Optimization design of general Type-2 fuzzy logic controllers for an uncertain Power-line inspection robot
被引:3
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作者:
Zhao, Tao
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机构:
Sichuan Univ, Coll Elect Engn & Informat Technol, Chengdu, Sichuan, Peoples R ChinaSichuan Univ, Coll Elect Engn & Informat Technol, Chengdu, Sichuan, Peoples R China
Zhao, Tao
[1
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Wu, Qing
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Sichuan Univ, Coll Elect Engn & Informat Technol, Chengdu, Sichuan, Peoples R ChinaSichuan Univ, Coll Elect Engn & Informat Technol, Chengdu, Sichuan, Peoples R China
Wu, Qing
[1
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Li, Shengchuan
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机构:
State Grid Liaoning Elect Power Co Ltd, Elect Power Res Inst, Shenyang, Liaoning, Peoples R ChinaSichuan Univ, Coll Elect Engn & Informat Technol, Chengdu, Sichuan, Peoples R China
Li, Shengchuan
[2
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Guo, Rui
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State Grid Shandong Elect Power Co, Jinan, Shandong, Peoples R ChinaSichuan Univ, Coll Elect Engn & Informat Technol, Chengdu, Sichuan, Peoples R China
Guo, Rui
[3
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Dian, Songyi
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Sichuan Univ, Coll Elect Engn & Informat Technol, Chengdu, Sichuan, Peoples R ChinaSichuan Univ, Coll Elect Engn & Informat Technol, Chengdu, Sichuan, Peoples R China
Dian, Songyi
[1
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Jia, Hairui
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Zhejiang Univ Finance & Econ, China Acad Finance Res, Hangzhou 310018, Zhejiang, Peoples R ChinaSichuan Univ, Coll Elect Engn & Informat Technol, Chengdu, Sichuan, Peoples R China
Jia, Hairui
[4
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机构:
[1] Sichuan Univ, Coll Elect Engn & Informat Technol, Chengdu, Sichuan, Peoples R China
[2] State Grid Liaoning Elect Power Co Ltd, Elect Power Res Inst, Shenyang, Liaoning, Peoples R China
[3] State Grid Shandong Elect Power Co, Jinan, Shandong, Peoples R China
[4] Zhejiang Univ Finance & Econ, China Acad Finance Res, Hangzhou 310018, Zhejiang, Peoples R China
In this paper, a general type-2 fuzzy logic controller (GT2FLC), which is optimized by the particle swarm optimization (PSO) algorithm, is applied to a power-line inspection (PLI) robot. The information fusion is used to design the GT2FLC to avoid the rule explosion. The proposed controller has the ability to deal with uncertainties when the PLI robot works on the insulated access cable. In order to compare the performance of the proposed controller with that of other controllers, the type-1 fuzzy logic controller (T1FLC) and the interval type-2 fuzzy logic controller (IT2FLC) are both optimized by the PSO to adjust the PLI robot. To show the ability of different controllers to deal with uncertainties, external disturbances and parameter perturbations are added to the PLI robot. According to simulations, the performance of the proposed controller is better than that of other controllers, and the proposed controller has better ability to deal with uncertainties.
机构:
Coventry Univ, Fac Engn Environm & Comp, Coventry CV1 5FB, W Midlands, EnglandCoventry Univ, Fac Engn Environm & Comp, Coventry CV1 5FB, W Midlands, England
Doctor, Faiyaz
Syue, Chih-Hao
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机构:
Yuan Ze Univ, Dept Mech Engn, Chungli 320, Taiwan
Yuan Ze Univ, Innovat Ctr Big Data & Digital Convergence, Chungli 320, TaiwanCoventry Univ, Fac Engn Environm & Comp, Coventry CV1 5FB, W Midlands, England
Syue, Chih-Hao
Liu, Yan-Xin
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机构:
Yuan Ze Univ, Dept Mech Engn, Chungli 320, Taiwan
Yuan Ze Univ, Innovat Ctr Big Data & Digital Convergence, Chungli 320, TaiwanCoventry Univ, Fac Engn Environm & Comp, Coventry CV1 5FB, W Midlands, England
Liu, Yan-Xin
Shieh, Jiann-Shing
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机构:
Yuan Ze Univ, Dept Mech Engn, Chungli 320, Taiwan
Yuan Ze Univ, Innovat Ctr Big Data & Digital Convergence, Chungli 320, TaiwanCoventry Univ, Fac Engn Environm & Comp, Coventry CV1 5FB, W Midlands, England
Shieh, Jiann-Shing
Iqbal, Rahat
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机构:
Coventry Univ, Fac Engn Environm & Comp, Coventry CV1 5FB, W Midlands, EnglandCoventry Univ, Fac Engn Environm & Comp, Coventry CV1 5FB, W Midlands, England