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Minimum-time control of systems with coulomb friction: near global via mixed integer linear programming

机译:具有库仑摩擦的系统的最小时间控制:通过混合整数线性编程实现接近全局的控制

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This work presents a method of finding near global optima to minimum-time trajectory generation problems for Systems that would be linear if it were not for the presence of Coulomb friction. The required final state of the system is assumed to be maintainable by the system, and the input bounds are assumed to be large enough so that the role of maintaining zero acceleration during finite time intervals of zero velocity (the role of static friction) can always be assumed by the input. Other than the previous work for generating minimum-time trajectories for robotic manipulators for which the path in joint space is already specified, this work represents, to the best of our knowledge, the first approach for generating near global optima for minimum-time problems involving a non-linear class of dynamic systems. The reason the optima generated are near global optima instead of exactly global optima is due to a discrete-time approximation of the system (which is usually used anyway to simulate such a system numerically). The method closely resembles previous methods for generating minimum-time trajectories for linear systems, where the core operation is the solution of a Phase I linear programming problem. For the non-linear systems considered herein, the core operation is instead the solution of a mixed integer linear programming problem.
机译:这项工作提出了一种方法,用于寻找系统的最短时间轨迹生成问题的近乎全局最优值,如果不是因为存在库仑摩擦,则该问题将是线性的。假定系统可以维持系统所需的最终状态,并且假定输入范围足够大,以便在零速度的有限时间间隔内保持零加速度的作用(静摩擦的作用)始终可以由输入假设。除了先前已经为机器人操纵器生成最小时间轨迹的工作(已经为其指定了关节空间的路径)以外,就我们所知,该工作代表了为涉及以下条件的最小时间问题生成近似全局最优的第一种方法。非线性类别的动态系统。生成的最优值接近全局最优值而不是完全全局最优值的原因是由于系统的离散时间近似值(通常无论如何都使用它来数值模拟这种系统)。该方法非常类似于以前的为线性系统生成最短时间轨迹的方法,其中核心操作是第一阶段线性规划问题的解决方案。对于本文考虑的非线性系统,核心操作取而代之是混合整数线性规划问题的解决方案。

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