Evidence map›Paper›PMID 42098203›Full record

ArticleScientific reports2026

Mitigating polarization in flat-sheet membrane distillation through CFD-driven spacer design.

Sara Karimi, Matteo Morciano, Carlos Plana Turmo, Matteo Maria Piredda, Pietro Asinari, Oliver Gloth, Matteo Fasano

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Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

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0 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Sara KarimiDepartment of Energy, Politecnico di Torino, Corso Duca degli Abruzzi 24, 10129, Torino, Italy.
Matteo MorcianoDepartment of Energy, Politecnico di Torino, Corso Duca degli Abruzzi 24, 10129, Torino, Italy. matteo.morciano@polito.it.
Carlos Plana TurmoIstituto Nazionale di Ricerca Metrologica, Strada delle Cacce 91, 10135, Torino, Italy.
Matteo Maria PireddaDepartment of Energy, Politecnico di Torino, Corso Duca degli Abruzzi 24, 10129, Torino, Italy.
Pietro AsinariDepartment of Energy, Politecnico di Torino, Corso Duca degli Abruzzi 24, 10129, Torino, Italy.
Oliver GlothIstituto Nazionale di Ricerca Metrologica, Strada delle Cacce 91, 10135, Torino, Italy.
Matteo FasanoDepartment of Energy, Politecnico di Torino, Corso Duca degli Abruzzi 24, 10129, Torino, Italy. matteo.fasano@polito.it.

Funding

HORIZON EUROPE Framework Programme 101091915Ministero dell'Università e della Ricerca DM 352/2022
6 · The paper itself

Abstract

Membrane distillation (MD) is a thermally driven separation process that has attracted attention for its ability to couple with low-grade or renewable heat sources, making it well suited for sustainable water desalination amid rising freshwater demand and climate change pressures. A key open issue remains the optimization of fluid-dynamics within flat-sheet MD modules to minimize flow maldistribution and maximize both heat and mass transfer, and thus module performance. In this work, we numerically investigate and optimize spacer geometries - components that play a critical role in governing these transport processes. Here, using a validated computational fluid dynamics (CFD) approach, we simulate the hydrodynamics and thermal behavior of the direct contact membrane distillation (DCMD) process. Our model is first validated against published experimental data, ensuring that predicted temperature and velocity fields match observed performance metrics. We then conduct an extensive parametric study across a range of novel spacer designs - varying filament shape, orientation, and spacing - to assess their influence on flow uniformity, temperature and concentration polarization, and overall thermal efficiency. Compared to the best performing spacer configuration reported in the literature, our twisted and elliptical spacer geometries achieve up to a 5.4% reduction in temperature polarization coefficient, indicating a measurable enhancement in heat and mass transfer efficiency. These findings provide a clear roadmap for future experimental implementation of innovative spacers in MD modules, with the goal of significantly improving desalination performance and reducing energy consumption.

Identifiers

PMID42098203
PMCPMC13342656

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.