• Y. Meng, H. Li, M. Ornik, and X. Li, "Koopman-Based Data-Driven Techniques for Adaptive Cruise Control System Identification," submitted to IEEE International Conference on Intelligent Transportation Systems (ITSC), under review.

  • Y. Meng, R. Zhou, M. Ornik, and J. Liu, "Koopman-Based Learning of Infinitesimal Generators without Operator Logarithm," submitted to IEEE Conference on Decision and Control (CDC), under review.

  • R. Zhou, M. Fitzsimmons, Y. Meng, and J. Liu, "Physics-Informed Extreme Learning Machine Lyapunov Functions," submitted to IEEE Control Systems Letters, under review.

  • Y. Meng, T. Shafa, J. Wei, and M. Ornik, "Online Learning and Control Synthesis for Reachable Paths of Unknown Nonlinear Systems," submitted to IEEE Transaction on Automatic Control, under review.

  • J. Liu, Y. Meng, M. Fitzsimmons, and R. Zhou, "Physics-Informed Neural Network Lyapunov Functions: PDE Characterization, Learning, and Verification", submitted to Automatica, under review. 

  • Y. Meng, R. Zhou, and J. Liu, "Learning Regions of Attraction in Unknown Dynamical Systems via Zubov-Koopman Lifting: Regularities and Convergence," submitted to IEEE Transaction on Automatic Control, under review.

  • Y. Meng, N.S. Namachchivaya, and N. Perkowski, "Almost Sure Asymptotic Stability of Parabolic SPDEs with Small Multiplicative Noise: With Application to the Perturbed Moore-Greitzer Model," submitted to Dynamical Systems: An International Journal, under review.

  • C. Wang, Y. Meng (equal contribution), Y. Li, S.L. Smith, and J. Liu, "Learning Control Barrier Functions with High Relative Degree for Safety-Critical Control," submitted to European Journal of Control, under review.

Journal Articles
Machine Learning Conference Articles
  • (ICML'24) Y. Meng, R.Zhou (equal contribution), A.Mukherjee, M.Fitzsimmons, C.Song, and J.Liu, "Physics-Informed Neural Policy Iteration: Algorithms, Convergence, and Verification", International Conference on Machine Learning (ICML), accepted, 2024.

Refereed Conference Articles
Other Research Articles