Nonlinear control of two fingers model for movement coordination

Asra Sarwat, Maryam Iqbal, J. Imtiaz, Muhammad Hassan Danish, Sajid Ali Khan
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Abstract

This research introduces an innovative methodology for the integrated modeling, simulation, and analysis of two fingers, with particular emphasis on their fundamental roles in everyday tasks. In this study, we provide two nonlinear control strategies, specifically Sliding Mode Control (SMC) and Feedback Linearization Control (FLC), to achieve accurate and stable finger movements. As mentioned earlier, the controllers are utilized in the context of a biomechanical model consisting of two fingers, each possessing two degrees of freedom. These controllers enable the coordination of flexion and extension movements. The research conducted in our study emphasizes the coordinated regulation of finger movements, enabling the achievement of flexion through the utilization of two nonlinear controllers. By implementing these sophisticated control mechanisms, we can effectively showcase our model’s fidelity in adhering to the physiological limitations inherent to human fingers in their natural state. In addition, the proposed controllers demonstrate sound mitigation of non-linearities, such as load variations, different velocities, positional changes, and damping forces. This approach presents several advantages, such as handling non-linearities, guaranteeing robustness, choosing suitable parameters, and conducting comparative analysis. In order to substantiate our findings, we develop the nonlinear model utilizing the MATLAB/Simulink software. The findings of our study demonstrate effective regulation and control of the two-finger model’s position. In our study, we were able to get flexion angles of [Formula: see text] rad and [Formula: see text] rad using the sliding mode control (SMC) technique, and flexion angles of [Formula: see text] rad and [Formula: see text] rad using the fuzzy logic control (FLC) technique, all within a time frame of 5 s. These results serve to illustrate the applicability and significance of our proposed methodology.
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用于动作协调的双指模型的非线性控制
本研究介绍了一种创新方法,用于对两根手指进行综合建模、模拟和分析,特别强调了它们在日常工作中的基本作用。在这项研究中,我们提供了两种非线性控制策略,特别是滑动模式控制(SMC)和反馈线性化控制(FLC),以实现精确而稳定的手指运动。如前所述,这些控制器是在由两根手指组成的生物力学模型中使用的,每根手指都有两个自由度。这些控制器能够协调屈伸运动。我们的研究强调手指运动的协调调节,通过利用两个非线性控制器实现屈伸运动。通过实施这些复杂的控制机制,我们可以有效地展示我们的模型在遵守人类手指自然状态下固有的生理限制方面的保真度。此外,所提出的控制器还能很好地缓解非线性问题,如负载变化、不同速度、位置变化和阻尼力。这种方法具有多种优势,如处理非线性问题、保证鲁棒性、选择合适的参数以及进行比较分析。为了证实我们的研究结果,我们利用 MATLAB/Simulink 软件开发了非线性模型。我们的研究结果证明了对双指模型位置的有效调节和控制。在我们的研究中,使用滑动模式控制(SMC)技术,我们能够获得[公式:见正文]rad 和[公式:见正文]rad 的屈曲角;使用模糊逻辑控制(FLC)技术,我们能够获得[公式:见正文]rad 和[公式:见正文]rad 的屈曲角,所有这些都在 5 秒的时间范围内完成。这些结果说明了我们提出的方法的适用性和重要性。
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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