并网逆变器自适应事件触发无模型预测控制策略
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1.辽宁工程技术大学电气与控制工程学院葫芦岛125105; 2.国网吉林省电力有限公司 超高压公司变电检修中心长春130000

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TM464TH86

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Adaptive event-triggered model-free predictive control strategy for grid-connected inverters
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1.Faculty of Electrical and Control Engineering, Liaoning Technical University, Huludao 125105, China; 2.State Grid Jilin Electric Power Co., Ltd. Ultra High Voltage Company Substation Maintenance Center, Changchun 130000, China

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    摘要:

    针对传统有限控制集模型预测控制参数敏感性强、周期性寻优计算负担大及数字控制延迟劣化电流质量等问题,提出一种并网逆变器自适应事件触发无模型预测控制策略。该方法以并网电流误差为滑模变量构建无模型电压矢量评价函数,引入零矢量偏置与开关状态二次筛选,兼顾系统动态响应、稳态纹波抑制与开关损耗优化;融合自适应误差阈值、滑模趋近方向及电网电压动态变化设计复合事件触发机制,实现电压矢量按需寻优;采用带遗忘因子递推更新的电流增量查表法,通过状态外推有效补偿一拍控制延迟。仿真结果表明,滤波电感降至标称值50%时,所提方法并网电流总谐波畸变率为2.29%,较传统有限控制集模型预测控制与基于电流差的无模型预测控制分别降低42.75%和10.89%,可在电压跌落、电网不平衡、背景谐波及弱电网工况下稳定运行。实验结果表明,电感参数失配时,该方法电流总谐波畸变率为2.79%,参考电流突变调节时间为0.582 ms,在线寻优次数减少60.54%,平均执行时间降至10.41 μs。开关状态二次筛选可使平均开关频率与开关损耗分别降低12.88%和12.09%,延迟补偿可将谐波畸变率由2.62%降至2.38%。以上结果表明,所提方法可有效提升系统参数鲁棒性、动态响应速度、并网电流质量与实时运算性能,展现了良好的工程应用价值。

    Abstract:

    To address the high sensitivity to model-parameter mismatch, the heavy computational burden caused by periodic optimization, and the degradation of grid-current quality induced by digital control delay in conventional finite-control-set model predictive control, an adaptive event-triggered model-free predictive control strategy is proposed for grid-connected inverters. A model-free voltage-vector evaluation function is constructed by taking the grid-current tracking error as the sliding-mode variable. A zero-vector bias and a secondary switching-state screening mechanism are introduced to balance dynamic response, steady-state ripple suppression, and switching-loss reduction. Furthermore, a composite event-triggering mechanism incorporating adaptive error thresholds, the sliding-mode reaching direction, and grid-voltage variations is developed to enable on-demand voltage-vector optimization. A recursively updated current-increment lookup table with a forgetting factor is employed to compensate for the one-sample control delay through state extrapolation. Simulation results show that, when the filter inductance is reduced to 50% of its nominal value, the total harmonic distortion of the grid current achieved by the proposed method is 2.29%, which is 42.75% and 10.89% lower than that of conventional finite-control-set model predictive control and 10.89% lower than that of current-difference-based model-free predictive control, respectively. Stable operation is also maintained under conditions of grid-voltage sag, voltage unbalance, background harmonics, and weak-grid conditions. Experimental results demonstrate that, under inductance mismatch, the total harmonic distortion of the grid current is 2.79%, the settling time following a reference-current step change is 0.582 ms, the number of online optimization operations is reduced by 60.54%, and the average execution time is reduced to 10.41 μs. The secondary switching-state screening mechanism reduces the average switching frequency and switching loss by 12.88% and 12.09%, respectively, while the delay compensation decreases the total harmonic distortion of the grid current from 2.62% to 2.38%. These results demonstrate that the proposed strategy effectively improves parameter robustness, dynamic response, grid-current quality, and real-time computational performance, confirming its potential for practical engineering applications.

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刘春喜,蔡磊,赵文江,李世纪,王禹.并网逆变器自适应事件触发无模型预测控制策略[J].仪器仪表学报,2026,47(7):378-393

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  • 在线发布日期: 2026-09-24
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