Operator-based nonlinear fault detection and fault tolerance control for microreactor with generalized Gaussian function

Yoshiki Ogihara; Mingcong Deng; Yuichi Noge

doi:10.1109/ICIAI.2019.8850831

Operator-based nonlinear fault detection and fault tolerance control for microreactor with generalized Gaussian function

Yoshiki Ogihara, Mingcong Deng, Yuichi Noge

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

2 Citations (Scopus)

Abstract

In this paper, operator-based method of fault detection and fault tolerance control using generalized Gaussian function as the kernel function of Support Vector Machine (SVM) is proposed for microreactor units actuated by Peltier device. In details, after describing a mathematical model of the microreactor, an operator-based robust fault tolerant control system is designed for this process with output sensor fault. Then real-Time fault detection scheme is presented by using SVM, where generalized Gaussian function is adopted as the kernel function. The effectiveness of the proposed method is confirmed by simulation and experimental result.

Original language	English
Title of host publication	1st International Conference on Industrial Artificial Intelligence, IAI 2019
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781728135939
DOIs	https://doi.org/10.1109/ICIAI.2019.8850831
Publication status	Published - Jul 2019
Externally published	Yes
Event	1st International Conference on Industrial Artificial Intelligence, IAI 2019 - Shenyang, China Duration: Jul 22 2019 → Jul 26 2019

Publication series

Name	1st International Conference on Industrial Artificial Intelligence, IAI 2019

Conference

Conference	1st International Conference on Industrial Artificial Intelligence, IAI 2019
Country/Territory	China
City	Shenyang
Period	7/22/19 → 7/26/19

All Science Journal Classification (ASJC) codes

Process Chemistry and Technology
Artificial Intelligence
Computer Science Applications
Industrial and Manufacturing Engineering
Control and Optimization

Access to Document

10.1109/ICIAI.2019.8850831

Cite this

Ogihara, Y., Deng, M., & Noge, Y. (2019). Operator-based nonlinear fault detection and fault tolerance control for microreactor with generalized Gaussian function. In 1st International Conference on Industrial Artificial Intelligence, IAI 2019 [8850831] (1st International Conference on Industrial Artificial Intelligence, IAI 2019). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICIAI.2019.8850831

Operator-based nonlinear fault detection and fault tolerance control for microreactor with generalized Gaussian function. / Ogihara, Yoshiki; Deng, Mingcong; Noge, Yuichi.
1st International Conference on Industrial Artificial Intelligence, IAI 2019. Institute of Electrical and Electronics Engineers Inc., 2019. 8850831 (1st International Conference on Industrial Artificial Intelligence, IAI 2019).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Ogihara, Y, Deng, M & Noge, Y 2019, Operator-based nonlinear fault detection and fault tolerance control for microreactor with generalized Gaussian function. in 1st International Conference on Industrial Artificial Intelligence, IAI 2019., 8850831, 1st International Conference on Industrial Artificial Intelligence, IAI 2019, Institute of Electrical and Electronics Engineers Inc., 1st International Conference on Industrial Artificial Intelligence, IAI 2019, Shenyang, China, 7/22/19. https://doi.org/10.1109/ICIAI.2019.8850831

Ogihara Y, Deng M, Noge Y. Operator-based nonlinear fault detection and fault tolerance control for microreactor with generalized Gaussian function. In 1st International Conference on Industrial Artificial Intelligence, IAI 2019. Institute of Electrical and Electronics Engineers Inc. 2019. 8850831. (1st International Conference on Industrial Artificial Intelligence, IAI 2019). doi: 10.1109/ICIAI.2019.8850831

Ogihara, Yoshiki ; Deng, Mingcong ; Noge, Yuichi. / Operator-based nonlinear fault detection and fault tolerance control for microreactor with generalized Gaussian function. 1st International Conference on Industrial Artificial Intelligence, IAI 2019. Institute of Electrical and Electronics Engineers Inc., 2019. (1st International Conference on Industrial Artificial Intelligence, IAI 2019).

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abstract = "In this paper, operator-based method of fault detection and fault tolerance control using generalized Gaussian function as the kernel function of Support Vector Machine (SVM) is proposed for microreactor units actuated by Peltier device. In details, after describing a mathematical model of the microreactor, an operator-based robust fault tolerant control system is designed for this process with output sensor fault. Then real-Time fault detection scheme is presented by using SVM, where generalized Gaussian function is adopted as the kernel function. The effectiveness of the proposed method is confirmed by simulation and experimental result.",

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AB - In this paper, operator-based method of fault detection and fault tolerance control using generalized Gaussian function as the kernel function of Support Vector Machine (SVM) is proposed for microreactor units actuated by Peltier device. In details, after describing a mathematical model of the microreactor, an operator-based robust fault tolerant control system is designed for this process with output sensor fault. Then real-Time fault detection scheme is presented by using SVM, where generalized Gaussian function is adopted as the kernel function. The effectiveness of the proposed method is confirmed by simulation and experimental result.

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M3 - Conference contribution

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PB - Institute of Electrical and Electronics Engineers Inc.

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Operator-based nonlinear fault detection and fault tolerance control for microreactor with generalized Gaussian function

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