Position control of a ball balancer system using Particle Swarm Optimization, BAT and Flower Pollination Algorithm

IF 0.6 Q4 COMPUTER SCIENCE, THEORY & METHODS
Ajit Kumar Sharma, B. Bhushan
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引用次数: 0

Abstract

ABSTRACT The design and control of the 2DoF Ball Balancer system is presented in this work. The ball balancer is a feedback-based underactuated system that is nonlinear, multivariate, and electromechanical. The proportional derivative (PD) controller is optimized by using Bat Algorithm, Particle Swarm Optimization, and Flower Pollination Algorithm in this research. By regulating the plate inclination angle, the suggested controller accomplishes self-balancing control for a ball on the plate. The modelling of the ball balancer system is accomplished using a 2DoF ball balancer system. In addition, Bat Algorithms, Particle Swarm Optimization, and the Flower Pollination Algorithm are used to analyze the state of a process autonomously. The system's model is created using MATLAB/Simulink approaches, and the results present the system with a steady and controllable output for ball balancing and plate angle control. Graphical abstract The author control the position of the ball balancer by using the PD controller and optimized the parameter of the controller through FPA, BA, and PSO.
基于粒子群优化、BAT和Flower Polling算法的球平衡系统位置控制
本文介绍了2DoF球平衡器系统的设计和控制。球平衡器是一个基于反馈的欠驱动系统,具有非线性、多变量和机电特性。本文采用蝙蝠算法、粒子群算法和花轮询算法对比例微分控制器进行了优化。该控制器通过调节板的倾角,实现了对板上球体的自平衡控制。球平衡器系统的建模是使用2DoF球平衡器系统完成的。此外,蝙蝠算法、粒子群优化算法和花授粉算法被用于自主分析过程的状态。利用MATLAB/Simulink方法建立了系统模型,结果表明,该系统具有稳定可控的球平衡和板角控制输出。本文采用PD控制器对球平衡器的位置进行控制,并通过FPA、BA和PSO对控制器的参数进行优化。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
2.30
自引率
0.00%
发文量
27
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