Decentralized Neuro-Fuzzy Control of an Experimental Web Transport Platform

被引：0
作者：
Giannoccaro, Nicola Ivan [1 ]
Uchitomi, Issei [2 ]
Sakamoto, Tetsuzo [2 ]
机构：
[1] Univ Salento, Dept Innovat Engn, Lecce, Italy
[2] Kyushu Inst Technol, Dept Control Engn, Kitakyushu, Fukuoka, Japan
来源：
PROCEEDINGS OF THE IECON 2016 - 42ND ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY | 2016年
关键词：
Web transport system; Large scale systems; Decentralized control; Automatic tuning; Neuro-fuzzy control; TENSION CONTROL; PI CONTROL; SYSTEM;
D O I：
暂无
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
A web transfer process is composed of many drive rolls to control the tension and the speed at a desired value to secure the integrity of the operation. This research aims to verify our proposed method of automatic tuning of the controllers parameters using a neuro-fuzzy logic control (NFLC) for the web tension decentralized control system. This paper shows the feasibility of the NFLC; during the operation, the parameters of the fuzzy controllers are adjusted by using the back-propagation method. The membership functions and the output of the fuzzy interference are adaptively tuned based on the output errors, and those magnitudes become modest as learning proceeds.
引用
收藏
页码：518 / 523
页数：6
相关论文
共 18 条
[1]   Decentralized control: An overview [J].
Bakule, Lubomir .
ANNUAL REVIEWS IN CONTROL, 2008, 32 (01) :87-98
[2]  
Chengming Q., 2013, ADV INFORM SCI SERVI, V5, P646
[3]   Neuro-fuzzy adaptive control of a revolute stewart platform carrying payloads of unknown inertia [J].
Eftekhari, Mojtaba ;
Eftekhari, Mahdi ;
Karimpour, Hossein .
ROBOTICA, 2015, 33 (09) :2001-2024
[4]  
Fanaei A, 2006, J INTELL FUZZY SYST, V17, P125
[5]  
Giannoccaro N., 2011, P 18 IFAC WORLD C MI, P8651, DOI [10.3182/20110828-6-IT-1002.01284, DOI 10.3182/20110828-6-IT-1002.01284]
[6]   Updating of a lumped model for an experimental web tension control system using a multivariable optimization method [J].
Giannoccaro, N. I. ;
Messina, A. ;
Sakamoto, T. .
APPLIED MATHEMATICAL MODELLING, 2010, 34 (03) :671-683
[7]  
Giannoccaro N.I., 2015, P IECON 2015 41 ANN, P1
[8]   Decentralized Control Performances of an Experimental Web Handling System [J].
Giannoccaro, Nicola Ivan ;
Nishida, Takeshi ;
Sakamoto, Tetsuzo .
INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS, 2012, 9
[9]   Self-Tuning PI Control Using Adaptive PSO of a Web Transport System with Overlapping Decentralized Control [J].
Nishida, Takeshi ;
Sakamoto, Tetsuzo ;
Giannoccaro, Nicola Ivan .
ELECTRICAL ENGINEERING IN JAPAN, 2013, 184 (01) :56-65
[10]   Decentralized control of web processing lines [J].
Pagilla, Prabhakar R. ;
Siraskar, Nilesh B. ;
Dwivedula, Ramamurthy V. .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2007, 15 (01) :106-117
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