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Design and Experimental Verification of Adaptive Sliding Mode Control for Motion Accuracy and Energy Saving in Industrial Feed Drive Systems

机译:工业进给驱动系统中用于运动精度和节能的自适应滑模控制的设计和实验验证

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Reduction of energy consumption is one of the fundamental requirements in industry, in particular computer numerical controlled (CNC) machines. Because these machines operate for a long time and extensively contribute in diverse applications all over the world, reducing even a small percentage of consumed energy can lead to significant energy saving in manufacturing sectors. This paper concerns with improving motion accuracy and energy saving based on adaptive sliding mode control (ASMC) for industrial feed drive machine tool. The proposed control approach is derived based on the Lyapunov stability theory and its control gain is designed to be mainly relied on resultant motion errors of drive axes. Once the tracking error is changed, the control gain is simultaneously adjusted to generate appropriate control signal to provide good tracking performance with reducing energy consumption. Furthermore, the proposed adaptive gain does not alter only during the reaching phase but also through the sliding phase, and hence consumed energy reduction is further expected. In order to verify the effectiveness of the proposed approach, it was compared with non-adaptive and typical adaptive sliding mode control approaches with a circular trajectory of an industrial feed drive system. Experimental results show that the mean and maximum tracking errors of the proposed scenario could be largely reduced by 34.81% and 33.66% on average compared to a constant control gain without any increase of consumed energy, respectively. The proposed approach effectively improved the control input variance by 1.54% and 2.34% compared to constant and typical adaptive gains, respectively. Consequentially, consumed energy was reduced by 2.89% and 1.26% on average.
机译:降低能耗是工业尤其是计算机数控(CNC)机器的基本要求之一。由于这些机器运行时间很长,并且在世界各地的各种应用中都有广泛的贡献,因此即使减少一小部分消耗的能源,也可以在制造业中节省大量能源。本文讨论了基于自适应滑模控制(ASMC)的工业进给驱动机床提高运动精度和节能的方法。提出的控制方法是基于Lyapunov稳定性理论推导的,其控制增益的设计主要是基于驱动轴的合成运动误差。一旦跟踪误差改变,控制增益就被同时调节以产生适当的控制信号,以提供良好的跟踪性能并降低能耗。此外,所提出的自适应增益不仅在到达阶段期间而且在滑动阶段都没有改变,因此进一步期望消耗的能量减少。为了验证该方法的有效性,将其与具有工业进给驱动系统的圆形轨迹的非自适应和典型自适应滑模控制方法进行了比较。实验结果表明,与恒定的控制增益相比,所提方案的平均和最大跟踪误差可以分别平均降低34.81%和33.66%,而无需增加能耗。与恒定增益和典型自适应增益相比,该方法有效地将控制输入方差分别提高了1.54%和2.34%。相应地,能耗平均降低了2.89%和1.26%。

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