF circuits. Promising results are found for the following case studies: an analog filter, a ΣΔ A/D converter, and an RF LNA.","PeriodicalId":173735,"journal":{"name":"2012 13th Latin American Test Workshop (LATW)","volume":"77 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2012-04-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2012 13th Latin American Test Workshop (LATW)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/LATW.2012.6261248","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3
Abstract
This work proposes a generic path to improve Alternate Test strategies. It demonstrates that multi-condition test increases the amount of information present in the test data and consequently decreases the prediction error of the trained models. The ambition of this paper is to be a methodological contribution to the field of AMS-RF test, and formal guidelines are provided that justify the interest of the approach. For the sake of validation, the proposed methodology has been applied to several alternate test strategies for analog, mixed signal, and RF circuits. Promising results are found for the following case studies: an analog filter, a ΣΔ A/D converter, and an RF LNA.
这项工作提出了一个改进备用测试策略的通用路径。结果表明,多条件测试增加了测试数据中的信息量,从而降低了训练模型的预测误差。本文的目标是对AMS-RF测试领域做出方法学上的贡献,并提供了正式的指导方针来证明该方法的价值。为了验证,所提出的方法已应用于模拟,混合信号和射频电路的几种替代测试策略。在以下案例研究中发现了有希望的结果:模拟滤波器,ΣΔ a /D转换器和RF LNA。