Design of Adaptive PID Controller for Lower Limb Rehabilitation Robot Based on Particle Swarm Optimization Algorithm.

Noor Sabah, E. Hameed, Muayed S. Al-Huseiny
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Abstract

The proportional-integral-derivative (PID) is still the most common controller and stabilizer used in industry due to its simplicity and ease of implementation. However, in most of the real applications, the controlled system has parameters that slowly vary or are uncertain. Thus, PID gains must be adapted to cope with such changes. In this research, an Adaptive Proportional-Integral-derivative controller (APID) is proposed to control the 2-DOF lower limb rehabilitation robot system. The parameters gains of the proposed controller are optimized using the Particle Swarm Optimization algorithm (PSO). The simulation results show no overshoot and zero steady-state error, but large settling time (ts=3.654 sec. for link1 and ts=2.844 sec. for link2) for linear path, and the actual path tracks the desired path with a large error for the nonlinear path. The results illustrate that the robot's performance is inefficient for linear and nonlinear paths when using the APID controller to control the lower limb rehabilitation robot. Therefore, the controller needs to modify for controlling the robot efficiently.
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基于粒子群优化算法的下肢康复机器人自适应PID控制器设计。
比例-积分-导数(PID)由于其简单和易于实现,仍然是工业中最常用的控制器和稳定器。然而,在大多数实际应用中,被控系统的参数变化缓慢或不确定。因此,PID增益必须适应这种变化。针对二自由度下肢康复机器人系统,提出了一种自适应比例-积分-导数控制器(APID)。采用粒子群优化算法(PSO)对控制器的参数增益进行优化。仿真结果表明,线性路径无超调,稳态误差为零,但稳定时间较大(link1为ts=3.654秒,link2为ts=2.844秒),非线性路径实际路径跟踪期望路径,误差较大。结果表明,采用APID控制器对下肢康复机器人进行线性和非线性路径控制时,机器人的性能低下。因此,为了有效地控制机器人,需要对控制器进行修改。
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