波浪能转换器基于滚动模型预测控制在两体系泊点吸收器样机上的实验验证

Zechuan Lin, Xuanrui Huang, Xi Xiao
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摘要

模型预测控制(MPC)在物理约束条件下提高波浪能转换器的能量捕获效率方面已被证明是有效的。MPC在工业控制器中的进一步应用,需要加快其在线计算速度。为此,开发了基于rollout的wcs MPC (RMPC)。rollout的思想是将优化层和预测层解耦,以短期优化实现长期性能。本文将之前仅通过仿真验证的RMPC进一步通过波槽试验进行验证。实验装置是一个现实的两体系紧点吸收器样机。RMPC基于设备的简化模型,并实时实现波浪力估计和预测。实验结果证实了RMPC的能效和约束满足性,从而突出了其相对于传统MPC的计算优势。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Experimental validation of rollout-based model predictive control for wave energy converters on a two-body, taut-moored point absorber prototype
Model predictive control (MPC) has proven its effectiveness in improving the energy capture efficiency of wave energy converters (WECs) under physical constraints. Further application of MPC requires to speed up its online computation for an industrial controller. To this end, the rollout-based MPC (RMPC) for WECs has been developed. The idea of rollout is to decouple the optimization horizon and the prediction horizon, so as to achieve long-horizon performance with short-horizon optimization. In this paper, the RMPC that has previously only been validated by simulation is further put through wave tank testing. The experimental device is a realistic two-body, taut-moored point absorber prototype. The RMPC is based on a simplified model of the device and implemented in real time with wave force estimation and prediction. Experiment results confirm RMPC’s energy efficiency as well as constraint satisfaction, so its computational advantage against conventional MPC is highlighted.
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