Multi-objective Fractional Order PID Controller Optimization for Kid's Rehabilitation Exoskeleton

Intissar Zaway, Rim Jallouli-Khlif, Boutheina Maaleja, Hanène Medhaffar, Nabil Derbela
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引用次数: 2

Abstract

Fractional order Controllers have been used in several industrial cases to achieve better performance of the systems. This paper proposes a Fractional Order Proportional Integral Derivative (FOPID) controller. It is synthesized using Oustaloup approximation, and its parameters are tuned using the Genetic Algorithm (GA) optimization method. The aim is to minimize the error, the energy and the startup torques using two objective functions to improve the control performances and the robustness. The validity of the proposed controller is shown via simulation by controlling a two-link exoskeleton for children's gait rehabilitation, and the results are compared to an Integer order PID (IOPID) controller. Simulation results clearly indicate the superiority of the optimized FOPID in terms of trajectory tracking and the used torques. Moreover, the FOPID controller is tested with parameter uncertainties. Its robustness is proven against thigh and shank masses variation. Both controllers are simulated under the same frequency conditions using Simulink MATLAB R2018a.
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儿童康复外骨骼多目标分数阶PID控制器优化
分数阶控制器已在多个工业案例中得到应用,以获得更好的系统性能。提出了一种分数阶比例积分导数(FOPID)控制器。采用Oustaloup近似法对其进行综合,并采用遗传算法(GA)优化方法对其参数进行调优。目的是利用两个目标函数使误差、能量和启动转矩最小,以提高控制性能和鲁棒性。通过对儿童步态康复双连杆外骨骼的控制仿真,验证了该控制器的有效性,并将控制结果与整数阶PID (IOPID)控制器进行了比较。仿真结果清楚地表明,优化后的FOPID在轨迹跟踪和使用力矩方面具有优越性。此外,还对FOPID控制器进行了参数不确定性测试。对大腿和小腿质量变化的鲁棒性进行了验证。在相同频率条件下,使用Simulink MATLAB R2018a对两个控制器进行仿真。
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