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Record W4404589015 · doi:10.1016/j.memsci.2024.123532

Interfacial crosslinking to prepare ultra-thin polydimethylsiloxane thin-film composite membranes

2024· article· en· W4404589015 on OpenAlexaff
Niloofar Shirali, Sima Zeinali Danalou, Sara Abu-Obaid, Claudio Adrian Ruiz-Torres, Jay R. Werber

Bibliographic record

VenueJournal of Membrane Science · 2024
Typearticle
Languageen
FieldEngineering
TopicMembrane Separation and Gas Transport
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsPolydimethylsiloxaneMembraneThin-film composite membraneMaterials scienceComposite numberThin filmComposite materialChemical engineeringComposite filmPolymer chemistryNanotechnologyChemistryReverse osmosisEngineering

Abstract

fetched live from OpenAlex

Thin film composite (TFC) membranes have emerged as pivotal components in diverse industrial applications, including carbon capture, water purification, and gas separation. Among membrane materials, polydimethylsiloxane (PDMS) stands out for its high gas permeability, making it ideal as a selective layer for some industrial separations and as a gutter or protective layer for other membranes. This study focuses on the development of ultra-thin PDMS-based TFC membranes in a process mirroring interfacial polymerization, aiming to achieve defect-free films with enhanced gas permeance and selectivity. By varying acid-chloride-functionalized PDMS and polyethylenimine (PEI) concentrations in the organic and aqueous phases, respectively, and optimizing reaction times, membranes were fabricated and characterized for their morphological, chemical, and performance properties. Results demonstrate that the interfacial crosslinking approach can produce defect-free PDMS films as thin as ∼50 nm, significantly thinner than conventional PDMS TFC membranes produced through coating methods. Gas permeation tests revealed high CO 2 permeance and selectivity (e.g., 3290 ± 340 GPU with a CO 2 /N 2 selectivity of 12 ± 3), showcasing potential for efficient gas separation applications. Furthermore, this technique of using polymers with reactive end groups in interfacial crosslinking to yield ultra-thin rubbery selective layers may prove useful for a variety of different polymer chemistries and membrane applications. • Interfacial polymerization was extended to make ultra-thin (∼50 nm) and defect-free PDMS selective layers. • Acid-chloride-terminated PDMS in the organic phase was crosslinked using polyethyleneimine (PEI) in the aqueous phase. • Maximizing PDMS content, while minimizing PEI content, enhanced CO 2 permeance. • Increased reaction time increased thickness, with decreasing CO 2 permeance and constant CO 2 permeability.

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)0.000
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 score0.177
Threshold uncertainty score0.971

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0000.001
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 head0.013
GPT teacher head0.276
Teacher spread0.263 · 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

Citations10
Published2024
Admission routes1
Has abstractyes

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