Robust Machine Learning Modeling for Predictive Control Using Lipschitz-Constrained Neural Networks. - Wallace Tan Gian Yion; Zhe Wu 003 (CoRR, 2023)

Machine learning aided model predictive control with multi-objective optimization and multi-criteria decision making. - Zhiyuan Wang 001; Wallace Tan Gian Yion; Gade Pandu Rangaiah; Zhe Wu 004 (Comput. Chem. Eng., 2023)

Machine Learning Modeling of Nonlinear Processes with Lyapunov Stability Guarantees. - Wallace Tan Gian Yion; Ming Xiao; Guoquan Wu; Zhe Wu 004 (ACC, 2024)

Robust machine learning modeling for predictive control using Lipschitz-Constrained Neural Networks. - Wallace Tan Gian Yion; Zhe Wu 004 (Comput. Chem. Eng., 2024)

Structure-Preserving Uncertainty Quantification and Control of Population Balance Models. - Wallace Tan Gian Yion; Krystian Ganko; Richard D. Braatz (ACC, 2025)