This study aims to develop an intelligent fractional-order backstepping controller to control the mover position of an ironless permanent magnet linear synchronous motor. First, we investigated the operating principle and dynamic modeling of the linear synchronous motor based on the field-oriented control method. Next, to improve the convergence speed and control accuracy of the conventional backstepping controller, we designed a fractional-order backstepping controller that has more degrees of freedom in the control parameters. However, designing the switching control gain is difficult owing to the unknown degree of uncertainty. To address this problem, we proposed an intelligent fractional-order backstepping controller to further enhance the adaptiveness and robustness of the fractional-order backstepping controller. In this intelligent controller, we proposed a Hermite-polynomial-based functional-link fuzzy neural network as an uncertainty estimator that can directly estimate system uncertainty, thereby improving the disturbance rejection ability and requiring no uncertainty bound information. Additionally, to compensate for the estimation error introduced by the estimator, we designed an exponential compensator that employs a smooth exponential self-regulation mechanism. We utilized the Lyapunov theorem to derive estimation laws for the online tuning of the control parameters. Experimental results demonstrate the effectiveness and high positioning performance of the proposed intelligent fractional-order backstepping controller in comparison with the backstepping controller and fractional-order backstepping controller in the linear synchronous motor control system. (C) 2018 ISA. Published by Elsevier Ltd. All rights reserved.
机构:
Zhejiang Univ Water Resources & Elect Power, Hangzhou 310018, Zhejiang, Peoples R ChinaZhejiang Univ Water Resources & Elect Power, Hangzhou 310018, Zhejiang, Peoples R China
Cai, Jianping
Wen, Changyun
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h-index: 0
机构:
Nanyang Technol Univ, Sch Elect & Elect Engn, Nanyang Ave, Singapore 639798, SingaporeZhejiang Univ Water Resources & Elect Power, Hangzhou 310018, Zhejiang, Peoples R China
Wen, Changyun
Su, Hongye
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h-index: 0
机构:
Zhejiang Univ, Inst Cyber Syst & Control, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R ChinaZhejiang Univ Water Resources & Elect Power, Hangzhou 310018, Zhejiang, Peoples R China
Su, Hongye
Liu, Zhitao
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h-index: 0
机构:
Zhejiang Univ, Inst Cyber Syst & Control, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R ChinaZhejiang Univ Water Resources & Elect Power, Hangzhou 310018, Zhejiang, Peoples R China
Liu, Zhitao
Xing, Lantao
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h-index: 0
机构:
Zhejiang Univ, Inst Cyber Syst & Control, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R ChinaZhejiang Univ Water Resources & Elect Power, Hangzhou 310018, Zhejiang, Peoples R China
机构:
Utah State Univ, CSOIS, Dept Elect & Comp Engn, 4120 Old Main Hill, Logan, UT 84322 USAUtah State Univ, CSOIS, Dept Elect & Comp Engn, 4120 Old Main Hill, Logan, UT 84322 USA
Chen, YangQuan
Petras, Ivo
论文数: 0引用数: 0
h-index: 0
机构:
Tech Univ Kosice, BERG Fac, Inst Control & Informat Prod Processes, Kosice 04200, SlovakiaUtah State Univ, CSOIS, Dept Elect & Comp Engn, 4120 Old Main Hill, Logan, UT 84322 USA
Petras, Ivo
Xue, Dingyue
论文数: 0引用数: 0
h-index: 0
机构:
NE Univ, Fac Informat Sci & Engn, Shenyang, Peoples R ChinaUtah State Univ, CSOIS, Dept Elect & Comp Engn, 4120 Old Main Hill, Logan, UT 84322 USA
Xue, Dingyue
[J].
2009 AMERICAN CONTROL CONFERENCE, VOLS 1-9,
2009,
: 1397
-
+
机构:
Zhejiang Univ Water Resources & Elect Power, Hangzhou 310018, Zhejiang, Peoples R ChinaZhejiang Univ Water Resources & Elect Power, Hangzhou 310018, Zhejiang, Peoples R China
Cai, Jianping
Wen, Changyun
论文数: 0引用数: 0
h-index: 0
机构:
Nanyang Technol Univ, Sch Elect & Elect Engn, Nanyang Ave, Singapore 639798, SingaporeZhejiang Univ Water Resources & Elect Power, Hangzhou 310018, Zhejiang, Peoples R China
Wen, Changyun
Su, Hongye
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, Inst Cyber Syst & Control, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R ChinaZhejiang Univ Water Resources & Elect Power, Hangzhou 310018, Zhejiang, Peoples R China
Su, Hongye
Liu, Zhitao
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, Inst Cyber Syst & Control, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R ChinaZhejiang Univ Water Resources & Elect Power, Hangzhou 310018, Zhejiang, Peoples R China
Liu, Zhitao
Xing, Lantao
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, Inst Cyber Syst & Control, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R ChinaZhejiang Univ Water Resources & Elect Power, Hangzhou 310018, Zhejiang, Peoples R China
机构:
Utah State Univ, CSOIS, Dept Elect & Comp Engn, 4120 Old Main Hill, Logan, UT 84322 USAUtah State Univ, CSOIS, Dept Elect & Comp Engn, 4120 Old Main Hill, Logan, UT 84322 USA
Chen, YangQuan
Petras, Ivo
论文数: 0引用数: 0
h-index: 0
机构:
Tech Univ Kosice, BERG Fac, Inst Control & Informat Prod Processes, Kosice 04200, SlovakiaUtah State Univ, CSOIS, Dept Elect & Comp Engn, 4120 Old Main Hill, Logan, UT 84322 USA
Petras, Ivo
Xue, Dingyue
论文数: 0引用数: 0
h-index: 0
机构:
NE Univ, Fac Informat Sci & Engn, Shenyang, Peoples R ChinaUtah State Univ, CSOIS, Dept Elect & Comp Engn, 4120 Old Main Hill, Logan, UT 84322 USA
Xue, Dingyue
[J].
2009 AMERICAN CONTROL CONFERENCE, VOLS 1-9,
2009,
: 1397
-
+