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Journal Articles (26)

Quantum computing for smart grid
Lin, Fanfan; Wang, Zeheng; Ren, Chao; Li, Xinze; Rodríguez-Andina, Juan José; Vazquez, Sergio; Mantooth, H Alan; Skoglund, Mikael; van der Laan, Timothy; Usman, Muhammad;
Nature Reviews Electrical Engineering, pp. 1-15, Nature Publishing Group UK London, 2026
Virtualization as a New Scaling Law for Semiconductor Devices Beyond Geometric Scaling
Wang, Zeheng; Chen, Xinghuan; Lin, Fanfan; Li, Xinze; Wang, Fangzhou; Guo, Songnan; Yu, Simin; Li, Liang; Huang, Jing‐Kai;
Small, vol. 22, no. 17, pp. e10426, 2026
A Robust Artificial Intelligence-Empowered Adaptive Proportional-Integral Control for Wireless Power Transfer Systems
Li, Xinze; Sun, Zhen; Zhang, Xiangrong; Jiang, Yajie; Mao, Kezhi; Yang, Yun;
IEEE Transactions on Industry Applications, 2025
An Isolated Triple-Active-Bridge Converter with Highly Dynamic and Adaptive Power Decoupling Control
Cao, Hui; Zhu, Guangqi; Li, Xinze; Darvish, Peyman; Zhao, Yue;
IEEE Transactions on Power Electronics, 2025
Circuit-to-Graph: Power Converters Modeling with Multi-Dimensional Generalization
Lei, Weihao; Lin, Fanfan; Zhang, Xin; Li, Xinze; Ma, Hao;
IEEE Journal of Emerging and Selected Topics in Power Electronics, 2025
NeurPecs: Physics-Informed AI-Based Adaptive Circuit Simulator for Power Converters
Li, Xinze; Lin, Fanfan; Rodríguez-Andina, Juan J; Guerrero, Josep M; Mantooth, Homer Alan; Ma, Hao;
IEEE Transactions on Industrial Electronics, 2025
A generic modeling approach for dual-active-bridge converter family via topology transferrable networks
Li, Xinze; Lin, Fanfan; Sun, Changjiang; Zhang, Xin; Ma, Hao; Wen, Changyun; Blaabjerg, Frede; Mantooth, Homer Alan;
IEEE Transactions on Industrial Electronics, vol. 72, no. 2, pp. 1524-1536, 2024
A lightweight artificial neural network start-up controller for CLLC resonant converters
Xiao, Ziheng; Li, Xinze; Tang, Yi;
IEEE Transactions on Power Electronics, vol. 39, no. 11, pp. 14775-14786, 2024
Data-light physics-informed modeling for the modulation optimization of a dual-active-bridge converter
Li, Xinze; Lin, Fanfan; Zhang, Xin; Ma, Hao; Blaabjerg, Frede;
IEEE Transactions on Power Electronics, vol. 39, no. 7, pp. 8770-8785, 2024
PE-GPT: A new paradigm for power electronics design
Lin, Fanfan; Li, Xinze; Lei, Weihao; Rodriguez-Andina, Juan J; Guerrero, Josep M; Wen, Changyun; Zhang, Xin; Ma, Hao;
IEEE Transactions on Industrial Electronics, vol. 72, no. 4, pp. 3778-3791, 2024
STAR: One-Stop Optimization for Dual-Active-Bridge Converter With Robustness to Operational Diversity
Lin, Fanfan; Li, Xinze; Zhang, Xin; Ma, Hao;
IEEE Journal of Emerging and Selected Topics in Power Electronics, vol. 12, no. 3, pp. 2758-2773, 2024
Temporal modeling for power converters with physics-in-architecture recurrent neural network
Li, Xinze; Lin, Fanfan; Wang, Huai; Zhang, Xin; Ma, Hao; Wen, Changyun; Blaabjerg, Frede;
IEEE Transactions on Industrial Electronics, vol. 71, no. 11, pp. 14111-14123, 2024
AI-based design with data trimming for hybrid phase shift modulation for minimum-current-stress dual active bridge converter
Lin, Fanfan; Zhang, Xin; Li, Xinze; Sun, Changjiang; Zsurzsan, Gabriel; Cai, Wenjian; Wang, Chang;
IEEE Journal of Emerging and Selected Topics in Power Electronics, vol. 12, no. 2, pp. 2268-2280, 2023
Artificial-intelligence-based hybrid extended phase shift modulation for the dual active bridge converter with full ZVS range and optimal efficiency
Li, Xinze; Zhang, Xin; Lin, Fanfan; Sun, Changjiang; Mao, Kezhi;
IEEE Journal of Emerging and Selected Topics in Power Electronics, vol. 11, no. 6, pp. 5569-5581, 2023
Data-driven modeling with experimental augmentation for the modulation strategy of the dual-active-bridge converter
Li, Xinze; Pou, Josep; Dong, Jiaxin; Lin, Fanfan; Wen, Changyun; Mukherjee, Suvajit; Zhang, Xin;
IEEE Transactions on Industrial Electronics, vol. 71, no. 3, pp. 2626-2637, 2023
Deep reinforcement learning-enabled distributed uniform control for a dc solid state transformer in dc microgrid
Zeng, Yu; Pou, Josep; Sun, Changjiang; Li, Xinze; Liang, Gaowen; Xia, Yang; Mukherjee, Suvajit; Gupta, Amit Kumar;
IEEE Transactions on Industrial Electronics, vol. 71, no. 6, pp. 5818-5829, 2023
Feature-aware conditional GAN for category text generation
Li, Xinze; Mao, Kezhi; Lin, Fanfan; Feng, Zijian;
Neurocomputing, vol. 547, pp. 126352, Elsevier, 2023
Hybrid duty ratio phase-shift modulation for a Si+ SiC neutral-point-clamped dual-active-bridge converter
Dong, Jiaxin; Pou, Josep; Li, Xinze; Mukherjee, Suvajit; Gupta, Amit K; Zeng, Yu;
IEEE Access, vol. 11, pp. 129866-129881, 2023
Artificial-intelligence-based design for circuit parameters of power converters
Li, Xinze; Zhang, Xin; Lin, Fanfan; Blaabjerg, Frede;
IEEE Transactions on Industrial Electronics, vol. 69, no. 11, pp. 11144-11155, 2021
Artificial-intelligence-based triple phase shift modulation for dual active bridge converter with minimized current stress
Li, Xinze; Zhang, Xin; Lin, Fanfan; Sun, Changjiang; Mao, Kezhi;
IEEE Journal of Emerging and Selected Topics in Power Electronics, vol. 11, no. 4, pp. 4430-4441, 2021
Automatic triple phase-shift modulation for DAB converter with minimized power loss
Lin, Fanfan; Zhang, Xin; Li, Xinze; Sun, Changjiang; Cai, Wenjian; Zhang, Zhe;
IEEE Transactions on Industry Applications, vol. 58, no. 3, pp. 3840-3851, 2021
Design methodology for symmetric CLLC resonant DC transformer considering voltage conversion ratio, system stability and efficiency
Lin, Fanfan; Zhang, Xin; Li, Xinze;
IEEE Transactions on Power Electronics, vol. 36, no. 9, pp. 10157 - 10170, 2021
Design of symmetrical CLLC resonant DC transformer considering voltage transfer ratio and cascaded system stability
Lin, Fanfan; Zhang, Xin; Li, Xinze; Ma, Hao; Cai, Chunwei;
IEEE Transactions on Industrial Electronics, vol. 69, no. 1, pp. 463 - 474, 2021
Particle swarm optimization with state-based adaptive velocity limit strategy
Li, Xinze; Mao, Kezhi; Lin, Fanfan; Zhang, Xin;
Neurocomputing, vol. 447, pp. 64-79, Elsevier, 2021
Multi-objective design of output LC filter for buck converter via the coevolving-AMOSA algorithm
Li, Xinze; Zhang, Xin; Lin, Fanfan;
IEEE Access, vol. 9, pp. 11884-11894, 2020
Parameter design for symmetrical CLLC-type DC transformer considering cascaded system stability and power efficiency
Lin, Fanfan; Zhang, Xin; Li, Xinze; Chaohui, Liu; Ma, Hao;
IEEE Journal of Emerging and Selected Topics in Power Electronics, vol. 9, no. 5, pp. 6219-6231, 2020

Conference Papers (18)

Physics-Informed Autonomous LLM Agents for Explainable Power Electronics Modulation Design
Liu, Junhua; Lin, Fanfan; Li, Xinze; Zhao, Shuai; Lim, Kwan Hui;
Proceedings of the AAAI Conference on Artificial Intelligence, vol. 40, no. 47, pp. 40063-40072, 2026
GNN4W: Graph Neural Network for Dual Active Bridge Converter Waveform Modeling with Operational Generalization
Lei, Weihao; Lin, Fanfan; Li, Xinze; Zhang, Xin;
2025 IEEE Energy Conversion Conference Congress and Exposition (ECCE), pp. 1-4, 2025
Graph Neural Network Based Performance Modeling for the Dual Active Bridge Converter with Operational Generalization
Lei, Weihao; Lin, Fanfan; Li, Xinze; Bao, Xiaokun; Zhang, Xin;
2025 IEEE Applied Power Electronics Conference and Exposition (APEC), pp. 1143-1147, 2025
A Nested Deep Learning Framework for the Steady-State Modeling of Power Converters in Time Domain
Li, Xinze; Lin, Fanfan; Zhang, Xin; Ma, Hao;
2024 IEEE Applied Power Electronics Conference and Exposition (APEC), pp. 2604-2608, 2024
Artificial Intelligence Assisted Adaptive Controller Design with Position Robustness in a GaN-based Wireless Power Transfer System
Li, Xinze; Sun, Zhen; Chen, Kaiwen; Yang, Yun;
2024 IEEE 7th International Electrical and Energy Conference (CIEEC), pp. 3444-3450, 2024
Attention Mechanism Empowered Dual Active Bridge Converter Performance Modeling with Enhanced Interpretability and Lighter Data
Lei, Weihao; Lin, Fanfan; Li, Xinze; Ma, Hao; Li, Rui; Xu, Lin;
2024 IEEE Energy Conversion Congress and Exposition (ECCE), pp. 2946-2949, 2024
Octagonal Prism-Based Wireless Charging Container with Multiple Folded Coils for Even Magnetic Flux Distribution Inside
Wang, Kaiyuan; Shang, Shuye; Wang, Yao; Li, Xinze; Yang, Yun;
2024 IEEE 10th International Power Electronics and Motion Control Conference (IPEMC2024-ECCE Asia), pp. 3031-3035, 2024
Pe-gpt: A physics-informed interactive large language model for power converter modulation design
Lin, Fanfan; Liu, Junhua; Li, Xinze; Zhao, Shuai; Zhao, Bohui; Liao, Xinyuan; Ma, Hao; Zhang, Xin;
2024 IEEE Energy Conversion Congress and Exposition (ECCE), pp. 1744-1747, 2024
Data-Driven Modeling of Zero Voltage Switching of Non-Resonant DAB Converters under TPS Modulation
Li, Xinze; Lin, Fanfan; Pou, Josep; Mukherjee, Suvajit; Dong, Jiaxin;
2023 IEEE Applied Power Electronics Conference and Exposition (APEC), pp. 1379-1383, 2023
Modeling of Dual Active Bridge Converter with Data Pruning for Optimal Current Stress Performance Under EPS Modulation
Lin, Fanfan; Li, Xinze; Zhang, Xin; Liu, Xueqi; Ma, Hao;
2023 IEEE 2nd International Power Electronics and Application Symposium (PEAS), pp. 2555-2558, 2023
Performance Modeling for Power Converters with Light Gradient Boosting Machine
Li, Xinze; Lin, Fanfan; Zhang, Xin; Liu, Xueqi; Ma, Hao;
2023 IEEE 2nd International Power Electronics and Application Symposium (PEAS), pp. 1176-1179, 2023
Design of LC filter for boost converter with the considerations of efficiency and power density
Li, Xinze; Zhang, Xin; Lin, Fanfan;
IECON 2020 The 46th Annual Conference of the IEEE Industrial Electronics Society, pp. 2846-2849, 2020
Multi-objective optimization for smaller, efficient and better performed design of buck-boost converters
Huang, Xianmiao; Zhang, Xin; Li, Xinze;
2020 IEEE 11th International Symposium on Power Electronics for Distributed Generation Systems (PEDG), pp. 266-269, 2020
Pareto-frontier-based multi-objective design of output LC filter for high efficiency, high reliability, and high power-density buck converter
Li, Xinze; Zhang, Xin; Lin, FanFan;
2020 IEEE 9th International Power Electronics and Motion Control Conference (IPEMC2020-ECCE Asia), pp. 1579-1582, 2020
Stability-oriented resonant parameter design for cllc-type resonant dual active bridge converter with swarm intelligence
Lin, Fanfan; Zhang, Xin; Li, Xinze;
2020 IEEE Energy Conversion Congress and Exposition (ECCE), pp. 6175-6178, 2020
Swarm Intelligence Aided Parameter Design for the Symmetrical CLLC-Type DAB Converter with Robust Voltage Conversion Gain
Lin, Fanfan; Zhang, Xin; Li, Xinze;
IECON 2020 The 46th Annual Conference of the IEEE Industrial Electronics Society, pp. 2856-2860, 2020
Two-Objective-Oriented Resonant Parameter Design for Symmetrical CLLC Dual Active Bridge Converter with Swarm Intelligence
Lin, Fanfan; Zhang, Xin; Li, Xinze;
2020 IEEE 9th International Power Electronics and Motion Control Conference (IPEMC2020-ECCE Asia), pp. 1816-1820, 2020
Multi-objective Design of LC Filter for High-efficiency, High-power-density and High-performance Buck Converter
Li, Xinze; Lin, Fanfan; Zhang, Xin; Huang, Meng; Wang, Huai;
2019 IEEE Energy Conversion Congress and Exposition (ECCE), pp. 5132-5136, 2019

Books & Book Chapters (2)

Automated Design of Electrical Converters with Advanced AI Algorithms
Zhang, Xin; Li, Xinze; Ma, Hao; Huang, Jingjing; Zheng, Zeng;
Springer, 2023
The Proposed Automated Optimal Design for Power Switch: A Thermo-mechanical-Coordinated and Multi-objective-Oriented Optimization Methodology
Zhang, Xin; Xinze, Li; Hao, Ma; Jingjing, Huang; Zheng, Zeng;
Automated Design of Electrical Converters with Advanced AI Algorithms, pp. 17-43, Springer, 2023

Other Scholarly Works (5)

Toward Ethical AI in Power Electronics: How Engineering Practice and Roles Must Adapt
Lin, Fanfan; Wilson, Peter; Li, Xinze; Mantooth, Alan;
IEEE Power Electronics Magazine, vol. 13, no. 1, pp. 30-37, 2026
AI Explainability for Power Electronics: From a Lipschitz Continuity Perspective
Li, Xinze; Lin, Fanfan; Mantooth, Homer Alan; Rodríguez-Andina, Juan José;
arXiv preprint arXiv:2501.09948, 2025
Next Generation of AI for Power Electronics: Explainable, Light, and Flexible
Li, Xinze; Lin, Fanfan;
Zenodo, no. https://doi.org/10.5281/zenodo.14036281, 2024
Physics-informed LLM-agent for automated modulation design in power electronics systems
Liu, Junhua; Lin, Fanfan; Li, Xinze; Lim, Kwan Hui; Zhao, Shuai;
arXiv preprint arXiv:2411.14214, 2024
Applications of artificial intelligence in the circuit and modulation design of DC-DC converters
Li, Xinze;
Nanyang Technological University, 2023