A Robust Fault Detection Method using a Zonotopic Kaucher Set-membership Approach

被引:9
作者
Schwab, Stefan [1 ]
Puig, Vicenc [2 ]
Hohmann, Soeren [1 ]
机构
[1] Karlsruhe Inst Technol, Inst Control Syst, Karlsruhe, Germany
[2] Univ Politecn Cataluna, Dept Automat Control, Barcelona, Spain
关键词
Robust fault detection; set-membership approach; Kaucher arithmetic; IDENTIFICATION; DIAGNOSIS; SYSTEMS;
D O I
10.1016/j.ifacol.2018.09.623
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 paper presents a robust fault detection method using a zonotopic Kaucher set-membership method. The fault detection approach is based on checking the consistency between the model and the data. Consistency is given if there is an intersection between the feasible parameter set and the nominal parameter set. To allow efficient computation the feasible set is approximated by a zonotope. Due to the usage of Kaucher interval arithmetic the results are mathematically guaranteed. The proposed approach is assessed using an illustrative application based on a well-known four-tank case study. The study shows that it is possible to detect even small errors in a noisy setting. (C) 2018, IFAC (International Federation of Automatic Control) Hosting by Elsevier Ltd. All rights reserved.
引用
收藏
页码:500 / 507
页数:8
相关论文
共 23 条
[1]  
[Anonymous], P 20 IFAC WORLD C
[2]  
[Anonymous], 2012, IFAC P VOLUMES
[3]  
[Anonymous], 2013, Bounding approaches to system identification
[4]  
[Anonymous], ARXIV E PRINTS
[5]  
Armengol J., 2000, Annual Reviews in Control, V24, P31, DOI 10.1016/S1367-5788(00)90009-9
[6]  
Blanke M., 2006, Diagnosis and fault-tolerant control
[7]   Identification for passive robust fault detection using zonotope-based set-membership approaches [J].
Blesa, Joaquim ;
Puig, Vicenc ;
Saludes, Jordi .
INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING, 2011, 25 (09) :788-812
[8]   Bounded error identification of systems with time-varying parameters [J].
Bravo, J. M. ;
Alamo, T. ;
Camacho, E. F. .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2006, 51 (07) :1144-1150
[9]  
Chen J, 2012, ROBUST MODEL BASED F
[10]  
Combastel C, 2016, CONF CONTR FAULT-TOL, P99, DOI 10.1109/SYSTOL.2016.7739735