MétaCan
Menu
← Back to cohort
Record W2767530587

Development of High-performance Carbon and Phosphorus Anode Materials for Sodium-ion Batteries

2017· article· en· W2767530587 on OpenAlexfundno aff
Wei Xiao

Bibliographic record

VenueScholarship@Western (Western University) · 2017
Typearticle
Languageen
FieldEngineering
TopicAdvancements in Battery Materials
Canadian institutionsnot available
FundersBasic Energy SciencesNatural Sciences and Engineering Research Council of CanadaOffice of ScienceCanadian Light SourceU.S. Department of Energy
KeywordsAnodePhosphorusSodiumCarbon fibersMaterials scienceIonNanoarchitectures for lithium-ion batteriesMetallurgyEnvironmental scienceWaste managementChemistryInorganic chemistryEngineeringComposite materialElectrode
DOInot available

Abstract

fetched live from OpenAlex

Abstract\nLithium-ion batteries, as dominant power sources for prevailing consumer electronics and electric vehicles, have been plagued by limited lithium resources with the soaring prices. Sodium-ion batteries, benefitted from ubiquitous and inexpensive sodium resources without toxicity and pollution, have emerged as promising alternatives for large-scale applications. Considering their kinetic challenges and disadvantageous energy densities, it is urgently necessary to pursue high-performance electrode materials to remedy these intrinsic defects. For anode materials, the primary choices of sodium metal and graphite are correspondingly denied for safety issues and intercalation incapability. Therefore, the objective for this doctoral work is to develop high-performance anode materials with large reversible capacities, long cycle life, high rate capabilities, and environmental friendliness. Carbon anode materials with the high electrochemical durability and physical/chemical stability have been chosen as objects in the first part. Additionally, phosphorus anode materials with a highest theoretical specific capacity and a desirable operating voltage range have been selected as objects in the second part.\nFirstly, carbon-based materials with optimized porosities and functionalities have been introduced into an ether-based electrolyte. A novel synergistic mechanism, incorporating the sodium ion insertion into disordered structure with the solvated sodium ions co-intercalation into graphitic structure, has been utilized to boost the sodium storage capabilities of porous carbon blacks. Simultaneously, the controlled emergence of a robust SEI thin film in ether-based electrolyte could maintain the fragile porous structure and further facilitate the sodium ions/solvated sodium ion compounds migrations. Furthermore, the desirable microporosity and the oxygenated functionalities could provide more active sites for sodium storage.\nSecondly, the effects of storage conditions and binders on electrochemical performances of P/C electrodes have been investigated. Initially, the formation and accumulation of phosphate compounds was identified for P/C electrodes. Even though the cycle stability of an aged electrode would be improved by an oxidation layer toward the smaller volume changes, the formation of these insulating compounds would sacrifice the reversible capacity and rate capability. Surprisingly, the utilization of different binders would determine the oxidation degrees of P/C electrodes. Their electrochemical properties have positive relationship with oxidation of active phosphorus for electrodes using different binders.

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)0.0000.000
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)0.0010.001

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 head0.054
GPT teacher head0.278
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 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

Citations0
Published2017
Admission routes1
Has abstractyes

Explore more

Same venueScholarship@Western (Western University)→Same topicAdvancements in Battery Materials→French-language works237,207→