A Qualitative Event-Based Approach to Continuous Systems Diagnosis

被引:22
|
作者
Daigle, Matthew J. [1 ]
Koutsoukos, Xenofon D. [2 ]
Biswas, Gautam [2 ]
机构
[1] Univ Calif Santa Cruz, NASA, Ames Res Ctr, Moffett Field, CA 94035 USA
[2] Vanderbilt Univ, Dept Elect Engn & Comp Sci, Inst Software Integrated Syst, Nashville, TN 37235 USA
基金
美国国家航空航天局; 美国国家科学基金会;
关键词
Discrete-event system (DES); electrical power systems; model-based diagnosis; FAULT-DIAGNOSIS; FAILURE DIAGNOSIS; DYNAMICAL MODELS; DISCRETE;
D O I
10.1109/TCST.2008.2011648
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Fault diagnosis is crucial for ensuring the safe operation of complex engineering systems. Although discrete-event diagnosis methods are used extensively, they do not easily address parametric fault isolation in systems with complex continuous dynamics. This paper presents a novel event-based approach for diagnosis of abrupt parametric faults in continuous systems, based on a qualitative abstraction of measurement deviations from the nominal behavior. From a continuous model of the system, we systematically derive dynamic fault signatures expressed as event-based fault models, which are used, in turn, for designing an event-based diagnoser of the system and determining system diagnosability. The proposed approach is applied to a subset of the Advanced Diagnostics and Prognostics Testbed, which is representative of a spacecraft's electrical power system. We present experimental results from the actual testbed, as well as detailed simulation experiments that examine the performance of our diagnosis algorithms under different fault magnitudes and noise levels.
引用
收藏
页码:780 / 793
页数:14
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