Isolation and handling of sensor faults in nonlinear systems

被引:90
作者
Du, Miao [1 ]
Mhaskar, Prashant [2 ]
机构
[1] Dept Chem Engn, Hamilton, ON L8S 4L7, Canada
[2] McMaster Univ, Dept Chem Engn, Hamilton, ON L8S 4L7, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Nonlinear systems; State observers; Output feedback; Sensor failures; Fault isolation; Fault diagnosis; Fault-tolerant systems; OUTPUT-FEEDBACK CONTROL; HIGH-GAIN OBSERVERS; PREDICTIVE CONTROL; STABILIZATION; DIAGNOSIS; DESIGN;
D O I
10.1016/j.automatica.2014.02.017
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This work considers the problem of sensor fault isolation and fault-tolerant control for nonlinear systems subject to input constraints. The key idea is to design fault detection residuals and fault isolation logic by exploiting model-based sensor redundancy through a state observer. To this end, a high-gain observer is first presented, for which the convergence property is rigorously established, forming the basis of the residual design. A bank of residuals are then designed using a bank of observers, with each driven by a subset of measured outputs. A fault is isolated by checking which residuals breach their thresholds according to a logic rule. After the fault is isolated, the state estimate generated using measurements from the healthy sensors is used in closed-loop to maintain nominal operation. The implementation of the fault isolation and handling framework subject to uncertainty and measurement noise is illustrated using a chemical reactor example. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1066 / 1074
页数:9
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