🧍♂️ Biography
I received a B.S. degree in Computer Science and Technology from Ocean University of China, Qingdao, China, in 2022. I am currently working toward an M.S. degree in Information and Telecommunication Engineering at the School of Electronics and Information, Northwestern Polytechnical University, Xi’an, China.
I was the recipient of the National Scholarship for Postgraduate at Northwestern Polytechnical University in 2024 and hold 5 Chinese invention patents.
My research interests include
🔥 News
- 2024.10: 🎉🎉 Received the National Scholarship for Postgraduate.
- 2024.01: 🎉🎉 Received the Student Travel Grant from the PCIM Europe 2024 Conference.
- 2023.12: 🎉🎉 A paper is accepted by the PCIM Europe 2024 Conference. (EI, Oral)
- 2023.09: 🎉🎉 A paper is accepted by the Advanced Engineering Informatics. (SCI, Q1, IF=8.8)
📝 Publications
Gated recurrent units-assisted state-space modeling for electric vehicle temperature prediction
Xinyuan Liao, Shaowei Chen, and Shuai Zhao*
Keywords
- Recurrent Neural Networks
- Physics-Informed Machine Learning
- EVs’ Electrical System
PE-GPT: A Physics-Informed Interactive Large Language Model for Power Converter Modulation Design
Fanfan Lin, Junhua Liu, Xinze Li, Shuai Zhao, et al., Xinyuan Liao
Keywords
- Power Converters
- Large Language Model
- Physics-Informed Neural Networks
- Modulation Strategy
Explainable Neural Dynamics Models for Electric Motor Temperature Estimation
Xinyuan Liao, Shaowei Chen, Yunxiang Long, Shuai Zhao*
Keywords
- System Thermal Dynamics
- Control-Oriented Modeling
- Stability Constraints
- State-Space Models
Remaining useful life with self-attention assisted physics-informed neural network
Xinyuan Liao, Shaowei Chen, Pengfei Wen, Shuai Zhao*
Keywords
- Physics-Informed Neural Networks
- Attention Mechanism
- Remaining Useful Life
🎖 Honors and Awards
- 2024.10 The National Scholarship for Postgraduate.
- 2024.10 Northwestern Polytechnical University, First Prize Scholarship.
- 2024.08 IELTS 6.5 (6.0)
- 2024.07 The 19th Graduate Electronic Design Competition, Provincial Second Prize.
- 2024.01 PCIM Europe 2024 Conference, Student Travel Grant.
- 2023.10 Northwestern Polytechnical University, Second Prize Scholarship.
- 2023.09 The 14th Challenge Cup (Growth Challenge), Provincial First Prize.
- 2022.10 Northwestern Polytechnical University, First Prize Scholarship.
- 2021.10 Ocean University of China, First Prize Scholarship.
- 2021.10 Ocean University of China, Model Student of Academic Records.
📖 Educations
- 2022.06 - 2025.04, M.S. Northwestern Polytechnical University, Information and Telecommunication Engineering.
- 2018.09 - 2022.06, B.S. Ocean University of China, Computer Science and Technology.