Fuzzy Clustering Based Spatiotemporal Fuzzy Logic Controller Design

被引：0

作者：

Zhang, Xian-xia ^{[1
]}

Li, Jiajia ^{[1
]}

Jiang, Ye ^{[1
]}

Su, Baili ^{[2
]}

Qi, Chenkun ^{[3
]}

Zou, Tao ^{[4
]}

机构：

[1] Shanghai Univ, Sch Mechatron & Automat, Shanghai Key Lab Power Stn Automat Technol, Shanghai 200072, Peoples R China

[2] Qufu Normal Univ, Sch Elect Informat & Automat, Rizhao 276826, Shandong, Peoples R China

[3] Shanghai Jiao Tong Univ, State Key Lab Mech Syst & Vibrat, Sch Mech Engn, Shanghai 200240, Peoples R China

[4] Zhejiang Univ Technol, Coll Informat Engn, Hangzhou 310014, Zhejiang, Peoples R China

来源：

PROCEEDINGS OF THE 10TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA 2012) | 2012年

基金：

高等学校博士学科点专项科研基金;

关键词：

three-dimensional fuzzy set; fuzzy logic controller; type-2 fuzzy set; fuzzy clustering; controller design; SYSTEMS;

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

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 3D 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.

引用

页码：3167 / 3172

页数：6

共 50 条

[41] Integrated structure design for CMAC-based fuzzy logic controller
Lu, HC
Chang, JC
2004 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-4, PROCEEDINGS, 2004, : 873 - 878
[42] Design of Fuzzy Logic based Controller for Energy Efficient Operation in Building
He, Tingting
Ukil, Abhisek
PROCEEDINGS OF THE IECON 2016 - 42ND ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, 2016, : 90 - 95
[43] The Design of Artificial Intelligence Robot Based on Fuzzy Logic Controller Algorithm
Zuhrie, M. S.
Munoto
Hariadi, E.
Muslim, S.
2ND INTERNATIONAL CONFERENCE ON VOCATIONAL EDUCATION AND ELECTRICAL ENGINEERING (ICVEE), 2018, 336
[44] Design of Fuzzy Logic-Based Controller for Nonlinear Power Systems
Rekha
Singh, A. K.
SOFT COMPUTING IN DATA ANALYTICS, SCDA 2018, 2019, 758 : 285 - 296
[45] A systematic design methodology of PD fuzzy logic controller using cellular fuzzy logic concept
Das Sharma, Kaushik
INTERNATIONAL JOURNAL OF AUTOMATION AND CONTROL, 2012, 6 (3-4) : 231 - 245
[46] Fuzzy Gain based Adaptive Fuzzy Logic Controller for BLDCM Drive
Xiu Jie
Liyun, Liu
Che Yanbo
Wang Shiyu
PROCEEDINGS OF THE 27TH CHINESE CONTROL CONFERENCE, VOL 5, 2008, : 159 - +
[47] A constraint-based fuzzy logic controller
Lai, R
Luo, W
1998 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AT THE IEEE WORLD CONGRESS ON COMPUTATIONAL INTELLIGENCE - PROCEEDINGS, VOL 1-2, 1998, : 440 - 445
[48] A fuzzy logic based neural network controller
Rao, M.V.C.
Mahesh, J.
Elektron, 2000, 17 (01):
[49] Thermal comfort based fuzzy logic controller
Gouda, M.M.
Danaher, S.
Underwood, C.P.
Building Services Engineering Research and Technology, 2001, 22 (04) : 237 - 253
[50] FUZZY LOGIC BASED QUADROTOR FLIGHT CONTROLLER
Raza, Syed Ali
Gueaieb, Wail
ICINCO 2009: PROCEEDINGS OF THE 6TH INTERNATIONAL CONFERENCE ON INFORMATICS IN CONTROL, AUTOMATION AND ROBOTICS, VOL 1: INTELLIGENT CONTROL SYSTEMS AND OPTIMIZATION, 2009, : 105 - 112

← 1 2 3 4 5 →