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Improving the Accuracy of Defect Diagnosis with Multiple Sets of Candidate Faults

机译:通过多组候选故障提高缺陷诊断的准确性

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摘要

Given a chip that produced a faulty output response to a test set, a defect diagnosis procedure produces a set of candidate faults that is expected to identify the defects that are present in the chip. The accuracy of the set of candidate faults is higher when the set is smaller or when its overlap with the defects that are present in the chip is larger. To increase the accuracy of a set of candidate faults, this paper describes an approach where several sets of candidate faults are computed based on different subsets of the test set. The subsets are obtained by removing small numbers of tests from the complete test set. The result is sets of candidate faults that are similar but not identical. The number of sets where a fault appears yields a confidence level that the fault actually belongs in a set of candidate faults. New sets of candidate faults are defined based on the confidence levels obtained. The smallest set of candidate faults can be used as the final result of defect diagnosis, or the sets can be used for ranking the candidates. Experimental results for benchmark circuits demonstrate the effectiveness of this approach.
机译:给定芯片对测试集产生错误的输出响应,则缺陷诊断过程会产生一组候选故障,这些候选故障有望识别出芯片中存在的缺陷。当候选缺陷组较小或与芯片中存在的缺陷重叠较大时,候选缺陷组的准确性较高。为了提高一组候选故障的准确性,本文介绍了一种基于测试集的不同子集计算几组候选故障的方法。通过从完整的测试集中删除少量测试来获得子集。结果是候选故障集相似但不相同。出现故障的集合的数量产生了该故障实际上属于一组候选故障的置信度。根据获得的置信度定义新的候选故障集。候选故障的最小集合可以用作缺陷诊断的最终结果,或者可以将这些集合用于对候选进行排序。基准电路的实验结果证明了这种方法的有效性。

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