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Model-based diagnosis directed by heuristic search

机译:由启发式搜索指导的基于模型的诊断

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The diagnostic methodology presented is motivated by an application related to offline diagnosis of a rocket engine. The problem of diagnosing devices offline with a fixed set of measurements is addressed. A diagnostic algorithm is presented which combines the advantages of model-based techniques based on constraint suspension and of search directed by heuristic expert knowledge. The algorithm enumerates all faults and fault combinations which are possible given a fixed set of measurement data in order of their likelihood. Expert knowledge is incorporated into a qualitative model-based framework in order to compensate for the lack of sufficient data. The resulting diagnoses are therefore uncertain but represent a best guess consistent with all available data.
机译:呈现的诊断方法是由与火箭发动机的离线诊断有关的应用程序的激励。解决了用固定的一组测量诊断设备脱机的问题。提出了一种基于约束暂停和启发式专家知识所针对的搜索的诊断算法。该算法枚举所有故障和故障组合,可以按照可能性的顺序给出固定的测量数据。专家知识被纳入基于模式的模型框架,以补偿缺乏足够的数据。因此,由此产生的诊断不确定,但代表了与所有可用数据一致的最佳猜测。

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