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Residual Generators for Fault Diagnosis Using Computation Sequences With Mixed Causality Applied to Automotive Systems

机译:应用混合因果关系的计算序列进行故障诊断的残差发生器应用于汽车系统

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摘要

An essential step in the design of a model-based diagnosis system is to find a set of residual generators fulfilling stated fault detection and isolation requirements. To be able to find a good set, it is desirable that the method used for residual generation gives as many candidate residual generators as possible, given a model. This paper presents a novel residual generation method that enables simultaneous use of integral and derivative causality, i.e., mixed causality, and also handles equation sets corresponding to algebraic and differential loops in a systematic manner. The method relies on a formal framework for computing unknown variables according to a computation sequence. In this framework, mixed causality is utilized, and the analytical properties of the equations in the model, as well as the available tools for algebraic equation solving, are taken into account. The proposed method is applied to two models of automotive systems, a Scania diesel engine, and a hydraulic braking system. Significantly more residual generators are found with the proposed method in comparison with methods using solely integral or derivative causality.
机译:设计基于模型的诊断系统的关键步骤是找到一组满足规定的故障检测和隔离要求的残差发生器。为了能够找到一个好的集合,期望的是,在给定模型的情况下,用于残差生成的方法给出尽可能多的候选残差生成器。本文提出了一种新的残差生成方法,该方法可以同时使用积分和微分因果关系,即混合因果关系,并且还可以系统地处理与代数和微分回路相对应的方程组。该方法依赖于用于根据计算序列来计算未知变量的形式框架。在此框架中,利用混合因果关系,并考虑了模型中方程的解析性质以及代数方程求解的可用工具。所提出的方法应用于汽车系统的两个模型,斯堪尼亚柴油发动机和液压制动系统。与仅使用积分因果关系或微分因果关系的方法相比,使用该方法可以发现更多的残差生成器。

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