Evidence map›Paper›PMID 42627330›Full record

ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2026

Revealing the Underlying Mechanisms in Performance Enhancement of Shellular Lattice Electrodes During Anion Exchange Membrane Water Electrolysis Process.

Tianxiao Niu, Rui Li, Xiao Chen, Deyong Sun, Tianyu Gao, Junhao Ding, Shuo Qu, Xu Song

Abstract read
In one paragraph

Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 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

8 authors.

Tianxiao NiuDepartment of Mechanical and Automation Engineering, Chinese University of Hong Kong, Shatin, Hong Kong SAR, China.ORCID https://orcid.org/0009-0009-2149-5528
Rui LiDepartment of Mechanical and Automation Engineering, Chinese University of Hong Kong, Shatin, Hong Kong SAR, China.ORCID https://orcid.org/0009-0006-6485-3776
Xiao ChenDepartment of Mechanical and Automation Engineering, Chinese University of Hong Kong, Shatin, Hong Kong SAR, China.
Deyong SunDepartment of Mechanical and Automation Engineering, Chinese University of Hong Kong, Shatin, Hong Kong SAR, China.
Tianyu GaoDepartment of Engineering Mechanics, Zhejiang University, Hangzhou, Zhejiang, China.ORCID https://orcid.org/0000-0002-7896-776X
Junhao DingDepartment of Mechanical and Automation Engineering, Chinese University of Hong Kong, Shatin, Hong Kong SAR, China.ORCID https://orcid.org/0000-0001-8643-7518
Shuo QuDepartment of Mechanical and Automation Engineering, Chinese University of Hong Kong, Shatin, Hong Kong SAR, China.
Xu SongDepartment of Mechanical and Automation Engineering, Chinese University of Hong Kong, Shatin, Hong Kong SAR, China.ORCID https://orcid.org/0000-0001-9811-9883

Funding

Green Tech Fund GTF202220034Hong Kong Special Administrative Region University Grants Committee-General Research Fund CUHK14206925Hong Kong Special Administrative Region University Grants Committee-General Research Fund CUHK14209523
6 · The paper itself

Abstract

Anion exchange membrane water electrolysis (AEMWE) is widely considered as a pragmatic approach for next-generation hydrogen production. The constraints on its efficiency mostly arise from the traditional gas diffusion layer (GDL), which is made of a random open-cell structure that traps bubbles within its porous matrix. Utilizing micro laser powder bed fusion 3D printing technology, we designed and fabricated regular open-cell continuous shellular lattice GDLs that manage the gas-liquid flow. Precision-controlled Gyroid lattice achieves advanced-catalyst-level overpotentials, a more-than-twofold increase in charge-transfer capacity, and electrochemical stability over 640 h. Despite Fischer-Koch S structure offering the highest real surface area factors, the Gyroid structure outperforms other lattices due to enhanced bubble escape phenomenon and convective replenishment of reactants. Multifactor parametric analysis reveals that mass-transfer factors dominate over real-surface-area factors in performance enhancement, as they can minimize bubble retention and expand active site accessibility, thereby suppressing overpotential. The continuous shell geometry also provides uninterrupted electron pathways and hydrophilic surface control, reducing gas entrapment compared to commercial GDLs. These findings suggest that the architected thin-walled nickel shellular lattices are superior diffusion layer structure designs for AEMWE, which highlight the synergy of mass-transfer and surface-exposure as a general strategy for electrolysis cell component design.

Indexed as

anion exchange membrane water electrolysiscomputational fluid dynamics simulationgas diffusion layermicro laser powder bed fusiontriply periodic minimal surface lattice

Identifiers

PMID42627330
PMCPMC13496155

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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.