采用定性与定量相结合的多传感器故障检测与诊断方法

Yang Gao, H. Durrant-Whyte
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引用次数: 9

摘要

本文介绍了一种多传感器数据融合系统的故障检测与诊断技术,并将其应用于加工工厂的监测。本研究主要集中在三个方面:1)研究了如何将定性推理技术与传统的数值传感器融合技术相结合,并介绍了一种开发组合半定量模型的方法;2)讨论了如何利用半定量信息进行系统监测和故障检测;3)介绍了无故障模型诊断方法的实现。描述了一种基于约束冲突的方法。基于实际数据,通过若干实例说明了所开发算法的应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Multi-sensor fault detection and diagnosis using combined qualitative and quantitative techniques
This paper describes a fault detection and diagnosis technique for multisensor data fusion systems with an application to process plant monitoring. In particular this work concentrates on three aspects: 1) how the qualitative reasoning techniques are combined with conventional numerical sensor fusion techniques is investigated and a method of developing a combined semi-quantitative model is introduced; 2) how the semi-quantitative information is analysed to perform the system monitoring and fault detection is discussed; and 3) the implementation of the diagnosis using fault model free methodology is introduced. A constraint violation based approach is described. The application of the algorithms developed is demonstrated through a number of examples, based on real data.<>
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