A novel recursive data-driven realization of SIR in closed-loop system

Tianyu Liu; Hao Luo; Xuejiao Wang; Shen Yin; Okyay Kaynak

doi:10.1109/SAFEPROCESS45799.2019.9213246

A novel recursive data-driven realization of SIR in closed-loop system

Tianyu Liu
, Hao Luo
, Xuejiao Wang
, Shen Yin
, Okyay Kaynak

School of Astronautics

Harbin Institute of Technology
Bogazici University

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

Abstract

Modern factories are facing severe challenges from production safety to dealing tons of process data. Aiming to provide powerful tools for system analysis and design through data-driven techniques, this paper proposed a novel recursive data-driven Stable Image Representation (SIR) identification method. By controlling the rows future and past vectors, the algorithm given in this paper can provide adjustable identification precision with relatively low computational load. The correctness of this paper has been shown in a Double loop DC motor system. The work in this paper is essential to the future research on data-driven recursive realization of stability margin and gap metric.

Original language	English
Title of host publication	Proceedings of 2019 11th CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes, SAFEPROCESS 2019
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	669-674
Number of pages	6
ISBN (Electronic)	9781728106816
DOIs	https://doi.org/10.1109/SAFEPROCESS45799.2019.9213246
State	Published - Jul 2019
Event	11th CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes, SAFEPROCESS 2019 - Xiamen, China Duration: 5 Jul 2019 → 7 Jul 2019

Publication series

Name	Proceedings of 2019 11th CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes, SAFEPROCESS 2019

Conference

Conference	11th CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes, SAFEPROCESS 2019
Country/Territory	China
City	Xiamen
Period	5/07/19 → 7/07/19

Keywords

Data-driven method
Online identification
Recursive identification
Stable Image Representation

Access to Document

10.1109/SAFEPROCESS45799.2019.9213246

Cite this

Liu, T., Luo, H., Wang, X., Yin, S., & Kaynak, O. (2019). A novel recursive data-driven realization of SIR in closed-loop system. In Proceedings of 2019 11th CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes, SAFEPROCESS 2019 (pp. 669-674). Article 9213246 (Proceedings of 2019 11th CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes, SAFEPROCESS 2019). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/SAFEPROCESS45799.2019.9213246

Liu, Tianyu ; Luo, Hao ; Wang, Xuejiao et al. / A novel recursive data-driven realization of SIR in closed-loop system. Proceedings of 2019 11th CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes, SAFEPROCESS 2019. Institute of Electrical and Electronics Engineers Inc., 2019. pp. 669-674 (Proceedings of 2019 11th CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes, SAFEPROCESS 2019).

@inproceedings{0d580ad397c14d369eabd84d7cadd993,

title = "A novel recursive data-driven realization of SIR in closed-loop system",

abstract = "Modern factories are facing severe challenges from production safety to dealing tons of process data. Aiming to provide powerful tools for system analysis and design through data-driven techniques, this paper proposed a novel recursive data-driven Stable Image Representation (SIR) identification method. By controlling the rows future and past vectors, the algorithm given in this paper can provide adjustable identification precision with relatively low computational load. The correctness of this paper has been shown in a Double loop DC motor system. The work in this paper is essential to the future research on data-driven recursive realization of stability margin and gap metric.",

keywords = "Data-driven method, Online identification, Recursive identification, Stable Image Representation",

author = "Tianyu Liu and Hao Luo and Xuejiao Wang and Shen Yin and Okyay Kaynak",

note = "Publisher Copyright: {\textcopyright} 2019 IEEE.; 11th CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes, SAFEPROCESS 2019 ; Conference date: 05-07-2019 Through 07-07-2019",

year = "2019",

month = jul,

doi = "10.1109/SAFEPROCESS45799.2019.9213246",

language = "英语",

series = "Proceedings of 2019 11th CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes, SAFEPROCESS 2019",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "669--674",

booktitle = "Proceedings of 2019 11th CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes, SAFEPROCESS 2019",

address = "美国",

}

Liu, T, Luo, H, Wang, X, Yin, S & Kaynak, O 2019, A novel recursive data-driven realization of SIR in closed-loop system. in Proceedings of 2019 11th CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes, SAFEPROCESS 2019., 9213246, Proceedings of 2019 11th CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes, SAFEPROCESS 2019, Institute of Electrical and Electronics Engineers Inc., pp. 669-674, 11th CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes, SAFEPROCESS 2019, Xiamen, China, 5/07/19. https://doi.org/10.1109/SAFEPROCESS45799.2019.9213246

A novel recursive data-driven realization of SIR in closed-loop system. / Liu, Tianyu; Luo, Hao; Wang, Xuejiao et al.
Proceedings of 2019 11th CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes, SAFEPROCESS 2019. Institute of Electrical and Electronics Engineers Inc., 2019. p. 669-674 9213246 (Proceedings of 2019 11th CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes, SAFEPROCESS 2019).

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

TY - GEN

T1 - A novel recursive data-driven realization of SIR in closed-loop system

AU - Liu, Tianyu

AU - Luo, Hao

AU - Wang, Xuejiao

AU - Yin, Shen

AU - Kaynak, Okyay

PY - 2019/7

Y1 - 2019/7

N2 - Modern factories are facing severe challenges from production safety to dealing tons of process data. Aiming to provide powerful tools for system analysis and design through data-driven techniques, this paper proposed a novel recursive data-driven Stable Image Representation (SIR) identification method. By controlling the rows future and past vectors, the algorithm given in this paper can provide adjustable identification precision with relatively low computational load. The correctness of this paper has been shown in a Double loop DC motor system. The work in this paper is essential to the future research on data-driven recursive realization of stability margin and gap metric.

AB - Modern factories are facing severe challenges from production safety to dealing tons of process data. Aiming to provide powerful tools for system analysis and design through data-driven techniques, this paper proposed a novel recursive data-driven Stable Image Representation (SIR) identification method. By controlling the rows future and past vectors, the algorithm given in this paper can provide adjustable identification precision with relatively low computational load. The correctness of this paper has been shown in a Double loop DC motor system. The work in this paper is essential to the future research on data-driven recursive realization of stability margin and gap metric.

KW - Data-driven method

KW - Online identification

KW - Recursive identification

KW - Stable Image Representation

UR - https://www.scopus.com/pages/publications/85094669169

U2 - 10.1109/SAFEPROCESS45799.2019.9213246

DO - 10.1109/SAFEPROCESS45799.2019.9213246

M3 - 会议稿件

AN - SCOPUS:85094669169

T3 - Proceedings of 2019 11th CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes, SAFEPROCESS 2019

SP - 669

EP - 674

BT - Proceedings of 2019 11th CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes, SAFEPROCESS 2019

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 11th CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes, SAFEPROCESS 2019

Y2 - 5 July 2019 through 7 July 2019

ER -

Liu T, Luo H, Wang X, Yin S, Kaynak O. A novel recursive data-driven realization of SIR in closed-loop system. In Proceedings of 2019 11th CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes, SAFEPROCESS 2019. Institute of Electrical and Electronics Engineers Inc. 2019. p. 669-674. 9213246. (Proceedings of 2019 11th CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes, SAFEPROCESS 2019). doi: 10.1109/SAFEPROCESS45799.2019.9213246

A novel recursive data-driven realization of SIR in closed-loop system

Abstract

Publication series

Conference

Keywords

Access to Document

Other files and links

Fingerprint

Cite this