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Solving nonlinear optimal path tracking problem using a new closed loop direct–indirect optimization method: application on mechanical manipulators

机译:一种新的闭环直接-间接优化方法求解非线性最优路径跟踪问题:在机械手上的应用

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摘要

The purpose of this study is to determine the dynamic load carrying capacity (DLCC) of a manipulator that moves on the specified path using a new closed loop optimal control method. Solution methods for designing nonlinear optimal controllers in a closed-loop form are usually based on indirect methods, but the proposed method is a combination of direct and indirect methods. Optimal control law is given by solving the nonlinear Hamilton-Jacobi-Bellman (HJB) partial differential equation. This equation is complex to solve exactly for complex dynamics, so it is solved numerically using the Galerkin procedure combined with a nonlinear optimization algorithm. To check the performance of the proposed algorithm, the simulation is performed for a fixed manipulator. The results represent the efficiency of the method for tracking the pre-determined path and determining the DLCC. Finally, an experimental test has been done for a two-link manipulator and compare with simulation results.
机译:本研究的目的是使用新的闭环最优控制方法确定在指定路径上运动的机械手的动态承载能力(DLCC)。设计闭环形式的非线性最优控制器的求解方法通常基于间接方法,但是所提出的方法是直接方法和间接方法的组合。通过求解非线性Hamilton-Jacobi-Bellman(HJB)偏微分方程,给出了最佳控制律。该方程式很复杂,无法精确求解复杂的动力学,因此可以使用Galerkin程序结合非线性优化算法对其进行数值求解。为了检查所提出算法的性能,对固定机械手进行了仿真。结果代表了跟踪预定路径和确定DLCC的方法的效率。最后,对两连杆机械手进行了实验测试,并与仿真结果进行了比较。

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