{"title":"基于无参数超局部模型的三相四腿逆变器电压预测控制","authors":"Xiaoxiao Huo, Po Li","doi":"10.1016/j.epsr.2025.111815","DOIUrl":null,"url":null,"abstract":"<div><div>The presence of fluctuating, unbalanced, and nonlinear loads poses challenges for the traditional predictive control of four-leg inverters. A novel ultralocal model (ULM) method based on extremum seeking control (ESC) for four-leg voltage source inverters is presented in this paper to address these problems. The ULM control gains are optimized online based on ESC, minimizing the prediction error, and effectively eliminating the dependence of the control effect on physical parameters and the influence of system uncertainties on the ULM control effect. All proposed methods were verified by extensive hardware-in-the-loop (HIL) experiments under different load conditions, and in comparison to the conventional model predictive control (MPC) and model-free control, proving that the proposed methods can significantly enhance anti-interference capabilities, control robustness, and power quality.</div></div>","PeriodicalId":50547,"journal":{"name":"Electric Power Systems Research","volume":"247 ","pages":"Article 111815"},"PeriodicalIF":3.3000,"publicationDate":"2025-05-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Parameter-free ultralocal model-based predictive voltage control for three-phase four-leg inverters\",\"authors\":\"Xiaoxiao Huo, Po Li\",\"doi\":\"10.1016/j.epsr.2025.111815\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>The presence of fluctuating, unbalanced, and nonlinear loads poses challenges for the traditional predictive control of four-leg inverters. A novel ultralocal model (ULM) method based on extremum seeking control (ESC) for four-leg voltage source inverters is presented in this paper to address these problems. The ULM control gains are optimized online based on ESC, minimizing the prediction error, and effectively eliminating the dependence of the control effect on physical parameters and the influence of system uncertainties on the ULM control effect. All proposed methods were verified by extensive hardware-in-the-loop (HIL) experiments under different load conditions, and in comparison to the conventional model predictive control (MPC) and model-free control, proving that the proposed methods can significantly enhance anti-interference capabilities, control robustness, and power quality.</div></div>\",\"PeriodicalId\":50547,\"journal\":{\"name\":\"Electric Power Systems Research\",\"volume\":\"247 \",\"pages\":\"Article 111815\"},\"PeriodicalIF\":3.3000,\"publicationDate\":\"2025-05-24\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Electric Power Systems Research\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0378779625004067\",\"RegionNum\":3,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"ENGINEERING, ELECTRICAL & ELECTRONIC\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Electric Power Systems Research","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0378779625004067","RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
Parameter-free ultralocal model-based predictive voltage control for three-phase four-leg inverters
The presence of fluctuating, unbalanced, and nonlinear loads poses challenges for the traditional predictive control of four-leg inverters. A novel ultralocal model (ULM) method based on extremum seeking control (ESC) for four-leg voltage source inverters is presented in this paper to address these problems. The ULM control gains are optimized online based on ESC, minimizing the prediction error, and effectively eliminating the dependence of the control effect on physical parameters and the influence of system uncertainties on the ULM control effect. All proposed methods were verified by extensive hardware-in-the-loop (HIL) experiments under different load conditions, and in comparison to the conventional model predictive control (MPC) and model-free control, proving that the proposed methods can significantly enhance anti-interference capabilities, control robustness, and power quality.
期刊介绍:
Electric Power Systems Research is an international medium for the publication of original papers concerned with the generation, transmission, distribution and utilization of electrical energy. The journal aims at presenting important results of work in this field, whether in the form of applied research, development of new procedures or components, orginal application of existing knowledge or new designapproaches. The scope of Electric Power Systems Research is broad, encompassing all aspects of electric power systems. The following list of topics is not intended to be exhaustive, but rather to indicate topics that fall within the journal purview.
• Generation techniques ranging from advances in conventional electromechanical methods, through nuclear power generation, to renewable energy generation.
• Transmission, spanning the broad area from UHV (ac and dc) to network operation and protection, line routing and design.
• Substation work: equipment design, protection and control systems.
• Distribution techniques, equipment development, and smart grids.
• The utilization area from energy efficiency to distributed load levelling techniques.
• Systems studies including control techniques, planning, optimization methods, stability, security assessment and insulation coordination.