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A model predictive control for a multi-axis piezo system: Development and experimental validation

机译:多轴压电系统的模型预测控制:开发与实验验证

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This paper presents a Model Predictive Control (MPC) strategy for a triaxial piezoelectric actuators (PAs) system. PAs systems require appropriate controllers to guarantee fast and high-precision positioning performances avoiding effects of non-linearities. Typically, commercial systems provide integrated Proportional-Integral (PI) controllers guarantying to maintain system stability in the presence of uncertainty and disturbance. MPC owes its success to the ability of optimally regulate multivariable systems through the minimization of a Quadratic Programming (QP) problem subjected to prescribed constraints. Alternatively, unconstrained MPC eliminates constrains from the problem, reducing the number of operations elapsed to compute the solution. The aim of this work is to design an unconstrained MPC for a 3-DOF PA replacing PI controllers to improve control performances by a smaller increase of required computational effort. The system is described by a Multi-Input Multi-Output (MIMO) Linear Time-Invariant (LTI) model, experimentally identified by the open-loop real plant response. Effectiveness of the proposed method is validated by simulation tests and experiments on the real system, comparing MPC with PI controllers tuned to guarantee common PA stability requirements.
机译:本文提出了一种用于三轴压电执行器(PAS)系统的模型预测控制(MPC)策略。 PAS系统需要适当的控制器,以保证快速高精度的定位性能,避免非线性效果。通常,商业系统提供集成的比例积分(PI)控制器,保证在存在不确定和干扰的情况下保持系统稳定性。 MPC通过最小化对规定约束的二次编程(QP)问题的最大限度化的最大调节多变量系统的成功。或者,无约束的MPC消除了来自问题的约束,减少了计算解决方案的经过的操作次数。这项工作的目的是为三户DOF PA设计一个无约束的MPC,更换PI控制器,以通过较小的所需计算工作增加来改善控制性能。该系统由多输入多输出(MIMO)线性时间不变(LTI)模型描述,由开环实际植物响应进行实验识别。通过对实际系统的仿真测试和实验验证了所提出的方法的有效性,将MPC与PI控制器进行比较,以保证公共PA稳定性要求。

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