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A numerical algorithm for optimal trajectory planning problems with multiple constraints and its application to nonholonomic systems

机译:具有多重约束的最优轨迹规划问题的数值算法及其在非完整系统中的应用

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摘要

In this paper, we propose a novel gradient-type iterative algorithm for solving the optimal trajectory planning problems with multiple constraints. Since it is too difficult to generate trajectories considering all constraints at the same time, we introduce the concept of the order of priority into the trajectory generation procedure. In the proposed algorithm, a nominal trajectory is iteratively improved considering the order of priority of the constraints. The procedure is executed based on the gradient function which is synthesized in a hierarchical manner so that the convergence rate of the constraint with lower priority does not change the one with higher priority. The convergence properties of the proposed algorithm are examined. A method to improve the convergence properties when we apply the algorithm to the problem of nonholonomic systems is also proposed. The simulation results of planning trajectories for a 3-DOF planar free-joint manipulator show the effectiveness of the proposed algorithm.
机译:在本文中,我们提出了一种新颖的梯度型迭代算法来解决具有多个约束的最优轨迹规划问题。由于很难同时考虑所有约束来生成轨迹,因此在轨迹生成过程中引入了优先顺序的概念。在提出的算法中,考虑约束优先级的顺序,迭代地改善了名义轨迹。该过程是基于梯度函数执行的,该梯度函数是以分层方式合成的,因此优先级较低的约束的收敛速度不会更改优先级较高的约束的收敛速度。研究了该算法的收敛性。还提出了一种将算法应用于非完整系统问题时提高收敛性的方法。 3自由度平面自由关节机械手的规划轨迹的仿真结果表明了该算法的有效性。

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