3 papers
physics.chem-ph2025
Machine Learning-Assisted Surrogate Modeling with Multi-Objective Optimization and Decision-Making of a Steam Methane Reforming Reactor
Seyed Reza Nabavi, Zonglin Guo, Zhiyuan Wang
This study presents an integrated modeling and optimization framework for a steam methane reforming (SMR) reactor, combining a mathematical model, artificial neural network (ANN)-b…
physics.chem-ph2024
Deep Learning Aided Multi-Objective Optimization and Multi-Criteria Decision Making in Thermal Cracking Process for Olefines Production
Seyed Reza Nabavi, Mohammad Javad Jafari, Zhiyuan Wang
Background: Multilayer perceptron (MLP) aided multi-objective particle swarm optimization algorithm (MOPSO) is employed in the present article to optimize the liquefied petroleum g…
physics.chem-ph2024
Multi-Criteria Decision Making in Chemical and Process Engineering: Methods, Progress and Potential
Zhiyuan Wang, Seyed Reza Nabavi, Gade Pandu Rangaiah
Multi-criteria decision making (MCDM) is necessary for choosing one from the available alternatives (or from the obtained Pareto-optimal solutions for multi-objective optimization)…