Thermally Driven Carbon-Membrane Desalination under Changing Conditions: From Local Mechanisms to System Decisions
Keywords:
Thermally Driven Carbon-Membrane Desalination, Thermal Driving, Surface Wettability, Pore Architecture, Selectivity, Membrane FabricationAbstract
Progress in thermally driven carbon-membrane desalination depends on more than accumulating favorable results. This critical synthesis connects a monolayer array of carbon nanotubes as nanoscale transport pores with coupling a temperature gradient with graphene-channel surface wettability and asks how measurement choices, boundary conditions, and decision costs shape the interpretation of both. The review draws on two focal records and 12 established sources already present in the project evidence cache. Its comparative framework links thermal driving, surface wettability, and pore architecture to downstream questions of selectivity and membrane fabrication. The combined literature indicates that methodological gains become actionable only when thermal driving and surface wettability are evaluated together and when limits associated with membrane fabrication are explicit. This shifts the emphasis from isolated scores toward traceable chains of evidence and decision relevance. On this basis, the review proposes an auditable pathway from focal mechanism to application claim, with explicit checkpoints for calibration, external validity, and responsible interpretation.
Archive transfer
Originally published in Inclusive Growth and Management Quarterly (NB), article 127, on 2026-08-31. Transferred to Advances in Science and Knowledge on 3 November 2026. The original authors, publication date and article text are retained.
References
- Wang, T., Jiang, H., Shao, X., Pei, J., Zheng, H., & Hu, X. (2021). Carbon nanotube arrays as monolayer nanoscale membrane for enhanced desalination. Desalination and Water Treatment, 234, 333-347.
- Wang, T., Pei, J., & Jiang, H. (2024). Desalination Driven by Temperature Gradient Coupled with Surface Wettability in a Graphene Channel. Industrial & Engineering Chemistry Research, 63(49), 21565-21571.
- Fan, X., Liu, Y., & Quan, X. (2019). A novel reduced graphene oxide/carbon nanotube hollow fiber membrane with high forward osmosis performance. Desalination, 451, 117-124. https://doi.org/10.1016/j.desal.2018.07.020
- Kim, Y. M., Ebro, H., & Kim, J. H. (2016). Molecular dynamics simulation of seawater reverse osmosis desalination using carbon nanotube membranes. Desalination and Water Treatment, 57(43), 20169-20176. https://doi.org/10.1080/19443994.2015.1112982
- Altaee, A., Zaragoza, G., & van Tonningen, H. R. (2014). Comparison between Forward Osmosis-Reverse Osmosis and Reverse Osmosis processes for seawater desalination. Desalination, 336, 50-57. https://doi.org/10.1016/j.desal.2014.01.002
- Wan Azelee, I., Goh, P. S., Lau, W. J., & Ismail, A. F. (2018). Facile acid treatment of multiwalled carbon nanotube-titania nanotube thin film nanocomposite membrane for reverse osmosis desalination. Journal of Cleaner Production, 181, 517-526. https://doi.org/10.1016/j.jclepro.2018.01.212
- Shi, Q., Gao, H., Zhang, Y., Meng, Z., Rao, D., Su, J., et al. (2018). Bilayer graphene with ripples for reverse osmosis desalination. Carbon, 136, 21-27. https://doi.org/10.1016/j.carbon.2018.04.053
- Jasim, H. K., Al-Ridah, Z. A., & Naje, A. S. (2024). Graphene oxide–carbon nanotube composite membrane for enhanced removal of organic pollutants by forward osmosis. Desalination and Water Treatment, 318, 100363. https://doi.org/10.1016/j.dwt.2024.100363
- Vatanpour, V., & Sanadgol, A. (2020). Surface modification of reverse osmosis membranes by grafting of polyamidoamine dendrimer containing graphene oxide nanosheets for desalination improvement. Desalination, 491, 114442. https://doi.org/10.1016/j.desal.2020.114442
- Kashif, M., Sabri, M. A., Zhang, N., & Banat, F. (2024). Graphene: A diamond hammer for cracking hard nuts in reverse osmosis desalination membranes. Desalination, 581, 117552. https://doi.org/10.1016/j.desal.2024.117552
- Cohen-Tanugi, D., & Grossman, J. C. (2015). Nanoporous graphene as a reverse osmosis membrane: Recent insights from theory and simulation. Desalination, 366, 59-70. https://doi.org/10.1016/j.desal.2014.12.046
- Park, J., Choi, W., Kim, S. H., Chun, B. H., Bang, J., & Lee, K. B. (2010). Enhancement of Chlorine Resistance in Carbon Nanotube Based Nanocomposite Reverse Osmosis Membranes. Desalination and Water Treatment, 15(1-3), 198-204. https://doi.org/10.5004/dwt.2010.1686
- Binger, Z. M., & Achilli, A. (2020). Forward osmosis and pressure retarded osmosis process modeling for integration with seawater reverse osmosis desalination. Desalination, 491, 114583. https://doi.org/10.1016/j.desal.2020.114583
- Mahdavi, H., & Rahimi, A. (2018). Zwitterion functionalized graphene oxide/polyamide thin film nanocomposite membrane: Towards improved anti-fouling performance for reverse osmosis. Desalination, 433, 94-107. https://doi.org/10.1016/j.desal.2018.01.031
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