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首页> 外文期刊>Acta Mechanica et Automatica >Robust LFT-LPV H∞ Control of an Underactuated Inverted Pendulum on a Cart with Optimal Weighting Functions Selection by GA and ES
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Robust LFT-LPV H∞ Control of an Underactuated Inverted Pendulum on a Cart with Optimal Weighting Functions Selection by GA and ES

机译:强大的LFT-LPVH∞控制推车上的废后倒置摆,具有通过GA和ES选择的最佳加权功能选择

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This article investigates the robust stabilization and control of the inverted pendulum on a cart against disturbances, measurement noises, and parametric uncertainties by the LFT-based LPV technique (Linear-Fractional-Transformation based Linear-ParameterVarying). To make the applying of the LPV technique possible, the LPV representation of the inverted pendulum on a cart model is developed. Besides, the underactuated constraint of this vehicle is overcome by considering both degrees of freedom (the rotational one and the translational one) in the structure. Moreover, the selection of the weighting functions that represent the desired performance is solved by two approaches of evolutionary algorithms; Genetic Algorithms (GA) and Evolutionary Strategies (ES) to find the weighting functions’ optimal parameters. To validate the proposed approach, simulations are performed and they show the effectiveness of the proposed approach to obtain robust controllers against external signals, as well as the parametric uncertainties.
机译:本文通过基于LPV技术(基于线性 - 分数转换的线性接种间),调查抗扰动,测量噪声和参数不确定性的抗扰动,测量噪声和参数不确定性的鲁棒稳定性和控制。为了施加LPV技术,开发了推车模型上倒置摆的LPV表示。此外,通过考虑结构中的两个自由度(旋转一个和平移一个)来克服该车辆的欠扰约束。此外,通过两种进化算法的方法解决了代表所需性能的加权函数的选择;遗传算法(GA)和进化策略,以找到加权函数的最佳参数。为了验证所提出的方法,执行模拟,并显示所提出的方法的有效性,以获得对外信号的强大控制器,以及参数不确定度。

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