Development of a Position Control System for Wheeled Humanoid Robot Movement Using the Swerve Drive Method Based on Fuzzy Logic Type-2

B. Suprapto, Suci Dwijayanti, D. Amri
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Abstract

A humanoid robot is capable of mimicking human movements, which poses a challenge for researchers. This has led some to utilise wheels to facilitate its motion. However, achieving smooth and accurate movements at desired positions remains a challenge, necessitating the development of an optimal control system and movement method. In this study, solutions to address these challenges include the use of type-2 fuzzy logic controller (FLC) and the swerve drive method. During the steering rotation movement testing, type-1 FLC exhibits the fastest response time of 0.8 seconds, but oscillations occur, reaching up to 117 degrees to achieve the set point of 90 degrees. Additionally, type-1 FLC cannot reach the set point of -90 degrees. On the contrary, type-2 FLC aligns successfully with both set points of 90 and -90 degrees. In coordinate movement testing, type-1 FLC still shows an error between 1 cm and 2 cm compared to type-2 FLC, particularly with 3 and 5 members, which are equal to the given set point. The results of the tests indicate that type-2 FLC is reliable, showing a small steady-state error, stability, and no overshoot, despite its longer response time and processing duration compared to type-1 FLC.
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基于模糊逻辑 Type-2 的转弯驱动法开发轮式仿人机器人运动位置控制系统
仿人机器人能够模仿人类的动作,这给研究人员带来了挑战。因此,一些研究人员利用轮子来促进其运动。然而,要在所需位置实现平稳而准确的运动仍然是一项挑战,因此有必要开发一种最佳控制系统和运动方法。在这项研究中,应对这些挑战的解决方案包括使用 2 型模糊逻辑控制器(FLC)和转向驱动方法。在转向旋转运动测试中,1 型模糊逻辑控制器的响应时间最快,仅为 0.8 秒,但会出现振荡,最高可达 117 度,以达到 90 度的设定点。此外,1 型 FLC 无法达到-90 度的设定点。相反,2 型 FLC 能成功地与 90 度和-90 度两个设定点对齐。在坐标移动测试中,1 型 FLC 与 2 型 FLC 相比,误差仍在 1 厘米到 2 厘米之间,尤其是在 3 个和 5 个成员与给定的设定点相等的情况下。测试结果表明,尽管与 1 型 FLC 相比,2 型 FLC 的响应时间和处理持续时间更长,但其稳态误差小、稳定性好且无过冲,因此是可靠的。
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