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COMBINED MODEL-BASED APPROACH AND DATA DRIVEN PREDICTION FOR TROUBLESHOOTING FAULTS IN PHYSICAL SYSTEMS

机译:物理系统中故障排除的基于模型的组合方法和数据驱动的预测

摘要

A method for diagnosing and troubleshooting failures of components of a physical system with low troubleshooting cost, according to which for each component in the system, a Model-Based Diagnosis (MBD) is used for computing the probability of causing a system failure, based on currently observed system behavior or on knowledge about the system's structure. Then the probability of causing a system failure is computed, based on its age and its survival curves. Then, it is determined whether a faulty component C should be fixed or replaced by minimizing future troubleshooting costs, being the costs of the process of diagnosing and repairing an observed failure.
机译:一种用于以较低的故障排除成本来诊断和故障排除物理系统的组件故障的方法,根据该方法,基于对系统中的每个组件,基于模型的诊断(MBD)用于计算引起系统故障的可能性,该方法基于当前观察到的系统行为或有关系统结构的知识。然后,根据系统的寿命和生存曲线计算出导致系统故障的可能性。然后,通过使将来的故障排除成本最小化来确定是否应该修复或更换有故障的组件C,这是诊断和修复观察到的故障的过程的成本。

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