非洲秃鹫算法优化的模糊控制器用于双连杆夹持机构的轨迹跟踪

IF 1.2 Q3 ENGINEERING, MECHANICAL
Radisa Z. Jovanovic, U. Bugaric, Mitra Vesović, Natalija Perišić
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引用次数: 3

摘要

提出了一种用于二自由度夹持机构轨迹跟踪的比例导数模糊控制器。为了使夹持机构的运动不致突然启动和停止,采用了多项式速度曲线。非洲秃鹫优化算法作为一种最新的元启发式算法,根据所选择的适应度函数获得所提出的模糊控制器的最优输入/输出缩放增益。并将该算法的结果与另外三种新的流行的元启发式算法:鲸鱼优化算法、蚂蚁狮子优化算法和正弦余弦算法进行了比较。此外,还对定义的初始位置和夹持机构不在其初始位置而产生一定偏差的情况进行了仿真研究。最后,对节段质量增加3倍的情况进行了鲁棒性测试。结果表明,该控制器能够处理夹持机构的非线性、初始位置和参数变化。夹持机构的运动是平滑的,并遵循规定的轨迹。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Fuzzy controller optimized by the African vultures algorithm for trajectory tracking of a two-link gripping mechanism
This paper presents the proportional-derivative fuzzy controller for trajectory tracking of the gripping mechanism with two degrees of freedom. Aiming to achieve movement of the gripping mechanism without sudden starting and stopping, a polynomial velocity profile is utilized. The African vultures optimization, as one of the latest metaheuristic algorithms, is used to obtain the optimal input/output scaling gains of the proposed fuzzy controller according to the selected fitness function. The results obtained by this algorithm are compared with the other three new and popular metaheuristic algorithms: the whale optimization, the ant lion optimization and the sine cosine algorithm. Moreover, a simulation study was done for the defined initial position and for the scenario where there is a certain deviation because the gripping mechanism is not at its original initial position. Finally, the robustness of the controller is tested for the case when the masses of the segments increase three times. The results revealed that the suggested controller was capable of dealing with nonlinearities of the gripping mechanism, initial position and parameter changes. The movement of the gripping mechanism is smooth and follows the defined trajectory.
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来源期刊
FME Transactions
FME Transactions ENGINEERING, MECHANICAL-
CiteScore
3.60
自引率
31.20%
发文量
24
审稿时长
12 weeks
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