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High Performance Adaptive Control of Mechanical Servo System With LuGre Friction Model: Identification and Compensation

机译:LuGre摩擦模型的机械伺服系统高性能自适应控制:辨识与补偿

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摘要

LuGre dynamic friction model has been widely used in servo system for friction compensation, but it increases the difficulty of controller design because its parameters are difficult to be identified and its internal state is immeasurable. This paper presents a parameter identification technique based on novel evolutionary algorithm (NEA) for LuGre friction model. In order to settle the practical digital implementation problem of LuGre model, this paper also proposes a modified dual-observer with discontinuous mapping and smooth transfer function. On the basis of the parameter identification results and the modified dual-observer, this paper designs an adaptive control algorithm with dynamic friction compensation for hydraulic servo system. The comparative experiments indicate that the proposed parameter identification technique and the adaptive control algorithm with modified dual-observer are effective with high tracking performance.
机译:LuGre动摩擦模型已被广泛用于伺服系统中以进行摩擦补偿,但是由于其参数难以识别且内部状态无法测量,因此增加了控制器设计的难度。本文提出了一种基于新型进化算法(NEA)的LuGre摩擦模型参数识别技术。为了解决LuGre模型的实际数字实现问题,本文还提出了一种具有不连续映射和平滑传递函数的改进双观测器。基于参数辨识结果和改进的双观测器,设计了一种具有动态摩擦补偿的液压伺服系统自适应控制算法。对比实验表明,所提出的参数识别技术和改进的双观测器自适应控制算法是有效的,具有较高的跟踪性能。

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