Evidence map›Paper›PMID 41591010›Full record

ArticleNanomaterials (Basel, Switzerland)2026

Pore-Scale Investigations into Gradient Carbon Microstructures for Enhanced Mass Transport in PEM Fuel Cell Catalyst Layers.

Chao Zhang, Lingquan Li, Hao Wang, Guogang Yang, Naibao Huang, Zhonghua Sheng

Abstract read
In one paragraph

Article in Nanomaterials (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Chao ZhangMarine Engineering College, Dalian Maritime University, Dalian 116026, China.
Lingquan LiMarine Engineering College, Dalian Maritime University, Dalian 116026, China.
Hao WangMarine Engineering College, Dalian Maritime University, Dalian 116026, China.
Guogang YangMarine Engineering College, Dalian Maritime University, Dalian 116026, China.ORCID 0000-0002-3591-0034
Naibao HuangMarine Engineering College, Dalian Maritime University, Dalian 116026, China.
Zhonghua ShengCollege of Materials and Metallurgy, University of Science and Technology Liaoning, Anshan 114051, China.

Funding

National Key R&D Program of China 2023YFB4301701National Natural Science Foundation of China 52506218
6 · The paper itself

Abstract

This study investigates the impact of non-uniform carbon sphere diameter distributions on the structural and electrochemical performance of catalyst layers (CLs) in proton exchange membrane fuel cells (PEMFCs), utilizing the lattice Boltzmann method (LBM) for detailed simulations. The impact of carbon sphere diameter range and gradient distribution on oxygen transport, electrochemical reactivity, and catalyst layer morphology was investigated. The results show that gradient designs of carbon sphere diameters effectively modulate pore size distribution, electrochemically active surface area, and oxygen diffusion pathways within the CL. Specifically, placing larger carbon spheres near the gas diffusion layer improves pore connectivity and oxygen transport, while smaller spheres near the membrane enhance the availability of reaction sites. The three-layered gradient design, particularly the L-M-S configuration, demonstrated superior oxygen distribution, reduced concentration gradients, and increased current density by 15.4%. These findings underline the importance of optimizing carbon sphere diameter distributions for enhancing CL performance. This study offers a novel framework for designing catalyst layers with improved mass transport and electrochemical efficiency, providing significant insights for the future development of high-performance PEMFCs.

Indexed as

carbon sphere diameter distributioncatalyst layer microstructurelattice Boltzmann methodoxygen transport and electrochemical performanceproton exchange membrane fuel cells

Identifiers

PMID41591010
PMCPMC12843703

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Registered trials

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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.