Review on molecular modeling-facilitated design of porous membranes

Molecular modeling techniques are regarded as an effective approach to study various advanced membranes at the microscale. These investigations of porous membranes are devoted to better understanding their chemical structures, pore topology and morphology, transport/permeation mechanisms, and the structure-activity relationship. This review provides an overview of current research on the molecular simulations of the structure, gas-/liquid-phase transport, and phase behaviors in porous membranes. In more detail, quantum chemistry is first introduced to probe the structures of porous membranes at the molecular/atomistic level. In this part, the pore topology estimated by using the geometric algorithm is also presented. Transport properties of porous membranes determined using molecular dynamics are then summarized. To study the formation kinetics of membranes and the diffusion kinetics of fluids within membrane’s pores, free energy calculations are discussed. Moreover, the phase behaviors involved in the membrane process by Monte Carlo simulations are presented. Finally, a brief discussion of the multiscale simulations is provided to comprehensively understand the structure-activity relationship. These theoretical works pave constructive ways for the design of functional membranes used for separation and purification, energy harvesting and storage, petrochemical engineering, and so on. • Membrane’ structure determines its properties. • Structures extracted using quantum chemistry provide useful cheminformatics for membrane design. • Confined behaviors determined using classical molecular simulations facilitate membrane design.

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Institutions

Publication Details

Journal
Advanced Membranes
Published
2025-01-01
DOI
https://doi.org/10.1016/j.advmem.2025.100145
Citations
3
Primary Topic
Membrane Separation Technologies
Type
article
Field-Weighted Citation Impact
2.45

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article

Review on molecular modeling-facilitated design of porous membranes

Dongliang Jin, Jing Zhong, Ming Xiong, Weiben Yang
3 citations
Advanced Membranes
Membrane Separation Technologies
2.45
article

Review on molecular modeling-facilitated design of porous membranes

Dongliang Jin, Jing Zhong, Ming Xiong, Weiben Yang
article en
3 citations

Abstract

Molecular modeling techniques are regarded as an effective approach to study various advanced membranes at the microscale. These investigations of porous membranes are devoted to better understanding their chemical structures, pore topology and morphology, transport/permeation mechanisms, and the structure-activity relationship. This review provides an overview of current research on the molecular simulations of the structure, gas-/liquid-phase transport, and phase behaviors in porous membranes. In more detail, quantum chemistry is first introduced to probe the structures of porous membranes at the molecular/atomistic level. In this part, the pore topology estimated by using the geometric algorithm is also presented. Transport properties of porous membranes determined using molecular dynamics are then summarized. To study the formation kinetics of membranes and the diffusion kinetics of fluids within membrane’s pores, free energy calculations are discussed. Moreover, the phase behaviors involved in the membrane process by Monte Carlo simulations are presented. Finally, a brief discussion of the multiscale simulations is provided to comprehensively understand the structure-activity relationship. These theoretical works pave constructive ways for the design of functional membranes used for separation and purification, energy harvesting and storage, petrochemical engineering, and so on. • Membrane’ structure determines its properties. • Structures extracted using quantum chemistry provide useful cheminformatics for membrane design. • Confined behaviors determined using classical molecular simulations facilitate membrane design.

Advanced MembranesVol. 5
Changzhou University (CN)
National Natural Science Foundation of China, Gansu Education Department
Openalex Percentile: Top 12%
Membrane Separation Technologies
2.45
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Review on molecular modeling-facilitated design of porous membranes — Dongliang Jin, Jing Zhong, et al. · Advanced Membranes (2025) | TGRS Research Map | TGRS