Evidence map›Paper›PMID 41651819›Full record

ArticleNature communications2026

Scalable modular design of solid oxide fuel cell systems for enhanced large-scale power generation.

Xinyi Wei, Arthur Waeber, Shivom Sharma, Hangyu Yu, Jan Van Herle, François Maréchal

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.

Xinyi WeiIndustrial Process and Energy Systems Engineering-École Polytechnique Fédérale de Lausanne (EPFL), Sion, Valais, Switzerland. xinyi.wei@epfl.ch.ORCID http://orcid.org/0000-0003-1132-5612
Arthur WaeberIndustrial Process and Energy Systems Engineering-École Polytechnique Fédérale de Lausanne (EPFL), Sion, Valais, Switzerland.
Shivom SharmaIndustrial Process and Energy Systems Engineering-École Polytechnique Fédérale de Lausanne (EPFL), Sion, Valais, Switzerland.
Hangyu YuGroup of Energy Materials-École Polytechnique Fédérale de Lausanne (EPFL), Sion, Valais, Switzerland.ORCID http://orcid.org/0000-0003-0856-0320
Jan Van HerleGroup of Energy Materials-École Polytechnique Fédérale de Lausanne (EPFL), Sion, Valais, Switzerland.
François MaréchalIndustrial Process and Energy Systems Engineering-École Polytechnique Fédérale de Lausanne (EPFL), Sion, Valais, Switzerland.ORCID http://orcid.org/0000-0003-1752-5690

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The increasing demand for renewable energy integration and scalable power generation highlights the need for efficient and cost-effective solid oxide fuel cell systems. In this study, we present a modular hybrid design framework that enables flexible solid oxide fuel cell scale-up by interconnecting standardized component modules. We introduce a series-parallel configuration that strategically leverages anode and cathode off-gas recirculation to enhance both electrical and thermal efficiency. Through a detailed case study, we demonstrate that the hybrid design achieves 66.3% electrical efficiency while reducing external water use by 59.9% and fresh air demand by 22%, outperforming conventional system designs. We further conducted a techno-economic analysis across four scale-up strategies and found that the hybrid design delivers the lowest levelized cost of electricity at 0.155 $/kWh. Through this work, we have highlighted the critical trade-offs between centralization and decentralization, high- and low-technology readiness level technologies, and economies of scale versus manufacturing capacity. We believe our findings underscore the potential of modular and standardized systems to provide scalable, efficient, and economically viable solutions for future low-carbon energy infrastructures.

Identifiers

PMID41651819
PMCPMC12988180

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.