Xiao Yang (杨啸)

Xiao Yang is a Ph.D. Candidate (2023-Present) in Electrical Engineering at Eindhoven University of Technology (TU/e), The Netherlands, advised by Professor Dongsheng Yang. Before that, He received the B.Eng. and M.Sc. degrees in electrical engineering from Southwest Jiaotong University, China, in 2020 and 2023, and the Diplôme d’Ingénieur from Ecole Centrale de Lille, France, in 2023.

He is dedicated to advancing the frontiers of AI-driven power electronic design automation, with a particular focus on the modeling and design of magnetic component, semiconductor device and power circuit board. His research spans physics-informed neural network, generative diffusion models, and agentic LLMs.

His work has been published in top-tier venues including IEEE Transactions on Industrial Informatics, IEEE Transactions on Power Electronics, and IEEE Transactions on Circuits and Systems Part II: Express Briefs. Beyond academic publications, he is committed to open science and reproducible research — actively contributing dedicated datasets, production-ready code libraries, and data collection tools, making cutting-edge AI research accessible to the power electronic community.

🔥 News

  • 2026.03: Received Honorable Mention (Top 3 performance) in IEEE PELS MagNet Challenge 2025.
  • 2025.07: Received ECCE Europe Travel Grant from IEEE Power Electronics Society.

📝 Research

IEEE TPEL
ai_mft

Hierarchical Physics-Embedding Neural Network Framework for 3D Magnetic Modeling of Medium-Frequency Transformers

Xiao Yang, Liangcai Shu, Dongsheng Yang*

TL;DR: To model 3D magnetics of transformers with limited data, the HPENN framework hierarchically integrates 2D/3D FEM and analytical models. By using abundant 2D data for fringe effects and minor 3D data for corner corrections, it reduces simulation costs by 90% while maintaining 1% average error.

IEEE Transactions on Power Electronics (TPEL)

Paper | Code

IEEE TII
ai_digct

Synergistic Physics-Data Constrained Diffusion Model for Surface Thermal Management of Press-Pack IGCTs

Xiao Yang, Yu Xiao*, Tianchen Li, Dongsheng Yang*

TL;DR: To manage press-pack IGCT thermal fields under uneven pressure, the DiGCT framework integrates analytical models and side-measurements into a conditional diffusion model. It achieves high-precision monitoring through constrained denoising, enabling gradient-based optimization of system thermal profiles.

IEEE Transactions on Industrial Informatics (TII)

Paper | Code

IEEE TII
wpt_domino_power

A Simultaneous Power and Data Transfer Technology Using Dual-Resonance-Band Circuits for Domino-Resonator WPT Systems

Xiao Yang, Yong Li*, Wenjun Sun, Junwen Chen, Yuner Peng, Zhengyou He

TL;DR: To realize simultaneous power and data transfer (SPDT) in insulators, a domino-resonator WPT system is proposed using FSK in dual-resonance circuits. By compensating for cross-coupling to stabilize output voltage, the system achieves high transfer efficiency and low voltage fluctuation within tight space constraints.

IEEE Transactions on Industrial Informatics (TII)

Paper

IEEE TCAS-Ⅱ
wpt_plate

A Cost-Effective Implementation of Independent Data and Power Transmission Channels in Wireless Power Transfer Systems

Xiao Yang, Yong Li*, Junwen Chen, Xiaofei Li, Wei Zhou, Ruikun Mai

TL;DR: A novel cost-effective implementation of independent data and power transmission channels is proposed. Based on the typical WPT systems structure, the capacitance between metal shield plates provides naturally an independent capacitive channel for data transmission.

IEEE Transactions on Circuits and Systems II: Express Briefs (TCAS-Ⅱ)

Paper

IEEE TPEL
wpt_domino_data

A Simultaneous Power and Data Transmission Technology Based on Coil Multiplexing in Domino-Resonator WPT Systems

Yong Li*, Xiao Yang, Wenjun Sun, Jiefeng Hu, Zhengyou He

TL;DR: A novel simultaneous power, and data transfer (SPDT) technology based on coil multiplexing is proposed in this letter. Benefiting from the magnetic field characteristics of the bipolar coil structure, the power and data can be injected into multiplexed coils with different flow directions, leading to opposite induced voltage polarities in each coupling coil.

IEEE Transactions on Power Electronics (TPEL)

Paper

IEEE TII
ai_digct

Synergistic Physics-Data Constrained Diffusion Model for Surface Thermal Management of Press-Pack IGCTs

Xiao Yang, Yu Xiao*, Tianchen Li, Dongsheng Yang*

TL;DR: To manage press-pack IGCT thermal fields under uneven pressure, the DiGCT framework integrates analytical models and side-measurements into a conditional diffusion model. It achieves high-precision monitoring through constrained denoising, enabling gradient-based optimization of system thermal profiles.

IEEE Transactions on Industrial Informatics (TII)

Paper | Code

IEEE TPEL
ai_mft

Hierarchical Physics-Embedding Neural Network Framework for 3D Magnetic Modeling of Medium-Frequency Transformers

Xiao Yang, Liangcai Shu, Dongsheng Yang*

TL;DR: To model 3D magnetics of transformers with limited data, the HPENN framework hierarchically integrates 2D/3D FEM and analytical models. By using abundant 2D data for fringe effects and minor 3D data for corner corrections, it reduces simulation costs by 90% while maintaining 1% average error.

IEEE Transactions on Power Electronics (TPEL)

Paper | Code

ECCE Europe 2025
ai_diffpcb

Automatic Power Electronic PCB Layout Design Based on Generative AI: The Pathway Towards Next-Generation Hardware Compiler

Xiao Yang, Yu Xiao, Liangcai Shu, Ward Taborsky, Dongsheng Yang*

TL;DR: The current design methods for power electronic PCBs are labor intensive and heavily reliant on engineers’ experience, posing challenges in following abstract logicality and extracting sparse solutions in a vast design search space. A novel paradigm to automatically generate power electronic PCB layout is introduced based on generative artificial intelligence.

European Conference on Power Electronics and Applications (ECCE Europe 2025)

Paper | Code

ECCE Europe 2025
ai_igct

Compact IGCT Circuit Model Under High Current Transition Using Gradient-Based Parameters Estimation

Yu Xiao, Jiayu Fan, Xiao Yang, Yifei Wu, Yi Wu, Dongsheng Yang*

TL;DR: Integrated Gate-Commutated Thyristors (IGCTs) are high-capacity power electronic devices known for their low conduction loss and large current-handling capability. This research establishes a robust and precise modeling and optimization framework for IGCTs in high-capacity systems, paving the way to the reliable operation of power systems.

European Conference on Power Electronics and Applications (ECCE Europe 2025)

Paper

IEEE TII
wpt_domino_power

A Simultaneous Power and Data Transfer Technology Using Dual-Resonance-Band Circuits for Domino-Resonator WPT Systems

Xiao Yang, Yong Li*, Wenjun Sun, Junwen Chen, Yuner Peng, Zhengyou He

TL;DR: A novel simultaneous power and data transfer (SPDT) technology for domino-resonator WPT systems is proposed. The frequency-shift keying power modulation method is adopted in dual-resonance-band circuits to maintain high system transfer efficiency at two different frequencies.

IEEE Transactions on Industrial Informatics (TII)

Paper

IEEE TCAS-Ⅱ
wpt_plate

A Cost-Effective Implementation of Independent Data and Power Transmission Channels in Wireless Power Transfer Systems

Xiao Yang, Yong Li*, Junwen Chen, Xiaofei Li, Wei Zhou, Ruikun Mai

TL;DR: A novel cost-effective implementation of independent data and power transmission channels is proposed. Based on the typical WPT systems structure, the capacitance between metal shield plates provides naturally an independent capacitive channel for data transmission.

IEEE Transactions on Circuits and Systems II: Express Briefs (TCAS-Ⅱ)

Paper

IEEE TPEL
wpt_domino_data

A Simultaneous Power and Data Transmission Technology Based on Coil Multiplexing in Domino-Resonator WPT Systems

Yong Li*, Xiao Yang, Wenjun Sun, Jiefeng Hu, Zhengyou He

TL;DR: A novel simultaneous power, and data transfer (SPDT) technology based on coil multiplexing is proposed in this letter. Benefiting from the magnetic field characteristics of the bipolar coil structure, the power and data can be injected into multiplexed coils with different flow directions, leading to opposite induced voltage polarities in each coupling coil.

IEEE Transactions on Power Electronics (TPEL)

Paper

EVS34
wpt_fod

Full-size Metal Object Detection in Wireless Power Transfer Systems Using Comb Pattern Sensing Coil Design

Yong Li*, Xiao Yang, Wenjun Sun, Jiefeng Hu, Zhengyou He

TL;DR: a full-size metal object detection (MOD) method is proposed to prevent wireless power transfer (WPT) systems from the transfer efficiency reduction and fire risk due to the intrusion of metal object.

International Electric Vehicle Symposium and Exhibition (EVS34)

Paper

🥇 Honors

  • Eiffel National Scholarship, French Ministry of Foreign Affairs.
  • ECCE Europe Travel Grant, IEEE Power Electronics Society.
  • Honorable Mention (Top 3 performance), MagNet Challenge 2025, IEEE Power Electronics Society.
  • Google Cloud Research Credit Program, Google.
  • First Prize of Postgraduate Academic Scholarship, Southwest Jiaotong University.
  • First Prize of Undergraduate Academic Scholarship, Southwest Jiaotong University.

👨‍💻 Internships

TI internship

Texas Instruments (TI), Shanghai, China
Automatic Test Engineer Intern, Jul 2022 - Aug 2022

  • Automatic test for power analog IC TPS61299 on ETS-364 platform.
  • Qualification tests including HTOL and bHAST.
Eaton internship

Eaton Electric, Shanghai, China
Hardware Engineer Intern, Jul 2020 - Aug 2020

  • 500 kW traction inverter project: double-pulse test of inverter drive board and thermal test of cooling system.
  • Honor for special contribution.
Schneider internship

Schneider Electric, Grenoble, France
Project Engineer Intern, Jul 2019 - Aug 2019

  • Assisted in management and recording of transformer and breaker production process.

📖 Professional Service

  • Assistant project supervisor: 3 TU/e bachelor final projects (6 students), average score 8.5/10.0
  • Journal reviewer:
    • IEEE Transactions on Industrial Informatics
    • IEEE Transactions on Industrial Electronics
    • IEEE Transactions on Power Electronics
    • IEEE Journal of Emerging and Selected Topics in Power Electronics
    • IEEE Journal of Emerging and Selected Topics in Industrial Electronics
    • IEEE Open Journal of Power Electronics
    • IET Intelligent Transport Systems
  • Conference reviewer:
    • IEEE Applied Power Electronics Conference and Exposition (APEC)
    • IEEE European Conference on Power Electronics and Applications (ECCE Europe)