IEEE Open Journal of Power Electronics (Jan 2025)
MagNet Challenge for Data-Driven Power Magnetics Modeling
- Minjie Chen,
- Haoran Li,
- Shukai Wang,
- Thomas Guillod,
- Diego Serrano,
- Nikolas Forster,
- Wilhelm Kirchgassner,
- Till Piepenbrock,
- Oliver Schweins,
- Oliver Wallscheid,
- Qiujie Huang,
- Yang Li,
- Yu Dou,
- Bo Li,
- Sinan Li,
- Emmanuel Havugimana,
- Vivek Thomas Chacko,
- Sritharini Radhakrishnan,
- Mike Ranjram,
- Bailey Sauter,
- Skye Reese,
- Shivangi Sinha,
- Lizhong Zhang,
- Tom McKeague,
- Binyu Cui,
- Navid Rasekh,
- Jun Wang,
- Song Liu,
- Alfonso Martinez,
- Xinyu Liu,
- Chaoying Mei,
- Rui Zhao,
- Gaoyuan Wu,
- Hao Wu,
- Rui Zhang,
- Hao Song,
- Lie Zhang,
- Yibo Lu,
- Lijun Hang,
- Neha Rajput,
- Himanshu Bhusan Sandhibigraha,
- Neeraj Agrawal,
- Vishnu Mahadeva Iyer,
- Xiaobing Shen,
- Fanghao Tian,
- Qingcheng Sui,
- Jiaze Kong,
- Wilmar Martinez,
- Asier Arruti,
- Borja Alberdi,
- Anartz Agote,
- Iosu Aizpuru,
- Minmin Zhang,
- Xia Chen,
- Yuchen Dong,
- Duo Wang,
- Tianming Shen,
- Yan Zhou,
- Yaohua Li,
- Sicheng Wang,
- Yue Wu,
- Yongbin Jiang,
- Ziheng Xiao,
- Yi Tang,
- Yun-Shan Hsieh,
- Jian-De Li,
- Li-Chen Yu,
- Tzu-Chieh Hsu,
- Yu-Chen Liu,
- Chin-Hsien Hsia,
- Chen Chen,
- Alessio Giuffrida,
- Nicolo Lombardo,
- Fabio Marmello,
- Simone Morra,
- Marco Pasquale,
- Luigi Solimene,
- Carlo Stefano Ragusa,
- Jacob Reynvaan,
- Martin Stoiber,
- Chengbo Li,
- Wei Qin,
- Xiang Ma,
- Boyu Zhang,
- Zheng Wang,
- Ming Cheng,
- Wei Xu,
- Jiyao Wang,
- Youkang Hu,
- Jing Xu,
- Zhongqi Shi,
- Dixant Bikal Sapkota,
- Puskar Neupane,
- Mecon Joshi,
- Shahabuddin Khan,
- Bowen Su,
- Yunhao Xiao,
- Min Yang,
- Kai Sun,
- Zhengzhao Li,
- Reza Mirzadarani,
- Ruijun Liu,
- Lu Wang,
- Tianming Luo,
- Dingsihao Lyu,
- Mohamad Ghaffarian Niasar,
- Zian Qin,
- Syed Irfan Ali Meerza,
- Kody Froehle,
- Han Cui,
- Daniel Costinett,
- Jian Liu,
- Zhanlei Liu,
- Cao Zhan,
- Yongliang Dang,
- Yukun Zhang,
- Na Wang,
- Yiting Chen,
- Yiming Zhang,
- Chushan Li,
- Yinan Yao,
- Tianxiang Hu,
- Lumeng Xu,
- Yiyi Wang,
- Sichen Wang,
- Shuai Jiang,
- David Shumacher,
- Dragan Maksimovic,
- Ron S. Y. Hui,
- Johann W. Kolar,
- David J. Perreault,
- Charles R. Sullivan
Affiliations
- Minjie Chen
- ORCiD
- Princeton University, Princeton, NJ, USA
- Haoran Li
- ORCiD
- Princeton University, Princeton, NJ, USA
- Shukai Wang
- ORCiD
- Princeton University, Princeton, NJ, USA
- Thomas Guillod
- ORCiD
- Dartmouth College, Hanover, NH, USA
- Diego Serrano
- ORCiD
- Princeton University, Princeton, NJ, USA
- Nikolas Forster
- Paderborn University, Paderborn, Germany
- Wilhelm Kirchgassner
- ORCiD
- Paderborn University, Paderborn, Germany
- Till Piepenbrock
- Paderborn University, Paderborn, Germany
- Oliver Schweins
- Paderborn University, Paderborn, Germany
- Oliver Wallscheid
- Paderborn University, Paderborn, Germany
- Qiujie Huang
- University of Sydney, Sydney, NSW, Australia
- Yang Li
- ORCiD
- Tsinghua University, Beijing, China
- Yu Dou
- Hebei University of Technology, Tianjin, China
- Bo Li
- Hebei University of Technology, Tianjin, China
- Sinan Li
- ORCiD
- University of Sydney, Sydney, NSW, Australia
- Emmanuel Havugimana
- ORCiD
- Arizona State University, Tempe, AZ, USA
- Vivek Thomas Chacko
- Arizona State University, Tempe, AZ, USA
- Sritharini Radhakrishnan
- Arizona State University, Tempe, AZ, USA
- Mike Ranjram
- ORCiD
- Arizona State University, Tempe, AZ, USA
- Bailey Sauter
- University of Colorado, Boulder, CO, USA
- Skye Reese
- ORCiD
- University of Colorado, Boulder, CO, USA
- Shivangi Sinha
- University of Colorado, Boulder, CO, USA
- Lizhong Zhang
- University of Bristol, Bristol, U.K.
- Tom McKeague
- University of Bristol, Bristol, U.K.
- Binyu Cui
- University of Bristol, Bristol, U.K.
- Navid Rasekh
- ORCiD
- University of Bristol, Bristol, U.K.
- Jun Wang
- ORCiD
- University of Bristol, Bristol, U.K.
- Song Liu
- University of Bristol, Bristol, U.K.
- Alfonso Martinez
- Würth Elektronik, Waldenburg, Germany
- Xinyu Liu
- Fuzhou University, Fuzhou, China
- Chaoying Mei
- Fuzhou University, Fuzhou, China
- Rui Zhao
- Fuzhou University, Fuzhou, China
- Gaoyuan Wu
- Fuzhou University, Fuzhou, China
- Hao Wu
- Fuzhou University, Fuzhou, China
- Rui Zhang
- Hangzhou Dianzi University, Hangzhou, China
- Hao Song
- Hangzhou Dianzi University, Hangzhou, China
- Lie Zhang
- Hangzhou Dianzi University, Hangzhou, China
- Yibo Lu
- Hangzhou Dianzi University, Hangzhou, China
- Lijun Hang
- ORCiD
- Hangzhou Dianzi University, Hangzhou, China
- Neha Rajput
- Indian Institute of Science, Bengaluru, India
- Himanshu Bhusan Sandhibigraha
- Indian Institute of Science, Bengaluru, India
- Neeraj Agrawal
- Indian Institute of Science, Bengaluru, India
- Vishnu Mahadeva Iyer
- ORCiD
- Indian Institute of Science, Bengaluru, India
- Xiaobing Shen
- ORCiD
- Katholieke Universiteit, Leuven, Belgium
- Fanghao Tian
- Katholieke Universiteit, Leuven, Belgium
- Qingcheng Sui
- Katholieke Universiteit, Leuven, Belgium
- Jiaze Kong
- Katholieke Universiteit, Leuven, Belgium
- Wilmar Martinez
- ORCiD
- Katholieke Universiteit, Leuven, Belgium
- Asier Arruti
- ORCiD
- Mondragon University, Arrasate, Spain
- Borja Alberdi
- ORCiD
- Mondragon University, Arrasate, Spain
- Anartz Agote
- Mondragon University, Arrasate, Spain
- Iosu Aizpuru
- ORCiD
- Mondragon University, Arrasate, Spain
- Minmin Zhang
- ORCiD
- Nanjing University of Posts and Telecommunications, Nanjing, China
- Xia Chen
- Nanjing University of Posts and Telecommunications, Nanjing, China
- Yuchen Dong
- Nanjing University of Posts and Telecommunications, Nanjing, China
- Duo Wang
- Nanjing University of Posts and Telecommunications, Nanjing, China
- Tianming Shen
- Nanjing University of Posts and Telecommunications, Nanjing, China
- Yan Zhou
- Nanjing University of Posts and Telecommunications, Nanjing, China
- Yaohua Li
- ORCiD
- Nanyang Technology University, Singapore
- Sicheng Wang
- Nanyang Technology University, Singapore
- Yue Wu
- Nanyang Technology University, Singapore
- Yongbin Jiang
- Nanyang Technology University, Singapore
- Ziheng Xiao
- Nanyang Technology University, Singapore
- Yi Tang
- ORCiD
- Nanyang Technology University, Singapore
- Yun-Shan Hsieh
- National Taipei University of Technology, Taipei City, Taiwan
- Jian-De Li
- National Taipei University of Technology, Taipei City, Taiwan
- Li-Chen Yu
- National Taipei University of Technology, Taipei City, Taiwan
- Tzu-Chieh Hsu
- National Taipei University of Technology, Taipei City, Taiwan
- Yu-Chen Liu
- National Taipei University of Technology, Taipei City, Taiwan
- Chin-Hsien Hsia
- National Taipei University of Technology, Taipei City, Taiwan
- Chen Chen
- National Taipei University of Technology, Taipei City, Taiwan
- Alessio Giuffrida
- Politecnico di Torino, Torino, Italy
- Nicolo Lombardo
- Politecnico di Torino, Torino, Italy
- Fabio Marmello
- Politecnico di Torino, Torino, Italy
- Simone Morra
- Politecnico di Torino, Torino, Italy
- Marco Pasquale
- Politecnico di Torino, Torino, Italy
- Luigi Solimene
- ORCiD
- Politecnico di Torino, Torino, Italy
- Carlo Stefano Ragusa
- ORCiD
- Politecnico di Torino, Torino, Italy
- Jacob Reynvaan
- Silicon Austria Labs, Graz, Austria
- Martin Stoiber
- Silicon Austria Labs, Graz, Austria
- Chengbo Li
- Southeast University, Nanjing, China
- Wei Qin
- ORCiD
- Southeast University, Nanjing, China
- Xiang Ma
- Southeast University, Nanjing, China
- Boyu Zhang
- Southeast University, Nanjing, China
- Zheng Wang
- ORCiD
- Southeast University, Nanjing, China
- Ming Cheng
- ORCiD
- Southeast University, Nanjing, China
- Wei Xu
- ORCiD
- Southeast University, Nanjing, China
- Jiyao Wang
- ORCiD
- Southeast University, Nanjing, China
- Youkang Hu
- Southeast University, Nanjing, China
- Jing Xu
- Southeast University, Nanjing, China
- Zhongqi Shi
- Southeast University, Nanjing, China
- Dixant Bikal Sapkota
- Tribhuvan University, Pulchowk Campus, Nepal
- Puskar Neupane
- Tribhuvan University, Pulchowk Campus, Nepal
- Mecon Joshi
- Tribhuvan University, Pulchowk Campus, Nepal
- Shahabuddin Khan
- Tribhuvan University, Pulchowk Campus, Nepal
- Bowen Su
- ORCiD
- Tsinghua University, Beijing, China
- Yunhao Xiao
- ORCiD
- Tsinghua University, Beijing, China
- Min Yang
- Tsinghua University, Beijing, China
- Kai Sun
- ORCiD
- Tsinghua University, Beijing, China
- Zhengzhao Li
- ORCiD
- Delft University of Technology, Delft, The Netherlands
- Reza Mirzadarani
- ORCiD
- Delft University of Technology, Delft, The Netherlands
- Ruijun Liu
- ORCiD
- Delft University of Technology, Delft, The Netherlands
- Lu Wang
- ORCiD
- Delft University of Technology, Delft, The Netherlands
- Tianming Luo
- ORCiD
- Delft University of Technology, Delft, The Netherlands
- Dingsihao Lyu
- ORCiD
- Delft University of Technology, Delft, The Netherlands
- Mohamad Ghaffarian Niasar
- ORCiD
- Delft University of Technology, Delft, The Netherlands
- Zian Qin
- ORCiD
- Delft University of Technology, Delft, The Netherlands
- Syed Irfan Ali Meerza
- University of Tennessee, Knoxville, TN, USA
- Kody Froehle
- University of Tennessee, Knoxville, TN, USA
- Han Cui
- ORCiD
- University of Tennessee, Knoxville, TN, USA
- Daniel Costinett
- University of Tennessee, Knoxville, TN, USA
- Jian Liu
- University of Tennessee, Knoxville, TN, USA
- Zhanlei Liu
- ORCiD
- Xi'an Jiaotong University, Xi'an, China
- Cao Zhan
- ORCiD
- Xi'an Jiaotong University, Xi'an, China
- Yongliang Dang
- ORCiD
- Xi'an Jiaotong University, Xi'an, China
- Yukun Zhang
- Xi'an Jiaotong University, Xi'an, China
- Na Wang
- Xi'an Jiaotong University, Xi'an, China
- Yiting Chen
- Xi'an Jiaotong University, Xi'an, China
- Yiming Zhang
- Xi'an Jiaotong University, Xi'an, China
- Chushan Li
- ORCiD
- ZJU-UIUC Institute, Zhejiang, China
- Yinan Yao
- ZJU-UIUC Institute, Zhejiang, China
- Tianxiang Hu
- ZJU-UIUC Institute, Zhejiang, China
- Lumeng Xu
- ZJU-UIUC Institute, Zhejiang, China
- Yiyi Wang
- ZJU-UIUC Institute, Zhejiang, China
- Sichen Wang
- ZJU-UIUC Institute, Zhejiang, China
- Shuai Jiang
- Google Inc., Mountain View, CA, USA
- David Shumacher
- Enphase Energy, Austin, TX, USA
- Dragan Maksimovic
- ORCiD
- University of Colorado, Boulder, CO, USA
- Ron S. Y. Hui
- ORCiD
- City University of Hong Kong, Hong Kong SAR, China
- Johann W. Kolar
- ORCiD
- Swiss Federal Institute of Technology, Zürich, Switzerland
- David J. Perreault
- ORCiD
- Massachusetts Institute of Technology, Cambridge, MA, USA
- Charles R. Sullivan
- ORCiD
- Dartmouth College, Hanover, NH, USA
- DOI
- https://doi.org/10.1109/OJPEL.2024.3469916
- Journal volume & issue
-
Vol. 6
pp. 883 – 898
Abstract
This article summarizes the main results and contributions of the MagNet Challenge 2023, an open-source research initiative for data-driven modeling of power magnetic materials. The MagNet Challenge has (1) advanced the state-of-the-art in power magnetics modeling; (2) set up examples for fostering an open-source and transparent research community; (3) developed useful guidelines and practical rules for conducting data-driven research in power electronics; and (4) provided a fair performance benchmark leading to insights on the most promising future research directions. The competition yielded a collection of publicly disclosed software algorithms and tools designed to capture the distinct loss characteristics of power magnetic materials, which are mostly open-sourced. We have attempted to bridge power electronics domain knowledge with state-of-the-art advancements in artificial intelligence, machine learning, pattern recognition, and signal processing. The MagNet Challenge has greatly improved the accuracy and reduced the size of data-driven power magnetic material models. The models and tools created for various materials were meticulously documented and shared within the broader power electronics community.
Keywords
- Artificial intelligence
- data-driven methods
- machine learning
- open-source
- power magnetics
- power ferrites
