Thermal transport mechanisms in ZIFs

Zeolitic imidazolate frameworks (ZIFs), a subclass of metal-organic frameworks (MOFs), exhibit tunable thermal conductivity, which is crucial for applications such as gas adsorption, catalysis, and energy storage. Despite its significance, thermal conductivity in MOFs remains less explored compared to other key performance indicators. In this work, we investigate the thermal transport properties of 196 ZIF structures with diverse net topologies and organic linkers. We develop a thermal circuit model that quantitatively integrates network topology and consolidates various atomic contributions into heat conduction units for thermal analysis. Our results reveal a strong correlation between circuit-estimated and simulated thermal conductivity, demonstrating the model's predictive power. Additionally, we find that functional groups influence thermal transport through a competing interplay between atomic mass and mechanical stability. These findings provide a systematic approach for tailoring MOF thermal properties, offering insights into the rational design of materials with optimized thermal performance.

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Publication Details

Journal
Nature Communications
Published
2025-11-27
DOI
https://doi.org/10.1038/s41467-025-66510-4
Primary Topic
Thermal properties of materials
Type
article
Field-Weighted Citation Impact
0.00

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article

Thermal transport mechanisms in ZIFs

Raffaela Cabriolu, Yutao Li, Senja Barthel, Berend Smit et al.
Nature Communications
Thermal properties of materials
article

Thermal transport mechanisms in ZIFs

Raffaela Cabriolu, Yutao Li, Senja Barthel, Berend Smit, Xiaoqi Zhang
article en

Abstract

Zeolitic imidazolate frameworks (ZIFs), a subclass of metal-organic frameworks (MOFs), exhibit tunable thermal conductivity, which is crucial for applications such as gas adsorption, catalysis, and energy storage. Despite its significance, thermal conductivity in MOFs remains less explored compared to other key performance indicators. In this work, we investigate the thermal transport properties of 196 ZIF structures with diverse net topologies and organic linkers. We develop a thermal circuit model that quantitatively integrates network topology and consolidates various atomic contributions into heat conduction units for thermal analysis. Our results reveal a strong correlation between circuit-estimated and simulated thermal conductivity, demonstrating the model's predictive power. Additionally, we find that functional groups influence thermal transport through a competing interplay between atomic mass and mechanical stability. These findings provide a systematic approach for tailoring MOF thermal properties, offering insights into the rational design of materials with optimized thermal performance.

Nature CommunicationsVol. 16(1)
Norwegian University of Science and Technology (NO), École Polytechnique Fédérale de Lausanne (CH), Vrije Universiteit Amsterdam (NL)
National Science Foundation, Grantham Foundation for the Protection of the Environment, Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung, Partnership for Advanced Computing in Europe AISBL, Centro Svizzero di Calcolo Scientifico, National Supercomputing Centre Singapore
Openalex Percentile: Top 70%
Thermal properties of materials
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Thermal transport mechanisms in ZIFs — Raffaela Cabriolu, Yutao Li, et al. · Nature Communications (2025) | TGRS Research Map | TGRS