MétaCan
Menu
Back to cohort

Experimental evaluation of ammonium formate as a potential hydrogen storage option

2025· article· en· W7081918072 on OpenAlexaff

Bibliographic record

VenueEnergy Conversion and Management · 2025
Typearticle
Languageen
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsOntario Tech University
Fundersnot available
KeywordsElectrochemistryHydrogen storageFormateEnergy storageHydrogenAmmonium formateHydrogen peroxideElectrodeSodium formate

Abstract

fetched live from OpenAlex

• Ammonium formate is introduced as a new hydrogen storage and fuel option. • Performance is tested using stainless steel-stainless steel and aluminum-stainless steel electrodes configurations. • Achieved voltages near ∼ 900 mV and current densities of ∼ 340 mA cm −2 . • Results demonstrate strong potential for portable and decentralized energy systems. • Comparative analysis highlights advantages over conventional hydrogen carriers. Electrochemical energy conversion systems are recognized as sustainable options for clean power generation. In conjunction with this, the current hydrogen storage methods often suffer from limited storage density, stability, or high cost, which motivate the search for alternative fuels with improved performance. This study is designed to investigate ammonium formate as an effective hydrogen storage medium and an efficient electrochemical fuel in electrochemical energy conversion systems. In order to perform the experimental tests, stainless steel-stainless steel and aluminum-stainless steel electrode pairs are selected and examined under varying concentrations of potassium hydroxide, sodium chloride, and hydrogen peroxide at 80 °C, and the system responses are then evaluated through voltage–time monitoring and polarization curve analysis. The aluminum-stainless steel configuration achieves the highest performance under 0.1 M potassium hydroxide and 10 % hydrogen peroxide, reaching the voltages near ∼ 900 mV and current densities of ∼ 340 mA cm −2 ; and the sodium chloride systems produce up to ∼ 820 mV and ∼ 310 mA cm −2 , while higher additive levels result in decreasing the voltages below 500 mV due to losses and side reactions. These findings confirm that moderate additive concentrations and optimized electrode pairing significantly enhance efficiency, positioning ammonium formate as a low-cost, energy-dense fuel suitable for decentralized and portable applications.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.851
Threshold uncertainty score0.260

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.009
GPT teacher head0.233
Teacher spread0.224 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations4
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueEnergy Conversion and ManagementSame topicGeochemistry and Geologic MappingFrench-language works237,207