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基于数据驱动建模与免矩阵求逆模型预测控制的多激励单元无线功率传输系统动态性能增强

Dynamic Performance Enhancement for Multiexcitation-Units WPT System Using Data-Driven Modeling and Matrix-Inversion-Free Model Predictive Control

作者 Ziyi Xia · Xin Dai · Yanling Li · Liuping Wang · Fengwei Chen · Miao Yu · Zhankun Feng
期刊 IEEE Transactions on Power Electronics
出版日期 2025年10月
卷/期 第 41 卷 第 4 期
技术分类 控制与算法
技术标签 模型预测控制MPC 无线充电 多变量控制 数据驱动建模
相关度评分 ★★★ 3.0 / 5.0
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中文摘要

本文针对多激励单元无线功率传输(MEU-WPT)系统中因交叉耦合导致的动态响应差问题,提出一种免矩阵求逆的多变量模型预测控制方法,结合数据驱动建模与事件触发机制,显著提升输出调节动态性能,并在双单元原型上验证。

English Abstract

The multiexcitation-units wireless power transfer (MEU-WPT) system supports multilevel power applications by adjusting the number of excitation units. Its inherent redundancy enhances reliability against inverter failures, making it ideal for wireless electric vehicle and underwater vehicle charging. However, the incorporation of the MEU structure increases the number of control variables (such as the phase-shift angles of the inverters) and introduces cross couplings among different power units, resulting in complex power transfer channels and interconnected feedback loops, where variations in one control variable generate disturbances in other channels. Consequently, achieving high dynamic performance in output regulation becomes challenging without effective coordination of all control variables. This article proposes a constrained model predictive control (MPC) method aimed at achieving high dynamic performance in output regulation for the MEU-WPT system with cross couplings. Initially, a data-driven simplified refined instrumental variable method is employed to model the MEU-WPT system, capturing the dynamics associated with the cross couplings. Subsequently, a Laguerre-network based multivariable MPC control law is derived from the data-driven models. A matrix-inversion-free quadratic programming solver is developed to enable computationally-efficient constrained optimization. Furthermore, an event-triggered mechanism is integrated into the control framework, demonstrating the potential for rapid switching between different input power allocations among excitation units. An MEU-WPT prototype featuring two excitation units is constructed to validate the feasibility of the proposed control approach.
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SunView 深度解读

该研究虽聚焦无线充电场景,但其免矩阵求逆MPC、多变量协同控制及数据驱动建模方法可迁移至阳光电源ST系列PCS和PowerTitan储能系统的多机并联协调控制中,提升复杂工况下功率分配响应速度与鲁棒性;建议在iSolarCloud平台中集成类似轻量化MPC模块,用于光储联合调频或微电网快速功率支撑场景。