Set-membership State Estimation for a Continuous Stirred-Tank Reactor

被引:2
作者
Valero, Carlos E. [1 ]
Paulen, Radoslav [1 ]
机构
[1] Slovak Univ Technol Bratislava, Fac Chem & Food Technol, Bratislava 81237, Slovakia
来源
2021 9TH INTERNATIONAL CONFERENCE ON SYSTEMS AND CONTROL (ICSC'21) | 2021年
关键词
Robust estimation; Set-membership state estimation; Zonotopic Kalman filter; ROPO; FAULT-DETECTION; OBSERVERS;
D O I
10.1109/ICSC50472.2021.9666677
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, the robust state estimation problem for a continuous stirred-tank reactor is addressed. Two different robust estimators are studied for the set-membership state estimation. Here, a strip-based observer is compared to a set-propagation observer. In the first case, we consider the classic recursive optimal parallelotopic outbounding algorithm. In the second case, we use a Zonotopic Kalman filter (ZKF). The comparison takes into consideration the CPU time and the estimation accuracy (in terms of the final volume of the estimation set). Our findings indicate that the differences in CPU time are insignificant, yet the strip-based method showed a major reduction in the final reachable set.
引用
收藏
页码:83 / 88
页数:6
相关论文
共 50 条
[41]   Set-Membership State Estimation for Multirate Nonlinear Complex Networks Under FlexRay Protocols: A Neural-Network-Based Approach [J].
Shen, Yuxuan ;
Wang, Zidong ;
Dong, Hongli ;
Liu, Hongjian ;
Chen, Yun .
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2024, :1-12
[42]   On State Estimation for Discrete Time-Delayed Memristive Neural Networks Under the WTOD Protocol: A Resilient Set-Membership Approach [J].
Liu, Hongjian ;
Wang, Zidong ;
Fei, Weiyin ;
Dong, Hongli .
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2022, 52 (04) :2145-2155
[43]   Modelling and on-line estimation of zinc sulphide precipitation in a continuously stirred tank reactor [J].
Grootscholten, Tim ;
Keesman, Karel ;
Lens, Piet .
SEPARATION AND PURIFICATION TECHNOLOGY, 2008, 63 (03) :654-660
[44]   Non-fragile Set-membership State Estimation for Memristive Neural Networks with Incomplete Measurements via Round-robin Protocol [J].
Yang, Yu ;
Hu, Jun ;
Yang, Ning ;
Du, Junhua .
PROCEEDINGS OF THE 2019 31ST CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2019), 2019, :3395-3400
[45]   Adaptive Set-Membership State Estimation for Nonlinear Systems Under Bit Rate Allocation Mechanism: A Neural-Network-Based Approach [J].
Zhu, Kaiqun ;
Wang, Zidong ;
Wei, Guoliang ;
Liu, Xiaohui .
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2023, 34 (11) :8337-8348
[46]   Fuzzy Expert System based Sensor and Actuator Fault diagnosis for Continuous Stirred Tank Reactor [J].
Geetha, M. ;
Jerome, Jovitha .
2013 INTERNATIONAL CONFERENCE ON FUZZY THEORY AND ITS APPLICATIONS (IFUZZY 2013), 2013, :251-257
[47]   Distributed Set-Membership Estimation Over Sensor Networks via an Event-Driven Dynamic Quantization Scheme [J].
Xie, Yuhan ;
Ding, Sanbo ;
Jing, Yanhui ;
Xie, Xiangpeng .
IEEE SYSTEMS JOURNAL, 2024, 18 (02) :1151-1161
[48]   Guaranteed Set-Membership Estimation for Local Nonlinear Uncertain Fuzzy Systems Subject to Partially Decouplable Unknown Inputs [J].
Ren, Weijie ;
Guo, Shenghui ;
Ahn, Choon Ki .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2023, 31 (12) :4336-4349
[49]   Set-membership multi-sensor secure fusion estimation against two-channel malicious attacks [J].
Song, Haiyu ;
Chen, Kaizhou ;
Zheng, Zhouqiang ;
Zhang, Wen-An .
INFORMATION SCIENCES, 2023, 642
[50]   A Dynamic Event-Triggered Transmission Scheme for Distributed Set-Membership Estimation Over Wireless Sensor Networks [J].
Ge, Xiaohua ;
Han, Qing-Long ;
Wang, Zidong .
IEEE TRANSACTIONS ON CYBERNETICS, 2019, 49 (01) :171-183