Fault-tolerant optimal pitch control of wind turbines using dynamic weighted parallel firefly algorithm

被引:16
|
作者
Mousavi, Yashar [1 ]
Bevan, Geraint [1 ]
Kucukdemiral, Ibrahim Beklan [1 ]
机构
[1] Glasgow Caledonian Univ, Dept Appl Sci, Sch Comp Engn & Built Environm, Glasgow G4 0BA, Lanark, Scotland
关键词
Fault-tolerant control; Wind turbine; Pitch control; Optimization; Firefly algorithm; Fractional calculus; WHALE OPTIMIZATION ALGORITHM; ACTIVE POWER-CONTROL; PI CONTROL; MODEL; SPEED; DESIGN; PERFORMANCE; SYSTEM;
D O I
10.1016/j.isatra.2021.10.019
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With steadily increasing interest in utilizing wind turbine (WT) systems as primary electrical energy generators, fault-tolerance has been considered decisive to enhance their efficiency and reliability. In this work, an optimal fault-tolerant pitch control (FTPC) strategy is addressed to adjust the pitch angle of WT blades in the presence of sensor, actuator, and system faults. The proposed scheme incorporates a fractional-calculus based extended memory (EM) of pitch angles along with a fractional-order proportional-integral-derivative (FOPID) controller to enhance the performance of the WT. A dynamic weighted parallel firefly algorithm (DWPFA) is also proposed to tune the controller parameters. The efficiency of the proposed algorithm is evaluated on the test functions adopted from 2017 IEEE congress on evolutionary computation (CEC2017). The merits of the proposed fault-tolerant approach are tested on a 4.8-MW WT benchmark model and compared to conventional PI and optimal FOPID approaches. Corresponding comparative simulation results validate the effectiveness and fault-tolerant capability of the proposed control paradigm, where it is observed that the proposed control scheme tends to be more consistent in the power generated at a given wind speed. (C) 2021 ISA. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:301 / 317
页数:17
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