Evidence map›Paper›PMID 41972645›Full record

ArticleNanomaterials (Basel, Switzerland)2026

Improvement of Catalyst Layers in Direct Methanol Fuel Cells Using Dual-Electrode Carbon Nanotube Carrier Structure.

Bo Yang, Xuejiao Li, Dacheng Zhang, Zhengang Zhao

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

4 authors.

Bo YangFaculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming 650500, China.ORCID 0009-0006-4601-7897
Xuejiao LiFaculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming 650500, China.
Dacheng ZhangFaculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming 650500, China.ORCID 0000-0002-3614-6605
Zhengang ZhaoFaculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming 650500, China.ORCID 0000-0001-8789-3435

Funding

National Natural Science Foundation of China 62563017Yunnan Fundamental Research Projects 202401AT070391
6 · The paper itself

Abstract

The sole use of carbon nanotubes (CNTs) as single-electrode carriers in direct methanol fuel cells (DMFCs) creates structural disparities that increase resistance, impair catalyst utilization, and limit discharge duration. This study presents a novel dual-electrode CNT-based carrier structure designed to enhance mass transport and electron conduction, thereby improving DMFC power output and durability. The CNTs were grown in situ via nitrogen sintering onto the microporous layer, with parameters optimized to enhance surface morphology and conductivity. The impact of this dual-electrode CNT carrier was evaluated through microstructural characterization, cyclic voltammetry, electrochemical performance testing, and service life assessment. Results demonstrate that the structure improves catalyst dispersion, electrochemical active surface area (ECSA), and charge transfer efficiency, while reducing ohmic resistance and charge transfer impedance. Compared to traditional carbon black (CB) carriers, peak power increased by 51.06%. Under China Light Vehicle Test Cycle (CLTC) conditions, discharge duration increased by a factor of 1.7, indicating higher energy efficiency. These improvements are attributed to the dual-electrode architecture's synergistic enhancement of proton transport, balanced electrochemical kinetics, and reduced interfacial resistance.

Indexed as

carbon nanotubesdirect methanol fuel celldual-electrode catalyst supportinterfacial resistance reductionmass transport enhancement

Identifiers

PMID41972645
PMCPMC13074374

What OpenQuestion holds

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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.