Dissipative filter design for Takagi-Sugeno fuzzy neural networks

Kyu Chul Lee; Hyun Duk Choi; Dae Ki Kim; Choon Ki Ahn; Myo Taeg Lim

doi:10.1109/ICCAS.2015.7364903

Dissipative filter design for Takagi-Sugeno fuzzy neural networks

Kyu Chul Lee
, Hyun Duk Choi
, Dae Ki Kim
, Choon Ki Ahn
, Myo Taeg Lim

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

1 Citation (Scopus)

Abstract

This paper proposes a novel dissipative filter for Takagi-Sugeno fuzzy Hopfield neural networks with time varying delay. This filter guarantees (Q, S, R)-a-dissipativity and is regarded as a generalization of some performance indices, such as H_∞ performance, passivity, and mixed H_∞/passivity. The linear matrix inequality (LMI) approach solving convex problem is used to obtain a gain matrix satisfying both (Q, S, R)-a-dissipativity and asymptotic stability of the error system. Some simulations are dealt with to validate the performance of the proposed method.

Original language	English
Title of host publication	ICCAS 2015 - 2015 15th International Conference on Control, Automation and Systems, Proceedings
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	181-185
Number of pages	5
ISBN (Electronic)	9788993215090
DOIs	https://doi.org/10.1109/ICCAS.2015.7364903
Publication status	Published - 2015 Dec 23
Event	15th International Conference on Control, Automation and Systems, ICCAS 2015 - Busan, Korea, Republic of Duration: 2015 Oct 13 → 2015 Oct 16

Publication series

Name	ICCAS 2015 - 2015 15th International Conference on Control, Automation and Systems, Proceedings

Other

Other	15th International Conference on Control, Automation and Systems, ICCAS 2015
Country/Territory	Korea, Republic of
City	Busan
Period	15/10/13 → 15/10/16

Bibliographical note

Publisher Copyright:
© 2015 Institute of Control, Robotics and Systems - ICROS.

Keywords

Dissipative filtering
Linear matrix inequality(LMI)
Takagi-Sugeno fuzzy Hopfield neural network

ASJC Scopus subject areas

Control and Systems Engineering

Access to Document

10.1109/ICCAS.2015.7364903

Cite this

Lee, K. C., Choi, H. D., Kim, D. K., Ahn, C. K., & Lim, M. T. (2015). Dissipative filter design for Takagi-Sugeno fuzzy neural networks. In ICCAS 2015 - 2015 15th International Conference on Control, Automation and Systems, Proceedings (pp. 181-185). Article 7364903 (ICCAS 2015 - 2015 15th International Conference on Control, Automation and Systems, Proceedings). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICCAS.2015.7364903

Dissipative filter design for Takagi-Sugeno fuzzy neural networks. / Lee, Kyu Chul; Choi, Hyun Duk; Kim, Dae Ki et al.
ICCAS 2015 - 2015 15th International Conference on Control, Automation and Systems, Proceedings. Institute of Electrical and Electronics Engineers Inc., 2015. p. 181-185 7364903 (ICCAS 2015 - 2015 15th International Conference on Control, Automation and Systems, Proceedings).

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

Lee, KC, Choi, HD, Kim, DK, Ahn, CK & Lim, MT 2015, Dissipative filter design for Takagi-Sugeno fuzzy neural networks. in ICCAS 2015 - 2015 15th International Conference on Control, Automation and Systems, Proceedings., 7364903, ICCAS 2015 - 2015 15th International Conference on Control, Automation and Systems, Proceedings, Institute of Electrical and Electronics Engineers Inc., pp. 181-185, 15th International Conference on Control, Automation and Systems, ICCAS 2015, Busan, Korea, Republic of, 15/10/13. https://doi.org/10.1109/ICCAS.2015.7364903

Lee KC, Choi HD, Kim DK, Ahn CK , Lim MT. Dissipative filter design for Takagi-Sugeno fuzzy neural networks. In ICCAS 2015 - 2015 15th International Conference on Control, Automation and Systems, Proceedings. Institute of Electrical and Electronics Engineers Inc. 2015. p. 181-185. 7364903. (ICCAS 2015 - 2015 15th International Conference on Control, Automation and Systems, Proceedings). doi: 10.1109/ICCAS.2015.7364903

Lee, Kyu Chul ; Choi, Hyun Duk ; Kim, Dae Ki et al. / Dissipative filter design for Takagi-Sugeno fuzzy neural networks. ICCAS 2015 - 2015 15th International Conference on Control, Automation and Systems, Proceedings. Institute of Electrical and Electronics Engineers Inc., 2015. pp. 181-185 (ICCAS 2015 - 2015 15th International Conference on Control, Automation and Systems, Proceedings).

@inproceedings{49b83f11e56a4123bd75eea6d1c5d4b3,

title = "Dissipative filter design for Takagi-Sugeno fuzzy neural networks",

abstract = "This paper proposes a novel dissipative filter for Takagi-Sugeno fuzzy Hopfield neural networks with time varying delay. This filter guarantees (Q, S, R)-a-dissipativity and is regarded as a generalization of some performance indices, such as H∞ performance, passivity, and mixed H∞/passivity. The linear matrix inequality (LMI) approach solving convex problem is used to obtain a gain matrix satisfying both (Q, S, R)-a-dissipativity and asymptotic stability of the error system. Some simulations are dealt with to validate the performance of the proposed method.",

keywords = "Dissipative filtering, Linear matrix inequality(LMI), Takagi-Sugeno fuzzy Hopfield neural network",

author = "Lee, \{Kyu Chul\} and Choi, \{Hyun Duk\} and Kim, \{Dae Ki\} and Ahn, \{Choon Ki\} and Lim, \{Myo Taeg\}",

note = "Publisher Copyright: {\textcopyright} 2015 Institute of Control, Robotics and Systems - ICROS.; 15th International Conference on Control, Automation and Systems, ICCAS 2015 ; Conference date: 13-10-2015 Through 16-10-2015",

year = "2015",

month = dec,

day = "23",

doi = "10.1109/ICCAS.2015.7364903",

language = "English",

series = "ICCAS 2015 - 2015 15th International Conference on Control, Automation and Systems, Proceedings",

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

pages = "181--185",

booktitle = "ICCAS 2015 - 2015 15th International Conference on Control, Automation and Systems, Proceedings",

}

TY - GEN

T1 - Dissipative filter design for Takagi-Sugeno fuzzy neural networks

AU - Lee, Kyu Chul

AU - Choi, Hyun Duk

AU - Kim, Dae Ki

AU - Ahn, Choon Ki

AU - Lim, Myo Taeg

PY - 2015/12/23

Y1 - 2015/12/23

N2 - This paper proposes a novel dissipative filter for Takagi-Sugeno fuzzy Hopfield neural networks with time varying delay. This filter guarantees (Q, S, R)-a-dissipativity and is regarded as a generalization of some performance indices, such as H∞ performance, passivity, and mixed H∞/passivity. The linear matrix inequality (LMI) approach solving convex problem is used to obtain a gain matrix satisfying both (Q, S, R)-a-dissipativity and asymptotic stability of the error system. Some simulations are dealt with to validate the performance of the proposed method.

AB - This paper proposes a novel dissipative filter for Takagi-Sugeno fuzzy Hopfield neural networks with time varying delay. This filter guarantees (Q, S, R)-a-dissipativity and is regarded as a generalization of some performance indices, such as H∞ performance, passivity, and mixed H∞/passivity. The linear matrix inequality (LMI) approach solving convex problem is used to obtain a gain matrix satisfying both (Q, S, R)-a-dissipativity and asymptotic stability of the error system. Some simulations are dealt with to validate the performance of the proposed method.

KW - Dissipative filtering

KW - Linear matrix inequality(LMI)

KW - Takagi-Sugeno fuzzy Hopfield neural network

UR - https://www.scopus.com/pages/publications/84966318407

U2 - 10.1109/ICCAS.2015.7364903

DO - 10.1109/ICCAS.2015.7364903

M3 - Conference contribution

AN - SCOPUS:84966318407

T3 - ICCAS 2015 - 2015 15th International Conference on Control, Automation and Systems, Proceedings

SP - 181

EP - 185

BT - ICCAS 2015 - 2015 15th International Conference on Control, Automation and Systems, Proceedings

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 15th International Conference on Control, Automation and Systems, ICCAS 2015

Y2 - 13 October 2015 through 16 October 2015

ER -

Dissipative filter design for Takagi-Sugeno fuzzy neural networks

Abstract

Publication series

Other

Bibliographical note

Keywords

ASJC Scopus subject areas

Access to Document

Other files and links

Fingerprint

Cite this