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