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A configurable board-level adaptive incremental diagnosis technique based on decision trees

机译:基于决策树的可配置板级自适应增量诊断技术

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摘要

Functional diagnosis for complex electronic boards is a time-consuming task that requires big expertise to the diagnosis engineers. In this paper we propose a new engine for board-level adaptive incremental functional diagnosis based on decision trees. The engine incrementally selects the tests that have to be executed and based on the test outcomes it automatically stops the diagnosis as soon as one or more faulty candidates can be identified, thus allowing to reduce the number of executed tests. Moreover, we propose a configurable early stop condition for the engine that allows to further reduce the number of executed tests leveraging the diagnosis accuracy. The effectiveness of the proposed approach has been assessed using a set of synthetic but realistic boards and three industrial boards.
机译:复杂电子板的功能诊断是一项耗时的任务,需要诊断工程师具备大量专业知识。在本文中,我们提出了一种基于决策树的板级自适应增量功能诊断的新引擎。引擎逐步选择必须执行的测试,并基于测试结果,一旦可以识别一个或多个有故障的候选者,它将自动停止诊断,从而减少了执行的测试的数量。此外,我们提出了一种可配置的发动机提前停止条件,该条件允许利用诊断准确性进一步减少已执行测试的次数。已使用一组合成但实际的板块和三个工业板块评估了该方法的有效性。

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