Proceedings of the 2007 International Conference on Intelligent Systems and Knowledge Engineering (ISKE 2007)

Reconstructing Dynamics of Fuzzy PID Controller Based on Elman NN

Authors
Bingxiang Zhong1, Debiao Wang, Yingying Su, Ling Nie, Taifu Li
1Dept. of Electronic Information Engineering, Chongqing University of Science and Technology
Corresponding Author
Bingxiang Zhong
Available Online October 2007.
DOI
https://doi.org/10.2991/iske.2007.274How to use a DOI?
Keywords
Fuzzy PID, Elman Neural Network, Function Approximation, Reconstructing, Dynamics
Abstract

Aimed at implementation puzzles of fuzzy PID controller because of computational complexity, in this paper, for the dynamic modeling and parallel computation ability of Elman NN (Neural Network) authors utilized an equivalent Elman NN to accurately approximate the dynamics of an known fuzzy PID controller. Consequently, the same process model was controlled by the fuzzy PID controller and the remodeling Elman NN, respectively. Results show that the control qualities due to two different controllers were extremely similar. Therefore, the fuzzy PID controller can be simplified to a remodeling Elman NN in purpose of reducing the computational complexity, solving the curse of dimensionality and improving the real-time performance.

Copyright
© 2007, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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Volume Title
Proceedings of the 2007 International Conference on Intelligent Systems and Knowledge Engineering (ISKE 2007)
Series
Advances in Intelligent Systems Research
Publication Date
October 2007
ISBN
978-90-78677-04-8
ISSN
1951-6851
DOI
https://doi.org/10.2991/iske.2007.274How to use a DOI?
Copyright
© 2007, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - CONF
AU  - Bingxiang Zhong
AU  - Debiao Wang
AU  - Yingying Su
AU  - Ling Nie
AU  - Taifu Li
PY  - 2007/10
DA  - 2007/10
TI  - Reconstructing Dynamics of Fuzzy PID Controller Based on Elman NN
BT  - Proceedings of the 2007 International Conference on Intelligent Systems and Knowledge Engineering (ISKE 2007)
PB  - Atlantis Press
SP  - 1599
EP  - 1604
SN  - 1951-6851
UR  - https://doi.org/10.2991/iske.2007.274
DO  - https://doi.org/10.2991/iske.2007.274
ID  - Zhong2007/10
ER  -