Evidence map›Paper›PMID 41651854›Full record

ArticleNature communications2026

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

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

Abstract read
In one paragraph

Article in Nature communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Jiaxing PengState Key Laboratory of Coal Combustion, School of Energy and Power Engineering, Huazhong University of Science and Technology, Wuhan, China.
Taizheng WuState Key Laboratory of Coal Combustion, School of Energy and Power Engineering, Huazhong University of Science and Technology, Wuhan, China.ORCID http://orcid.org/0000-0002-9962-538X
Liang ZengState Key Laboratory of Coal Combustion, School of Energy and Power Engineering, Huazhong University of Science and Technology, Wuhan, China.ORCID http://orcid.org/0000-0003-0085-9387
Zhou LiuState Key Laboratory of Coal Combustion, School of Energy and Power Engineering, Huazhong University of Science and Technology, Wuhan, China.
Shiqi LiState Key Laboratory of Coal Combustion, School of Energy and Power Engineering, Huazhong University of Science and Technology, Wuhan, China.
Guang FengState Key Laboratory of Coal Combustion, School of Energy and Power Engineering, Huazhong University of Science and Technology, Wuhan, China. gfeng@hust.edu.cn.ORCID http://orcid.org/0000-0001-6659-9181

Funding

National Natural Science Foundation of China (National Science Foundation of China) 92472109National Natural Science Foundation of China (National Science Foundation of China) T2325012
6 · The paper itself

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.

Identifiers

PMID41651854
PMCPMC12988203

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.