a.School of Chemistry and Chemical Engineering, University of Jinan, Jinan 250022, China
b.Shandong Provincial Key Laboratory of Extreme Environment-tolerant Specialty Chemicals School of Chemistry and Chemical Engineering, University of Jinan, Jinan 250022, China
chm_liujt@ujn.edu.cn (J.T.L.)
chm_lics@ujn.edu.cn (C.S.L.)
收稿:2026-04-01,
录用:2026-05-27,
网络首发:2026-09-20,
纸质出版:2026-07
Scan QR Code
Liu, J. T.; Sun, Y. Y.; Dai, X. R.; Zong, Z. H.; Li, S.; Li, Y. C.; Li, C. S. Microscopic insights into the mechanism of microporous polymer membrane preparation by non-solvent induced phase separation: a molecular dynamics simulation study. Chinese J. Polym. Sci. https://doi.org/10.1007/s10118-026-3758-7
Ji-Tao Liu, Yue-Ying Sun, Xin-Ran Dai, et al. Microscopic Insights into the Mechanism of Microporous Polymer Membrane Preparation by Non-solvent Induced Phase Separation: a Molecular Dynamics Simulation Study[J/OL]. Chinese Journal of Polymer Science, 2026, 441-19.
Liu, J. T.; Sun, Y. Y.; Dai, X. R.; Zong, Z. H.; Li, S.; Li, Y. C.; Li, C. S. Microscopic insights into the mechanism of microporous polymer membrane preparation by non-solvent induced phase separation: a molecular dynamics simulation study. Chinese J. Polym. Sci. https://doi.org/10.1007/s10118-026-3758-7 DOI:
Ji-Tao Liu, Yue-Ying Sun, Xin-Ran Dai, et al. Microscopic Insights into the Mechanism of Microporous Polymer Membrane Preparation by Non-solvent Induced Phase Separation: a Molecular Dynamics Simulation Study[J/OL]. Chinese Journal of Polymer Science, 2026, 441-19. DOI: 10.1007/s10118-026-3758-7.
Despite extensive research
understanding the formation process of microporous polymer membranes remains an open question. Despite computational advances
all-atomic mechanistic studies of phase separation remain challenging. This study employed all-atom molecular dynamics (MD) simulations to investigate the non-solvent-induced phase separation (NIPS) process in poly(vinylidene fluoride) membrane formation. The simulated microstructure was consistent with that of the experimental ultrafiltration membranes
both exhibiting cylindrical through-pores with well-defined pore walls and symmetrically connected structures. MD simulations further reveal key parametric effects: increasing the polymer concentration reduces the phase separation rate
with the pore volume decreasing to 50.29% of the initial value at four times the original concentration. Conversely
increasing the system temperature accelerated phase separation
with the pore volume reaching 111.23% of the original value at a 60 K temperature increase. The analysis of the interaction energy
diffusion coefficient
and atomic concentration provided mechanistic insights into these observations. These MD simulations enabled atomic-level visualization of the NIPS process
capturing intermediate states that are difficult to observe in conventional experiments and elucidating the formation mechanism of microporous polymer membranes. This not only provides a theoretical basis for preparing highly permeable
highly selective microporous polymer membranes but also offers technical support for optimizing membrane fabrication processes.
Costa, C. M.; Cardoso, V. F.; Martins, P.; Correia, D. M.; Gonçalves, R.; Costa, P.; Correia, V.; Ribeiro, C.; Fernandes, M. M.; Martins, P. M.; Lanceros-Méndez, S. Smart and multifunctional materials based on electroactive poly(vinylidene fluoride): recent advances and opportunities in sensors, actuators, energy, environmental, and biomedical applications. Chem. Rev. 2023 , 123 , 11392−11487..
Saeed, A. M.; Saied, M. A.; Szymoniak, P.; Altmann, K.; Schönhals, A.; Fahmy, A. High performance novel polyelectrolyte membrane consisting of polyvinyl alcohol-phenylsilanol-polypyrrole. Appl. Surf. Sci. 2026 , 731 , 166495..
Wang, Z.; Liu, J.; Yi, K.; Chen, P.; Zhu, Y.; Tian, D.; Chu, B. Shape memory effect and light-induced deformation in schiff base molecular crystals/PVDF ferroelectric polymer composites. Chem. Eng. J. 2023 , 455 , 140693..
Wang, H.; Zhang, W.; Jia, S.; Wang, C.; Feng, Y. Construction of antifouling and renewable nanofiltration membranes through surface self-assembly for dye/salt separation. Appl. Surf. Sci. 2026 , 723 , 165611..
[Zhang, X.; Zhao, Y.; Wang, M. pH-Responsive zwitterionic membranes: fabrication and mechanism of UiO-66-PYDC/sulfonated polysulfone hybrid ultrafiltration membranes. Appl. Surf. Sci . 2026 , 720 , 165344..
Tang, Y.; Lin, Y.; Ma, W.; Wang, X. A review on microporous polyvinylidene fluoride membranes fabricated via thermally induced phase sep aration for MF/UF application. J. Membr. Sci. 2021 , 639 , 119759..
Yu, H.; Shangguan, S.; Yang, H.; Rong, H.; Qu, F. Chemical cleaning and membrane aging of poly(vinylidene fluoride) (PVDF) membranes fabricated via non-solvent induced phase separation (NIPS) and thermally induced phase separation (TIPS). Sep. Purif. Technol. 2023 , 313 , 123488..
Zarghami, S.; Mohammadi, T.; Sadrzadeh, M.; Van Der Bruggen, B. Superhydrophilic and underwater superoleophobic membranes—a review of synthesis methods. Prog. Polym. Sci. 2019 , 98 , 101166..
Yang, C.; Zhu, G.; Yi, Z.; Zhou, Y.; Gao, C. Critical Contributions of additives on the fabrication of asymmetric isoporous membranes from block copolymers: a review. Chem. Eng. J. 2021 , 424 , 128912..
Mahajan, S.; Li, Y. Toward molecular simulation guided design of next-generation membranes: challenges and opportunities. Langmuir 2025 , 41 , 12388−12402..
Cervellere, M. R.; Qian, X.; Ford, D. M.; Carbrello, C.; Giglia, S.; Millett, P. C . Phase-field modeling of non-solvent induced phase separation (NIPS) for PES/NMP/Water with comparison to experiments. J. Membr. Sci. 2021 , 619 , 118779..
Blagojevic, N.; Müller, M. Simulation of membrane fabrication via solvent evaporation and nonsolvent-induced phase separation. ACS Appl. Mater. Interfaces 2023 , 15 , 57913−57927..
Cervellere, M. R.; Tang, Y.; Qian, X.; Ford, D. M.; Millett, P. C. Mesoscopic simulations of thermally-induced phase separation in PVDF/DPC solutions. J. Membr. Sci. 2019 , 577 , 266−273..
Liu, W.; Bai, H.; Zhang, Q.; Zhang, Z.; Li, W.; Wang, H.; Lu, S.; Xiang, Y. Microscopic insight into phase separation of poly (arylene piperidine)s-based high-temperature proton exchange membrane: a molecular simulation study. J. Membr. Sci. 2024 , 698 , 122616..
Theodorakopoulos, G. V.; Karousos, D. S.; Favvas, E. P.; Gotzias, A. D. Formation of polyimide membranes via non-solvent induced phase separation: insight from molecular dynamics simulations. ChemPlusChem 2024 , 89 , e202300766..
Plimpton, S. Fast parallel algorithms for short- range molecular dynamics. J. Comput. Phys. 1995 , 117 , 1−19..
Sun, H. Ab Initio calculations and force field development for computer simulation of polysilanes. Macromolecules 1995 , 28 , 701−712..
Sun, H. Force field for computation of conformational energies, structures, and vibrational frequencies of aromatic polyesters. J. Comput. Chem. 1994 , 15 , 752−768..
Sun, H.; Mumby, S. J.; Maple, J. R.; Hagler, A. T. An ab initio CFF93 all-atom force field for polycarbonates. J. Am. Chem. Soc. 1994 , 116 , 2978−2987..
Yang, J.; Yao, X.; Meng, Z. Investigation of molecular mechanisms of polyvinylidene fluoride under the effects of temperature, electric poling, and mechanical stretching using molecular dynamics simulations. Polymer 2022 , 245 , 124691..
[Sun, Y. Y.; Dai, X. R.; Xie, Z. B.; Li, S.; Tang, X. L.; Liu, J. T. Effect of shear deformation and temperature history on crystal transformation of polyvinylidene fluoride/silica composites: a molecular dynamics study. Polym. Compos . 2025 , pc.70197..
Sun, Y.-Y.; Tang, X.-L.; Dai, X.-R.; Zheng, L.; Liu, J.-T. Molecular dynamics study on the shear deformation process and crystal transformation of polyvinylidene fluoride. Mater. Today Commun. 2024 , 41 , 111017..
Li, Y.; Li, G.; Lyu, W. Microstructure and mechanical property analysis of HTPB adhesive under thermal aging based on molecular dynamic simulations. Mater. Today Commun. 2024 , 38 , 107919..
Smith, P. E.; Gunsteren, F. The viscosity of spc and spc/e water at 277 and 300 K. Chem. Phys. Lett. 1993 , 215 , 315−318..
Guevara-Carrion, G.; Vrabec, J.; Hasse, H. Prediction of self-diffusion coefficient and shear viscosity of water and its binary mixtures with methanol and ethanol by molecular simulation. J. Chem. Phys. 2011 , 134 , 074508..
Sun, H. COMPASS: An ab initio force-field optimized for condensed-phase app lications overview with details on alkane and benzene compounds. J. Phys. Chem. B 1998 , 102 , 7338−7364..
Rezaei, R.; Shariati, M.; Tavakoli-Anbaran, H.; Deng, C. Mechanical characteristics of cnt-reinforced metallic glass nanocomposites by molecular dynamics simulations. Comput. Mater. Sci. 2016 , 119 , 19−26..
Ain, Q. U.; Wani, M. F.; Sehgal, R.; Singh, M. K. Mechanical and viscoelastic characterization of Al 2 O 3 based polymer nanocomposites: an experimental and molecular dynamics simulation approach. Comput. Mater. Sci. 2024 , 239 , 112955..
Stukowski, A. Visualization and analysis of atomistic simulation data with OVITO–the open visualization tool. Model. Simul. Mater. Sci. Eng. 2010 , 18 , 015012..
Li, C.; Strachan, A. Cohesive energy density and solubility parameter evolution during the curing of thermoset. Polymer 2018 , 135 , 162−170..
He, L.; Zhang, W.; Shi, P.; Liu, S.; Li, G.; Alexiadis, A.; Tao, M.; Van Den Bergh, W.; Del Barco Carrión, A. J.; Zh ukouski, Y.; Mladenovic, G.; Rzek, L.; Valentin, J.; Kowalski, K. J.; Mohd Hasan, M. R. Phase separation behavior of eco-friendly warm mixed sbs modified asphalt: a molecular dynamics and phase field approach. J. Clean. Prod. 2025 , 501 , 145258..
Qian, D.; Michaels, T. C. T.; Knowles, T. P. J. Analytical solution to the flory–huggins model. J. Phys. Chem. Lett. 2022 , 13 , 7853−7860..
Antoine, S.; Geng, Z.; Zofchak, E. S.; Chwatko, M.; Fredrickson, G. H.; Ganesan, V.; Hawker, C. J.; Lynd, N. A.; Segalman, R. A. Flory-Huggins s interaction parameters in polyether-based polymers. Macromolecules 2021 , 54 , 6670−6677..
Liu, Y.; Zhang, J.; Li, J.; Zhao, Y.; Zhang, M. Impact of SiO 2 doping on the structure and oil–water separation properties of a pvdf membrane: insights from molecular dynamics simulation. RSC Adv. 2024 , 14 , 23910−23920..
Zhang, H.; Liu, W.; Xu, H.; Zhuo, Q.; Sun, X. Adsorption behavior of methyl laurate and dodecane on the sub-bituminous coal surface: molecular dynamics simulation and experimental study. Minerals 2019 , 9 , 30..
Huang, B.; Zhao, R.; Xu, H.; Deng, J.; Li, W.; Wang, J.; Yang, H.; Zhang, L. Adsorption of methylene blue on bituminous coal: adsorption mechanism and molecular simulation. ACS Omega 2019 , 4 , 14032−14039..
Xing, W.; Yan, Y.; Xu, L. Boosting the precise separation of specific molecules using molecularly imprinted membranes through the synergism of hierarchically structured porous and thin selective layers. J. Membr. Sci. 2025 , 731 , 124236..
He, X.; Dugas, M. P.; Hodul, J. N.; Boudouris, B. W.; Phillip, W. A. Porous block polymer composite membranes for uranium uptake. Appl. Surf. Sci. 2024 , 643 , 158650..
An, Y.; Li, F.; Wang, H.; Zhang, X.; Di, Y.; Wang, L.; Yan, Z.; Wang, W.; Lu, J.; Liu, M.; Fei, P. Preparation and properties of cellulose triacetate (CTA)-PVDF composite membrane with hydrophobic/hydrophilic properties for membrane distillation. Appl. Surf. Sci. 2025 , 684 , 161891..
Maghami, M.; Abdelrasoul, A. Pair interaction energy decomposition analysis (pieda) and experimental approaches for investigating water interactions with hydrophilic and hydrophobic membranes. J. Mol. Graph. Model. 2020 , 96 , 107540..
Biswas, B.; Singh, P. C. The role of fluorocarbon group in the hydrogen bond network, photophysical and solvation dynamics of fluorinated molecules. J. Fluor. Chem. 2020 , 235 , 109414..
Kitabata, M.; Taddese, T.; Okazaki, S. Molecular dynamics study on wettability of poly(vinylidene fluoride) crystalline and amorphous surfaces. Langmuir 2018 , 34 , 12214−12223..
Zhang, H.; Deng, S.; Zhang, J.; Wang, D.; Fan, H.; Xu, Y.; Zhao, F.; Chen, Q.; Wang, J. Design, characterization, and structure-function relationships of modified polyvinylidene fluoride membranes for water treatment. J. Membr. Sci. 2025 , 728 , 124120..
Leichtweis, J.; Vieira, Y.; Carissimi, E.; Ulbricht, M.; Fischer, L. Photocatalytic and persulfate-facilitated tetracycline degradation using nife2o4/carbon/polymer membranes: activity and stability during flow-through. Appl. Surf. Sci. 2024 , 669 , 160603..
Kulak, H.; Swings, W.; Cools, M.; Hannes, L.; Vankelecom, I. F. J. Developing silver-decorated polyi mide asymmetric membranes using green solvents for olefin/paraffin gas separations. J. Membr. Sci. 2025 , 734 , 124404..
Liu, S.; Ge, M.; Meng, L.; Liu, X.; Fang, T. Mechanism analysis of CO 2 separation from pvdf-supported deep eutectic solvent:a molecular dynamics simulation study. J. Mol. Liq. 2024 , 403 , 124806..
Costa, C. M.; Kundu, M.; Cardoso, V. F.; Machado, A. V.; Silva, M. M.; Lanceros-Méndez, S. Silica/poly(vinylidene fluoride) porous composite membranes for lithium-ion battery separators. J. Membr. Sci. 2018 , 564 , 842−851..
Hampu, N.; Werber, J. R.; Chan, W. Y.; Feinberg, E. C.; Hillmyer, M. A. Next-generation ultrafiltration membranes enabled by block polymers. ACS Nano 2020 , 14 , 16446−16471..
Prihartini Aryanti, P. T.; Nugroho, F. A.; Lugito, G.; Khoiruddin, K. Tight ultrafiltration membranes: advancing separation technologies for water and wastewater treatment. Sep. Purif. Technol. 2025 , 367 , 132892..
Peng, F.; Cao, R.; Sun, H.; Liu, Z.; Zhang, Y.; Xu, T.; Li, L. Role of entanglement in polymer crystal growth and melting: molecular dynamics simulations. Macromolecules 2024 , 57 , 10487−10498..
Zou, L.; Zhang, W. Molecular dynamics simulations of the effects of entanglement on polymer crystal nucleation. Macromolecules 2022 , 55 , 4899−4906..
Wu, L. F.; Mao, L. F.; Wang, Z. Effective entanglement and constraint release in deformed polymer melts. Macromolecules 2024 , 57 , 3202−3211..
Korolkovas, A.; Gutfreund, P.; Wolff, M. Dynamical structure of entangled polymers simulated under shear flow. J. Chem. Phys. 2018 , 149 , 074901..
Cheng, P.; Liu, M.; Tian, G.; Tang, Q.; Xiang, J.; Zhang, L.; Tang, N. Study on vacuum membrane distillation performance of pp/poe blending membranes prepared via thermally induced phase separation using bidiluent. Sep. Purif. Technol. 2021 , 274 , 118475..
Volkov, V. V.; Fadeev, A. G.; Plate, N. A.; Amaya, N.; Murata, Y.; Takanara, A.; Kajiyama, T. Effect of thermal molecular motion on pervaporation behavior of comb-shaped polymers with fluorocarbon side groups. Polym. Bull. 1994 , 32 , 193−200..
Ito, K. Studies on straining of high polymer solids. J. Polym. Sci. 1958 , 27 , 419−431..
Dueramae, I.; Ishiyama, T.; Torigaki, A.; Nakano, S.; Sasaki, K.; Kita, R.; Shinyashiki, N.; Yagihara, S.; Katsumoto, Y.; Yoneyama, M. Separation of micro-brownian motion and side-group rotational motion for poly( n -isopropylacrylamide) in 1,4-dioxane studied by dielectric relaxation spectroscopy. Macromolecules 2023 , 56 , 4041−4048..
0
浏览量
0
Downloads
0
CSCD
关联资源
相关文章
相关作者
相关机构
京公网安备11010802046900号