most citedMulti-Criteria Decision Making in Chemical and Process Engineering: Methods, Progress and Potential

40 citations · 94 across the 5 of their papers we have counts for

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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★ 28 cited

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★ 40 cited

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)…

physics.chem-ph2024★ 13 cited

Multi-Objective Optimization and Multi-Criteria Decision-Making Approach to Design Multi-Tubular Packed-Bed Membrane Reactor in Oxidative Dehydrogenation of Ethane

Seyed Reza Nabavi, Zhiyuan Wang, María Laura Rodríguez

Ethylene is a crucial chemical in manufacturing numerous consumer products. In recent years, the oxidative dehydrogenation of ethane (ODHE) technique has garnered significant inter…

physics.chem-ph2024★ 11 cited

Selected multi-criteria decision-making methods and their applications to product and system design

Zhiyuan Wang, Seyed Reza Nabavi, Gade Pandu Rangaiah

Optimization has found numerous applications in engineering, particularly since 1960s. Many optimization applications in engineering have more than one objective (or performance cr…

physics.chem-ph2024★ 2 cited

Sensitivity Assessment of Multi-Criteria Decision-Making Methods in Chemical Engineering Optimization Applications

Seyed Reza Nabavi, Zhiyuan Wang, Gade Pandu Rangaiah

This chapter assesses the sensitivity of multi-criteria decision-making (MCDM) methods to modifications within the decision or objective matrix (DOM) in the context of chemical eng…