NDLI: Fuzzy clustering based spatiotemporal fuzzy logic controller design

Content Provider	IEEE Xplore Digital Library
Author	Xian-xia Zhang Jiajia Li Ye Jiang Baili Su Chenkun Qi Tao Zou
Copyright Year	2012
Description	Author affiliation: Shanghai Key Laboratory of Power Station Automation Technology, School of Mechatronics and Automation, Shanghai University, 200072, China (Xian-xia Zhang; Jiajia Li; Ye Jiang) \|\| School of Mechanical Engineering, State Key Laboratory of Mechanical System and Vibration, Shanghai Jiao Tong University, 200240, China (Chenkun Qi) \|\| College of Information Engineering, Zhejiang University of Technology, Hangzhou 310014, China (Tao Zou) \|\| School of Electrical Information and Automation, Qufu Normal University, Shandong 276826, China (Baili Su)
Abstract	Three-dimensional fuzzy logic controller (3-D FLC) is a novel FLC developed for spatially-distributed parameter systems. In this study, we concentrate on the data-driven based 3-D FLC design. Firstly, an initial rule-base of 3-D FLC is learned by fuzzy c-means algorithm from spatial-temporal data set. Then, the rule-base is reduced by using distance-based similarity measure to check similar fuzzy sets and similar rules. Finally, the parameters are refined by a gradient-descent approach. A catalytic packed-bed reactor is taken as an application to demonstrate the effectiveness of the proposed 3-D FLC design method.
Starting Page	3167
Ending Page	3172
File Size	267762
Page Count	6
File Format	PDF
ISBN	9781467313971
e-ISBN	9781467313988
DOI	10.1109/WCICA.2012.6358417
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2012-07-06
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Fuzzy sets Input variables Inductors Educational institutions Optimization Fuzzy logic Automation controller design three-dimensional fuzzy set fuzzy logic controller type-2 fuzzy set fuzzy clustering
Content Type	Text
Resource Type	Article

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4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
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