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A fixed-point implementation of explicit MPC laws

机译:明确的MPC法律的定点实现

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We present a method for the implementation of predictive controllers for linear constrained systems based on fixed-point numbers. Fixed-point implementations are of high practical interest since they are fast and since cheap processing units with low energy consumption are available. Our scheme builds on the assumption that an explicit description of the predictive control law, which is known to be piecewise affine, is at hand. In principle, an implementation of the controller is then straightforward. However, fixed-point representations of the control law and the state measurements cause quantization errors that may affect the stability of the system. We show how robust MPC can be used to compensate those quantization errors and to guarantee robust stability.
机译:我们提出了一种基于定点数的线性约束系统预测控制器的实现方法。定点实现具有很高的实用价值,因为它们的速度快,并且可以使用便宜且能耗低的处理单元。我们的方案建立在以下假设的基础上:对预测控制定律的明确描述(即分段仿射)即将到来。原则上,控制器的实现是直接的。但是,控制律和状态测量值的定点表示会导致量化误差,这可能会影响系统的稳定性。我们展示了如何使用鲁棒的MPC来补偿那些量化误差并保证鲁棒的稳定性。

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