Research · Method

Methods

Mathematical Modeling

·Numerical analysis (forward/backward problem)
·ODE solving for chemical reaction kinetics
·PDE solving for reactive-convective-diffusive systems

Mathematical Programming

·Dynamic programming (DP)
·Multi-objective optimization
·Two-stage stochastic programming
·Mixed-integer nonlinear programming (MINLP)

Machine Learning

·Explainable ML
·Surrogate-based optimization
·Hybrid modeling (Physics law + data)
·Generative-AI material discovery
·Model-based reinforcement learning
·Anomaly detection with principal component analysis

Process Design & Simulation

·Conceptual design and operations
·Absorption, Adsorption, Distillation, Membrane
·Heat exchanger network design & heat pinch analysis

Analysis

·Techno-economic analysis (TEA)
·Life-cycle analysis (LCA)
·Meteorological analysis
·Process safety (HAZOP)
·Substance flow analysis
·Thermodynamic cycle analysis