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Record W2623291342 · doi:10.14447/jnmes.v13i3.164

Estimation of the Hydrogen Flux from a PEM Electrolyzer, based in the Solar Irradiation Measured in Zacatecas Mexico

2010· article· en· W2623291342 on OpenAlexvenueno aff
S.M. Durón-Torres, L.E. Villagrana-Muñoz, V. M. García-Saldivar, Ismailía L. Escalante-García, L.G. Arriaga-Hurtado

Bibliographic record

VenueJournal of New Materials for Electrochemical Systems · 2010
Typearticle
Languageen
FieldEnergy
TopicHybrid Renewable Energy Systems
Canadian institutionsnot available
Fundersnot available
KeywordsIrradiationHydrogenFlux (metallurgy)Hydrogen productionElectrolysisProton exchange membrane fuel cellAnalytical Chemistry (journal)Materials scienceChemistryPhysicsMembraneElectrodeNuclear physicsChromatographyMetallurgyPhysical chemistry

Abstract

fetched live from OpenAlex

In this study, the calculated quantity of hydrogen produced in a typical Polymer Exchange Membrane (PEM) electrolyzer is presented. For the hydrogen flux calculation, solar irradiation data as measured by the “Siglo XXI” Solarimetric Station in Zacatecas,Mexico, was used. Solar data was obtained in the period from November 2007 to April 2008, when the mean irradiation measured was 6.6 kW-h m-2. In order to obtain the estimation of H2, a linear equation of the behavior pattern of a previously characterized Solar-Hydrogen (SH) system was used. The results indicate that the maximum hydrogen production would be obtained in April, with a value of 9 NL min-1 corresponding to a radiation intensity close to 900 W m-2, while a minimum obtained hydrogen value was calculated as 6 NL min-1 with respect to a radiation close to 600 W m-2 for November.

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.003
Threshold uncertainty score0.669

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.011
GPT teacher head0.230
Teacher spread0.219 · 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 designBench or experimental
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

Citations1
Published2010
Admission routes1
Has abstractyes

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