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Mathematical Modeling
Mathematical Modeling
Numerical analysis (Forward/backward problem)
ODE solving for the chemical reaction kinetics system
PDE solving for the reactive-convective-diffusive system
Mathematical Programming
Mathematical Programming
Dynamic programming (DP)
Multi-objective optimization (MOO)
Two-stage stochastic programming (TSSP)
Mixed-integer nonlinear programming (MINLP)
Machine Learning
Machine Learning
Explainable ML (XAI)
Surrogate-based optimization
Hybrid modeling (Physics law + data)
Generative-AI driven material discovery
Model-based reinforcement learning (MBRL)
Anomaly detection & Principal component analysis
Process Design & Simulation
Process Design & Simulation
Conceptual process design
Absorption, Adsorption, Distillation, Membrane
Heat exchanger network design & heat pinch analysis
Analysis
Analysis
Techno-economics (TEA)
Life-cycle analysis (LCA)
Meteorological analysis
Process safety (HAZOP)
Substance flow analysis (SFA)
Thermodynamic cycle analysis (TCA)
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