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首页> 外文期刊>International Journal of Robotics & Automation >CONTROL OF AN X-Y PLANAR INVERTED PENDULUM USING PSO-BASED SMC
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CONTROL OF AN X-Y PLANAR INVERTED PENDULUM USING PSO-BASED SMC

机译:基于PSO的SMC控制X-Y平面倒立摆

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摘要

An X-Y planar inverted pendulum is a system which is nonlinear, multi-variable, and unstable. Such a nonlinear system requires appropriate controllers as well as good strategy to determine their optimal control parameters. In this paper, the authors propose an offline approach to balance the X-Y planar inverted pendulum using a robust sliding mode controller with particle swarm optimization (PSO) algorithm to optimize key parameters of the SMC. Particularly, the cost function in SMC parameter optimization is defined as finite time of integration of square of states and control signal, and therefore, we can directly identify the limit of the integration as time duration for each experiment. Our proposed control algorithm is evaluated through both simulation and experiment. The optimal gain matrix is determined offline and consequently applied to the actual model of X-Y planar inverted pendulum to verify the performance of the proposed technique. The experimental results of balancing angle from this proposed technique show that the PSO-based SMC can efficiently balance the X-Y planar inverted pendulum compared to the traditional SMC approach.
机译:X-Y平面倒立摆是一个非线性,多变量和不稳定的系统。这种非线性系统需要适当的控制器以及确定其最佳控制参数的良好策略。在本文中,作者提出了一种离线方法,该方法使用带有粒子群优化(PSO)算法的鲁棒滑模控制器来优化SMC的关键参数,以平衡X-Y平面倒立摆。特别是,SMC参数优化中的成本函数定义为状态和控制信号平方的有限积分时间,因此,我们可以直接将积分的极限标识为每个实验的持续时间。通过仿真和实验对我们提出的控制算法进行了评估。离线确定最佳增益矩阵,然后将其应用于X-Y平面倒立摆的实际模型,以验证所提出技术的性能。这项提出的技术的平衡角实验结果表明,与传统的SMC方法相比,基于PSO的SMC可以有效地平衡X-Y平面倒立摆。

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