A Selection and Comparison of Several Algorithms Implemented in the Pymoo Library

Van Thuan Pham, A. Stefek, V. Křivánek, Khac Lam Pham
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Abstract

In this paper, a selection and comparison of several algorithms implemented in the “pymoo” library have been utilized in the selection process of optimal Fuzzy Logic Controller (FLC) controlling a Differential Drive Wheeled Mobile Robot (DDWMR). The optimization of this FLC based on the minimum energy consumption criterion by using these algorithms has been implemented in the Google Colab® and Jupyter platforms using the Python language. The simulation results have shown that the NSGA-III_FLC has significantly better control performance than the others.
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Pymoo库中实现的几种算法的选择和比较
本文利用pymoo库中实现的几种算法的选择和比较,选择了控制差动驱动轮式移动机器人(DDWMR)的最优模糊控制器(FLC)。在谷歌Colab®和Jupyter平台上使用Python语言实现了基于最小能耗标准的FLC优化。仿真结果表明,NSGA-III_FLC具有较好的控制性能。
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