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Rigorous Deasphalting, Autoxidation, and Bromination Pretreatment Methods for Oilsands Bitumen Derived Asphaltenes to Improve Carbon Fiber Production

2021· article· en· W3207103988 on OpenAlexafffund
Yuna Kim, Desirée Leistenschneider, Arno de Klerk, Weixing Chen

Bibliographic record

VenueEnergy & Fuels · 2021
Typearticle
Languageen
FieldChemistry
TopicPetroleum Processing and Analysis
Canadian institutionsUniversity of Alberta
FundersNatural Sciences and Engineering Research Council of CanadaAlberta Innovates
KeywordsAsphalteneAutoxidationCarbonizationFiberHeptaneMaterials scienceChemistryCarbon fibersPentaneOrganic chemistryChemical engineeringAsphaltComposite materialAdsorption

Abstract

fetched live from OpenAlex

Carbon fiber production from asphaltenes was identified as a potential noncombustion process to add value to the n -pentane insoluble fraction of oilsands bitumen. Methods to pretreat the asphaltenes before melt spinning to improve its properties for carbon fiber production were investigated. Oilsands bitumen derived asphaltenes from an industrial n -pentane solvent deasphalting process served as raw material for this study. The material was characterized before and after pretreatment, and the melt spin properties were evaluated. Selected carbon fiber products were also oxidatively stabilized and carbonized to be characterized as carbonized carbon fibers. It was found that pretreatment by rigorous n -pentane and n -heptane deasphalting, autoxidation (190–250 °C), and bromination with Br 2 (150–170 °C) followed by debromination (200 °C) had a minor impact on the CHNS elemental composition. At the same time, noticeable changes were found in the physical properties of the pretreated products with an increased softening point temperature for melt spinning. In most cases, the melt spin productivity was improved. The exception was the poorer melt spin productivity for n -heptane insoluble material, which was tentatively ascribed to a lack of lighter material to act as plasticizer. Variability in the fiber diameter of carbonized fibers was noticeably reduced by autoxidation as pretreatment even at the mildest conditions studied. Yet, despite the noted effects of pretreatment on physical properties and melt spin behavior, it was found that pretreatment did not cause a meaningful change in the tensile strength or Young’s modulus of the carbonized fiber products compared to carbon fibers produced from the industrial asphaltenes without any pretreatment.

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 score0.002

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 integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.010
GPT teacher head0.288
Teacher spread0.278 · 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

Citations17
Published2021
Admission routes2
Has abstractyes

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