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Record W3127194726 · doi:10.1002/cjce.24062

Methods of coating ceramic supports with carbon and Ni‐based catalytically active formulations

2021· article· en· W3127194726 on OpenAlexafffundvenue
Inès Esma Achouri, Jamal Chaouki, Nicolas Abatzoglou

Bibliographic record

VenueThe Canadian Journal of Chemical Engineering · 2021
Typearticle
Languageen
FieldMaterials Science
TopicCatalytic Processes in Materials Science
Canadian institutionsPolytechnique MontréalUniversité de Sherbrooke
FundersUniversité de Sherbrooke
KeywordsCarbon fibersCatalysisChemical engineeringMaterials scienceCoatingHydrothermal circulationScanning electron microscopeDeposition (geology)Activated carbonSyngasCeramicNickelNanotechnologyChemistryOrganic chemistryComposite materialComposite numberMetallurgyAdsorption

Abstract

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Abstract Nickel‐based catalysts have been widely investigated as they exhibit high activity for reforming reactions, particularly in order to produce syngas. Microwave‐assisted heating is gaining interest as an energy‐efficient heating solution for heterogenous catalytic reactions, and for its exciting prospects related to selective catalyst heating. The objective of this study is to partially or completely coat a fluidizable support with a carbon layer to enhance the support surface reactivity to microwaves, then deposit Ni/Al active species on the carbon‐coated silica surface. This configuration would provide a fine distribution of the catalyst on the surface and an enhanced heating performance with microwaves due to the presence of carbon. The following three synthesis methods have been studied: (a) plasma deposition, (b) hydrothermal synthesis, and (c) coating with organic compounds. The resultant materials have been characterized using scanning electron microscopy with energy dispersive x‐ray spectroscopy (SEM‐EDXS); specific surface area was determined using the multipoint Brunauer, Emmett, and Teller (BET) method and elemental analysis for carbon quantification. The results show that the type of carbon deposited on the surface depends on the preparation method and that the latter is a factor influencing the active particle's deposition. Coating with organic compounds has proven to be the method that provides the best deposition of the active phase, while the hydrothermal technique shows the best carbon surface adherence.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.001
Threshold uncertainty score0.004

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.000
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)0.0010.001

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 head0.010
GPT teacher head0.250
Teacher spread0.240 · 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 source (direct Gemma or distilled Codex), 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

Citations2
Published2021
Admission routes3
Has abstractyes

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