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SPRT for Weibull distributed integrated circuit failures

机译:威布尔分布式集成电路故障的SPRT

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Abstract: In this paper, we propose a sequential probability ratio test based on a two parameter Weibull distribution for IC failures. The shape parameter of the Weibull distribution characterizes the decreasing, constant and the increasing failure rate regions in the bath tub model for ICs. The algorithm detects the operating region of the IC based on the observed failure times. Unlike the fixed-length test, the proposed algorithm due to its sequential nature uses the minimum average number of devices for the test for fixed error tolerances in the detection procedure. We find that the proposed test is on an average 96 percent more efficient than the fixed-length test. Our algorithm is shown to be highly robust to the variations in the model parameters unlike other existing sequential tests. Further, extensive simulations are used to validate the analytic results of the sequential test. !16
机译:摘要:在本文中,我们提出了基于两参数威布尔分布的IC失效顺序概率比测试。 Weibull分布的形状参数表征了IC浴缸模型中故障率区域的减小,恒定和增加。该算法根据观察到的故障时间来检测IC的工作区域。与固定长度测试不同,该算法由于其顺序性质,因此在检测过程中使用最小平均设备数进行固定错误容限的测试。我们发现建议的测试平均比固定长度测试效率高96%。与其他现有的顺序测试不同,我们的算法显示出对模型参数变化的高度鲁棒性。此外,广泛的模拟用于验证顺序测试的分析结果。 !16

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