Realistic atomic model for charge storage and charging dynamics of amorphous porous carbons

Amorphous porous carbons have been widely used as electrodes for energy storage. However, due to their structural heterogeneity and complex pore topology, the absence of reliable atomic carbon models hinders understanding energy storage mechanisms through molecular simulations. Here, we develop a modeling approach capturing the rich experimental information of small angle X-ray scattering, gas adsorption, and material density, integrating three-dimensional morphology construction with atomic structure generation. Using the built atomic model, constant-potential molecular simulations are performed to investigate the capacitive behavior of amorphous porous carbons, well-validated by experimental measurements of capacitance and impedance. Voronoi sphere analyses uncover the interplay between pore structure and charge storage: ultramicropores (< 0.7 nm) are found to enhance the capacitance through ion exchange, while large micropores (> 0.7 nm) exhibit lower capacitance with negligible ion number change. The charging dynamics are quantified by the proposed multi-scale impedance model, bridging microscopic simulations and macroscopic experiments. This modeling framework paves the way toward molecular understanding of energy storage in amorphous porous materials.

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Publication Details

Journal
Nature Communications
Published
2026-02-06
DOI
https://doi.org/10.1038/s41467-026-69231-4
Primary Topic
Supercapacitor Materials and Fabrication
Type
article
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article

Realistic atomic model for charge storage and charging dynamics of amorphous porous carbons

Taizheng Wu, Jiaxing Peng, Zhou Liu, Liang Zeng et al.
Nature Communications
Supercapacitor Materials and Fabrication
article

Realistic atomic model for charge storage and charging dynamics of amorphous porous carbons

Taizheng Wu, Jiaxing Peng, Zhou Liu, Liang Zeng, Guang Feng, Shiqi Li
article en

Abstract

Amorphous porous carbons have been widely used as electrodes for energy storage. However, due to their structural heterogeneity and complex pore topology, the absence of reliable atomic carbon models hinders understanding energy storage mechanisms through molecular simulations. Here, we develop a modeling approach capturing the rich experimental information of small angle X-ray scattering, gas adsorption, and material density, integrating three-dimensional morphology construction with atomic structure generation. Using the built atomic model, constant-potential molecular simulations are performed to investigate the capacitive behavior of amorphous porous carbons, well-validated by experimental measurements of capacitance and impedance. Voronoi sphere analyses uncover the interplay between pore structure and charge storage: ultramicropores (< 0.7 nm) are found to enhance the capacitance through ion exchange, while large micropores (> 0.7 nm) exhibit lower capacitance with negligible ion number change. The charging dynamics are quantified by the proposed multi-scale impedance model, bridging microscopic simulations and macroscopic experiments. This modeling framework paves the way toward molecular understanding of energy storage in amorphous porous materials.

Nature CommunicationsVol. 17(1)
Huazhong University of Science and Technology (CN)
Affordable and clean energy
Openalex Percentile: Top 66%
Supercapacitor Materials and Fabrication
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