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首页> 外文期刊>International Journal of Innovative Computing Information and Control >BACKSTEPPING METHOD FOR A SINGLE-LINK FLEXIBLE-JOINT MANIPULATOR USING GENETIC ALGORITHM
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BACKSTEPPING METHOD FOR A SINGLE-LINK FLEXIBLE-JOINT MANIPULATOR USING GENETIC ALGORITHM

机译:基于遗传算法的单连杆柔性关节操纵器反推方法

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摘要

Flexible manipulators are extensively used in industries. In this paper, back-stepping method (BM) is used to control flexible manipulator. BM consists of parameters which accept positive values. The parameters are usually chosen variously. The system responses differently for each value. In this method, some paremeters exist, which, if not defined well, may cause some performance degrade. It is necessary to select proper parameters to obtain a good response because the improper selection of the parameters leads to inappropriate responses or even may lead to instability of the system. Genetic algorithms (GA) are used to compute the optimal parameters for the backstepping controller of single-link flexible-joint manipulator systems. GA can select appropriate and optimal values for the parameters. GA minimize the fitness function, so the optimal values for the parameters will be found. Selected fitness function is defined to minimize the least square error. Fitness function enforces the system error to decay to zero rapidly. Hence, it causes the system to have a short and optimal setting time. Fitness function also makes an optimal controller and causes overshoot to reach to its minimum value. This hybrid leads to optimal backstepping controller (OBM).
机译:柔性机械手广泛用于工业中。本文采用反步法控制柔性机械臂。 BM由接受正值的参数组成。通常选择各种参数。系统对每个值的响应都不同。在这种方法中,存在一些参数,如果定义不正确,可能会导致性能下降。必须选择适当的参数以获得良好的响应,因为不正确的参数选择会导致响应不当,甚至可能导致系统不稳定。遗传算法(GA)用于为单链接柔性关节机械手系统的反推控制器计算最佳参数。 GA可以为参数选择适当的最佳值。 GA最小化适应度函数,因此将找到参数的最佳值。定义选定的适应度函数以最小化最小平方误差。适应度函数强制系统误差迅速衰减到零。因此,这导致系统具有较短的最佳设置时间。适应性功能还可以使控制器达到最佳状态,并使过冲量达到最小值。这种混合导致了最佳的反推控制器(OBM)。

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