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2021 International Conference on Recent Advances in Mathematics and Informatics (ICRAMI)最新文献

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Optimal Adaptive Control of a Knee Joint Exoskeleton for Lower Limb Functional Rehabilitation 用于下肢功能康复的膝关节外骨骼的最优自适应控制
Pub Date : 2021-06-19 DOI: 10.1109/ICRAMI52622.2021.9585967
Maria-Sara-Nour Sadoun, F. Yacef
Lower limb exoskeleton robots hold great potential for rehabilitation, movement assistance, and strength augmentation. Design control to guarantee optimal needed assistance is still a challenge considering the pathological variances between patients. In this paper, we proposed an optimal adaptive control scheme based on Particle Swarm Optimization (PSO) Algorithm. The proposed controller is based on a well-known dynamic model of the knee joint exoskeleton, and the optimization algorithm is used to minimize a square error fitness function, which quantifies tracking performances. Control parameters are tuned respecting some nonlinear constraints for step response of the system and boundaries constraints. Numerical simulation results are presented to show the validity and the high performances of the proposed approach.
下肢外骨骼机器人在康复、运动辅助和力量增强方面具有巨大的潜力。考虑到患者之间的病理差异,设计控制以保证最佳所需的援助仍然是一个挑战。本文提出了一种基于粒子群优化(PSO)算法的最优自适应控制方案。该控制器基于众所周知的膝关节外骨骼动力学模型,并使用优化算法最小化平方误差适应度函数,从而量化跟踪性能。根据系统阶跃响应的非线性约束和边界约束对控制参数进行了整定。数值仿真结果表明了该方法的有效性和良好的性能。
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2021 International Conference on Recent Advances in Mathematics and Informatics (ICRAMI)
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