Evidence map›Paper›PMID 41605988›Full record

ArticleScientific reports2026

Solid oxide fuel cell simulation model tuning using operating conditions dependent optimization techniques.

Haya Hesham, Mohamed Abdel Rahman, Ghada Bassioni, Rania A Swief, Mohamed Ezzat, Sherif Helmy, Nourhan M Elbehairy

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In one paragraph

Article in Scientific reports, 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
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0citing papers in PubMed
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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

7 authors.

Haya HeshamElectrical Power and Machines Department, Faculty of Engineering, Ain Shams University, Cairo, Egypt. haya.hesham@eng.asu.edu.eg.
Mohamed Abdel RahmanElectrical Power and Machines Department, Faculty of Engineering, Ain Shams University, Cairo, Egypt.
Ghada BassioniEngineering Physics and Mathematics Department, Faculty of Engineering, Ain Shams University, Cairo, Egypt.
Rania A SwiefElectrical Power and Machines Department, Faculty of Engineering, Ain Shams University, Cairo, Egypt.
Mohamed EzzatElectrical Power and Machines Department, Faculty of Engineering, Ain Shams University, Cairo, Egypt.
Sherif HelmyElectrical Power and Energy Department, Military Technical College, Cairo, Egypt.
Nourhan M ElbehairyEnergy and Renewable Energy Department, Faculty of Engineering and Technology, Egyptian Chinese University, Cairo, Egypt.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This paper discusses the mathematical model and simulation of Solid Oxide Fuel Cell (SOFC), where the conventional and reversible SOFC are studied. Their performance is studied at the steady state to get the V-I polarization curves, as well as in case of changing the electric current drawn from the cell to get the change in voltage over time. Unlike most existing studies, the focus is on the time needed by the cell to reach voltage stability after a change, in preparation for studying the cell integration into an electrical network, and all of these studies are carried out when changing the cell operating conditions such as temperatures and the flow rate of reactive gases. Then optimization techniques are used, such as Walrus Optimization Algorithm (WaOA), Secretary Bird Optimization Algorithm (SBOA), Chaos Game Optimization (CGO) and Teaching-Learning Based Optimization (TLBO) to increase model accuracy and make its results closer to the published laboratory results. The results demonstrate that WaOA achieves the lowest modeling error among the investigated optimization techniques and provides the most accurate model calibration. The proposed WaOA-based tuning reduces the modeling error by more than five orders of magnitude compared to curve-fitting approaches reported in the literature, and is further employed to optimize reactant flow rates, resulting in an output power increase of approximately 6% compared to nominal operating conditions.

Indexed as

ModelOperating conditionsSimulationSOFCV-I polarization curveWaOA

Identifiers

PMID41605988
PMCPMC12855912

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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.