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Updated: May 15, 2026

Proof-of-Concept for Gas-Entrapping Membranes Derived from Water-Loving SiO2/Si/SiO2 Wafers for Green Desalination
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Systematic Material Optimization for Membrane Distillation Resource Recovery through Materials Informatics, Life

Saketh Merugu1, Keval Bharatbhai Suthar1, Anju Gupta1

  • 1Department of Mechanical, Industrial and Manufacturing Engineering, The University of Toledo, 2801 West Bancroft Street, Toledo, Ohio 43606, United States.

ACS ES&T Engineering
|May 14, 2026
PubMed
Summary
This summary is machine-generated.

Materials informatics and lifecycle assessment guide membrane selection for membrane distillation (MD). Sustainable recycling, not just production energy, determines optimal material choice for circular water economies.

Keywords:
Ansyscircular water economydesalinationresource recoverysustainability

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Area of Science:

  • Materials Science
  • Chemical Engineering
  • Environmental Science

Background:

  • Membrane selection for membrane distillation (MD) often relies on empirical methods.
  • Developing sustainable solutions for the circular water economy requires advanced material selection strategies.

Purpose of the Study:

  • To apply materials informatics and life cycle assessment (LCA) for optimizing membrane materials in MD.
  • To identify context-specific optimal materials for diverse circular water economy applications.

Main Methods:

  • Utilized Ansys Granta materials informatics for database screening of 22 candidate materials (polymers, biopolymers, ceramics).
  • Conducted direct contact MD (DCMD) experiments to validate informatics predictions with commercial membranes (PP, PVDF, PTFE).
  • Performed LCA at a 10,000 m³·day⁻¹ scale to evaluate lifecycle sustainability and environmental performance.

Main Results:

  • LCA revealed that materials with high production energy (PEEK, PES) can be sustainable due to end-of-life recycling, challenging the focus on production carbon footprint.
  • DCMD experiments validated informatics predictions, showing high salt rejection (>99%) and varying fluxes for PP, PVDF, and PTFE.
  • Cross-property analysis identified maximum service temperature and tensile strength as key correlated properties (r=0.67).

Conclusions:

  • Material rankings are context-dependent, with no single universally optimal material for MD.
  • A multicriteria performance index (Π) demonstrated that Titania, SBS, and PVC lead under different weighting priorities (balanced, flux, sustainability).
  • This framework provides a replicable, transparent approach for application-specific material guidance in circular water economy MD deployments.