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Record W4372346142 · doi:10.1002/adma.202301096

Imitating Architectural Mortise‐Tenon Structure for Stable Ni‐Rich Layered Cathodes

2023· article· en· W4372346142 on OpenAlexfundno aff
Xinghua Tan, Zhefeng Chen, Tongchao Liu, Yongxin Zhang, Shunning Li, Weiguo Chu, Kang Liu, Peihua Yang, Feng Pan

Bibliographic record

VenueAdvanced Materials · 2023
Typearticle
Languageen
FieldEngineering
TopicAdvancements in Battery Materials
Canadian institutionsnot available
FundersVehicle Technologies OfficeSoft Science Research Project of Guangdong ProvinceOffice of ScienceChina Postdoctoral Science FoundationWuhan UniversityUniversity of ChicagoNational Natural Science Foundation of ChinaChinese Academy of SciencesArgonne National LaboratoryU.S. Department of EnergyOffice of Energy Efficiency and Renewable EnergyCanada Excellence Research Chairs, Government of Canada
KeywordsMaterials scienceMortise and tenonSpinelFaraday efficiencyCathodeDurabilityElectrolyteComposite materialIonMetallurgyStructural engineeringElectrical engineeringElectrodeChemistry

Abstract

fetched live from OpenAlex

Abstract Ni‐rich layered oxides are the most promising cathodes for Li‐ion batteries, but chemo‐mechanical failures during cycling and large first‐cycle capacity loss hinder their applications in high‐energy batteries. Herein, by introducing spinel‐like mortise‐tenon structures into the layered phase of LiNi 0.8 Co 0.1 Mn 0.1 O 2 (NCM811), the adverse volume variations in cathode materials can be significantly suppressed. Meanwhile, these mortise‐tenon structures play the role of the expressway for fast lithium‐ion transport, which is substantiated by experiments and calculations. Moreover, the particles with mortise‐tenon structures usually terminate with the most stable (003) facet. The new cathode exhibits a discharge capacity of 215 mAh g −1 at 0.1 C with an initial Coulombic efficiency of 97.5%, and capacity retention of 82.2% after 1200 cycles at 1 C. This work offers a viable lattice engineering to address the stability and low initial Coulombic efficiency of the Ni‐rich layered oxides, and facilitates the implementation of Li‐ion batteries with high‐energy density and long durability.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
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 score0.086
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

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)0.0000.000

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 head0.018
GPT teacher head0.274
Teacher spread0.256 · 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.

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

Citations74
Published2023
Admission routes1
Has abstractyes

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