科研成果详情

题名A fault detection and diagnosis scheme for discrete nonlinear system using output probability density estimation
作者
发表日期2008
会议名称IEEE International Conference on Automation and Logistics, ICAL 2008
会议录名称2008 IEEE International Conference on Automation and Logistics
ISBN9781424425020
页码45-49
会议日期1 September 2008 through 3 September 2008
会议地点Qingdao, China
摘要

In this paper, a fault detection and diagnosis (FDD) scheme for a class of discrete nonlinear system fault using output probability density estimation is presented. Unlike classical FDD problems, the measured output of the system is viewed as a stochastic process and its square root probability density function (PDF) is modeled with B-spline functions, which leads to a deterministic space-time dynamic model including nonlinearities, uncertainties. A weighted average function is given as an integral form of the square root PDF along space direction, which leads a function only about time and can be used to construct residual signal. Thus, the classical nonlinear .lter approach can be used to detect and diagnose the fault in system. A feasible detection criterion is obtained at first, and a new adaptive fault diagnosis algorithm is further investigated to estimate the fault. The simulation example given demonstrates the effectiveness of the proposed approaches. © 2008 IEEE.

关键词Fault detection Fault diagnosis Probability density function
DOI10.1109/ICAL.2008.4636117
URL查看来源
收录类别CPCI-S
语种英语English
WOS研究方向Automation & Control Systems
WOS类目Automation & Control Systems
WOS记录号WOS:000263554800009
引用统计
被引频次:2[WOS]   [WOS记录]     [WOS相关记录]
文献类型会议论文
条目标识符https://repository.uic.edu.cn/handle/39GCC9TT/4358
专题个人在本单位外知识产出
作者单位
1.Temasek Laboratories, National University of Singapore
2.Department of Electrical and Computer Engineering, National University of Singapore
推荐引用方式
GB/T 7714
Zhang, Yumin,Wang, Qingguo,Lum, Kai Yew. A fault detection and diagnosis scheme for discrete nonlinear system using output probability density estimation[C], 2008: 45-49.
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