A stable machine learning based control for bidirectional interleaved DC/DC converter in battery systems

被引：0

作者：

Li, Ran ^{[1
]}

Wang, Ruigang ^{[2
]}

Feng, Wendong ^{[1
]}

Qie, Tianhao ^{[1
]}

Liu, Yulin ^{[1
]}

Fernando, Tyrone ^{[1
]}

HoChing Iu, Herbert ^{[1
]}

Zhang, Xinan ^{[1
]}

机构：

[1] Univ Western Australia, Dept Elect Elect & Comp Engn, Perth, Australia

[2] Univ Sydney, Sch Aerosp Mech & Mechatron Engn, Australian Ctr Robot, Sydney, Australia

来源：

IET POWER ELECTRONICS | 2025年 / 18卷 / 01期

关键词：

controllers; DC-DC power convertors; CONTROL STRATEGY; DESIGN; STORAGE;

D O I：

10.1049/pel2.12847

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

This paper proposes an innovative machine learning-based control algorithm for the bidirectional interleaved DC/DC converter in battery systems. It offers fast dynamics, gain tuning-free control design, and guaranteed closed-loop stability. Furthermore, compared to the other learning-based control methods, the proposed algorithm shows low computational complexity in both the neural network training and the online digital implementation. The efficacy of the proposed method is substantiated through experimental validation.

引用

页数：10

共 50 条

[1] Research on Interleaved Bidirectional DC/DC Converter
Li, Yimin
Diao, Lijun
PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON ELECTRICAL AND INFORMATION TECHNOLOGIES FOR RAIL TRANSPORTATION: ELECTRICAL TRACTION, 2016, 377 : 409 - 420
[2] Interleaved Bidirectional DC-DC Converter for Automotive Electric Systems
Ha, Dong-hyun
Park, Nam-Ju
Lee, Kui-Jun
Lee, Dong-Gyu
Hyun, Dong-Seok
2008 IEEE INDUSTRY APPLICATIONS SOCIETY ANNUAL MEETING, VOLS 1-5, 2008, : 2438 - 2442
[3] Control Strategy for an Interleaved Bidirectional DC–DC Converter Applied to Battery Management in a Hybrid Aircraft Propulsion System
Maria Eduarda S. Bastos
Saulo O. Nascimento
Vitor C. S. Torres
Matheus S. Almeida
Manuel A. Rendón
Márcio C. B. P. Rodrigues
Pedro S. Almeida
Janaína G. Oliveira
Journal of Control, Automation and Electrical Systems, 2022, 33 : 965 - 973
[4] A novel interleaved parallel bidirectional DC/DC converter
Lu, Zhiguo
Zhu, Wanping
Liu, Jiefeng
Wu, Chunjun
Zhao, Lili
Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 2013, 33 (12): : 39 - 46
[5] An interleaved parallel bidirectional DC/DC converter for BESS
Zhang B.
Zhang Z.
Wang T.
Wang D.
Taiyangneng Xuebao/Acta Energiae Solaris Sinica, 2022, 43 (01): : 277 - 283
[6] A BIDIRECTIONAL DC/DC INTERLEAVED CONVERTER FOR SUPERCAPACITOR APPLICATIONS
Carpita, Mauro
De Vivo, Michael
Gavin, Serge
2012 5TH EUROPEAN DSP EDUCATION AND RESEARCH CONFERENCE (EDERC), 2012, : 149 - 153
[7] Control of Bidirectional Interleaved DC-DC Converter With Single Current Sensor
Chen, Hung-Chi
Lu, Che-Yu
Lu, Chi-Hsiu
2018 IEEE ENERGY CONVERSION CONGRESS AND EXPOSITION (ECCE), 2018, : 2171 - 2177
[8] Interleaved Bidirectional Buck-Boost DC/DC Converter for High Voltage Battery Application
Saeseiw, Chayakarn
Pachanapan, Piyadanai
Somkun, Sakda
Srita, Suparak
Kaewchum, Tanakorn
2022 25TH INTERNATIONAL CONFERENCE ON ELECTRICAL MACHINES AND SYSTEMS (ICEMS 2022), 2022,
[9] Control Strategy for an Interleaved Bidirectional DC-DC Converter Applied to Battery Management in a Hybrid Aircraft Propulsion System
Bastos, Maria Eduarda S.
Nascimento, Saulo O.
Torres, Vitor C. S.
Almeida, Matheus S.
Rendon, Manuel A.
Rodrigues, Marcio C. B. P.
Almeida, Pedro S.
Oliveira, Janaina G.
JOURNAL OF CONTROL AUTOMATION AND ELECTRICAL SYSTEMS, 2022, 33 (03) : 965 - 973
[10] Bidirectional Interleaved DC/DC Converter for Electric Vehicle Application
Omara, Ahmed M.
Sleptsov, M.
2016 11TH INTERNATIONAL FORUM ON STRATEGIC TECHNOLOGY (IFOST), PTS 1 AND 2, 2016,

← 1 2 3 4 5 →