Hi! I am Zheng-Meng Zhai (翟正蒙), a fourth-year Ph.D. student in Prof. Ying-Cheng Lai’s chaos research group at Arizona State University. I received my Bachelor’s degree in Electronic Information Science and Technology from Southwest Jiaotong University, and my Master’s degree in Theoretical Physics from East China Normal University, where I was advised by Prof. Ming Tang. My background is in physics and electrical engineering, with research focus on combining machine learning and neural networks with nonlinear dynamics and chaos. Specifically, my current research projects include:

• System dynamics recovery using hybrid transformer and reservoir computing methods
• Inverse modeling by machine learning
• Model-free nonlinear tracking control
• Machine learning mechanisms and physics-inspired machine learning
• Chaotic systems forecasting with machine learning

I will be graduating in the end of 2025 and am actively seeking a postdoctoral position. I would greatly appreciate any advice, opportunities, or connections!

Recent News

• Mar. 16, 2025. Upcoming travel. APS March Meeting. Anaheim, CA.
• Feb. 4, 2025. Paper entitled “Detecting Attacks and Estimating States of Power Grids from Partial Observations with Machine Learning” published in PRX Energy.
• Nov. 7, 2024. Travel. MURI project kickoff meeting. Yale University, New Haven.
• Jul. 30, 2024. Paper entitled “Machine-learning nowcasting of the Atlantic Meridional Overturning Circulation” published in APL Machine Learning.
• Feb. 23, 2024. Paper entitled “Machine-learning parameter tracking with partial state observation” published in Physical Review Research.
• Sept. 14, 2023. Paper entitled “Model-free tracking control of complex dynamical trajectories with machine learning” published in Nature Communications. \(\rm {\color{tomato} {Highlighted \ as \ a \ Featured \ Article}}\) in Applied Physics and Mathematics.

Services

• Journal Reviewer: Nature Communications, Physical Review X, PRX Energy, Physical Review Applied, Physical Review E, Neural Networks, IEEE Transactions on Neural Networks and Learning Systems, IEEE Transactions on Artificial Intelligence, Neurocomputing, etc.

Contact Information

Zheng-Meng Zhai

School of Electrical, Computer and Energy Engineering

Arizona State University

Tempe, Arizona 85281

Email: zhaizhengmeng@gmail.com, zzhai6@asu.edu