Dehua Xiong;Xiongying Duan;Xubin Li;Minfu Liao;Liang Bu
{"title":"Controlled Switching Strategy for Unloaded Transformers Using Double-Break Vacuum Circuit Breakers With Grading Capacitors","authors":"Dehua Xiong;Xiongying Duan;Xubin Li;Minfu Liao;Liang Bu","doi":"10.1109/TPS.2026.3720636","DOIUrl":null,"url":null,"abstract":"In double-break vacuum circuit breakers, postarc plasma extinction, dielectric recovery, and grading capacitors significantly influence the electrical boundary conditions on the transformer side and the resulting magnetizing inrush current. Furthermore, the dynamic variation of residual flux after opening is coupled with mechanical scatter. Consequently, complex stochastic fluctuations are caused in the closing inrush current. To address these issues and avoid the limitations of traditional fixed-peak switching, a robust optimization control algorithm is proposed. A dynamic Jiles–Atherton (J–A) hysteresis model is integrated with a physics-informed neural network (PINN) in this algorithm. First, the transformer terminal voltage after opening is theoretically derived under the influence of grading capacitors. The mechanism of its impact on magnetic flux and inrush current is also analyzed. Subsequently, the proposed control strategy is validated under the condition of mechanical scatter. Statistical results indicate that the standard deviation of the residual flux prediction error is reduced by approximately 8.5%. Even under significant mechanical scatter, the peak inrush current is attenuated by approximately 97%. The inrush current remains close to the nominal no-load excitation level, and the risk of core saturation is substantially mitigated.","PeriodicalId":450,"journal":{"name":"IEEE Transactions on Plasma Science","volume":"54 10","pages":"4882-4890"},"PeriodicalIF":1.6000,"publicationDate":"2026-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Plasma Science","FirstCategoryId":"101","ListUrlMain":"https://ieeexplore.ieee.org/document/11662128/","RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/8/21 0:00:00","PubModel":"Epub","JCR":"Q3","JCRName":"PHYSICS, FLUIDS & PLASMAS","Score":null,"Total":0}
引用次数: 0
Abstract
In double-break vacuum circuit breakers, postarc plasma extinction, dielectric recovery, and grading capacitors significantly influence the electrical boundary conditions on the transformer side and the resulting magnetizing inrush current. Furthermore, the dynamic variation of residual flux after opening is coupled with mechanical scatter. Consequently, complex stochastic fluctuations are caused in the closing inrush current. To address these issues and avoid the limitations of traditional fixed-peak switching, a robust optimization control algorithm is proposed. A dynamic Jiles–Atherton (J–A) hysteresis model is integrated with a physics-informed neural network (PINN) in this algorithm. First, the transformer terminal voltage after opening is theoretically derived under the influence of grading capacitors. The mechanism of its impact on magnetic flux and inrush current is also analyzed. Subsequently, the proposed control strategy is validated under the condition of mechanical scatter. Statistical results indicate that the standard deviation of the residual flux prediction error is reduced by approximately 8.5%. Even under significant mechanical scatter, the peak inrush current is attenuated by approximately 97%. The inrush current remains close to the nominal no-load excitation level, and the risk of core saturation is substantially mitigated.
期刊介绍:
The scope covers all aspects of the theory and application of plasma science. It includes the following areas: magnetohydrodynamics; thermionics and plasma diodes; basic plasma phenomena; gaseous electronics; microwave/plasma interaction; electron, ion, and plasma sources; space plasmas; intense electron and ion beams; laser-plasma interactions; plasma diagnostics; plasma chemistry and processing; solid-state plasmas; plasma heating; plasma for controlled fusion research; high energy density plasmas; industrial/commercial applications of plasma physics; plasma waves and instabilities; and high power microwave and submillimeter wave generation.