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Iterative hybrid causal model based diagnosis: Application to automotive embedded functions

机译:基于迭代混合因果模型的诊断:在汽车嵌入式功能中的应用

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This paper addresses off-line diagnosis of embedded functions, such as that made in workshops by the technicians. The diagnosis problem expresses as the determination of a proper sequence of tests and measures at available control points, which would lead to greedily localize the fault quickly and at the lowest cost. Whereas anticipated discrete faults can be properly addressed by fault dictionary methods based on simulation, a consistency based method designed for hybrid systems is proposed to address parametric faults and non-anticipated faults. This method uses those same inputs as the fault dictionary method and the only additional information is the structure of the reference models in the form of a causal graph and the interpretation of the simulation results into qualitative values and events. The consistency based diagnosis method is combined with a test selection procedure to produce an original iterative diagnosis method for hybrid systems that reduces diagnosis ambiguity at each iteration. The method is illustrated in the automotive domain with a real case study consisting in the electronic function commanding the rear windscreen wiper of a car.
机译:本文介绍嵌入式功能的离线诊断,例如技术人员在车间进行的诊断。诊断问题表现为在可用控制点上确定适当的测试和措施顺序,这将导致贪婪地快速定位故障并以最低的成本进行。可以通过基于仿真的故障字典方法适当地解决预期的离散故障,但提出了一种针对混合系统设计的基于一致性的方法来解决参数性故障和非预期性故障。该方法使用与故障字典方法相同的输入,唯一的附加信息是因果图形式的参考模型的结构,以及将模拟结果解释为定性值和事件。基于一致性的诊断方法与测试选择过程相结合,以生成用于混合系统的原始迭代诊断方法,该方法可减少每次迭代的诊断歧义。该方法在汽车领域得到了实际案例研究,其中包括命令汽车后挡风玻璃刮水器的电子功能。

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