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Experimental evaluation of sphere decoding for long-horizon direct model predictive control

机译:长视距直接模型预测控制的球面解码实验评估

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In the past few years, the interest in model predictive control (MPC) for power electronics has increased significantly. It proves to be a good alternative to space-vector modulation at low switching frequencies. It has been shown that an increase in the prediction horizon improves the system performance. Unfortunately, increasing the horizon leads to an exponential increase in the complexity of the optimization problem. To date, most of the work that has been done is only in simulation, ignoring real-time requirements. This paper offers a practical implementation of long-horizon direct MPC. Methods on how to efficiently implement the controller on a field programmable gate array are discussed. Sphere decoding is used to solve the optimization problem. Results show that the implementation of a 5-step horizon MPC and a sphere decoder is very efficient and effective, as it requires only 8.6μs, in roughly 80% of the cases, to execute the control law with a sampling period of 25 μs when a three-phase neutral-point clamped inverter with an RL load is examined.
机译:在过去的几年中,对电力电子模型预测控制(MPC)的兴趣已大大增加。在低开关频率下,它被证明是空间矢量调制的良好替代方案。已经表明,预测范围的增加改善了系统性能。不幸的是,增加视野会导致优化问题的复杂性呈指数增长。迄今为止,已完成的大多数工作仅在仿真中进行,而忽略了实时需求。本文提供了长视距直接MPC的实际实现。讨论了如何在现场可编程门阵列上高效实现控制器的方法。球面解码用于解决优化问题。结果表明,实现五步水平MPC和球面解码器非常有效,因为在大约80%的情况下,只需8.6μs即可执行采样周期为25μs的控制律当检查具有RL负载的三相中性点钳位逆变器时。

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