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Record W4407077982 · doi:10.1016/j.nanoen.2025.110745

Wearable flexible solid-state supercapacitors: Interface engineering using functionalized hexagonal boron nitride

2025· article· en· W4407077982 on OpenAlexafffund
Adel Malekkhouyan, Reza Eslami, Prrunthaa Santhirakumaran, Pegah Emami Moghaddam, Jasneet Kaur, Mehrab Mehrvar, Hadis Zarrin

Bibliographic record

VenueNano Energy · 2025
Typearticle
Languageen
FieldMaterials Science
TopicSupercapacitor Materials and Fabrication
Canadian institutionsBrock UniversityToronto Metropolitan University
FundersNatural Sciences and Engineering Research Council of CanadaGovernment of OntarioToronto Metropolitan UniversityDefence Research and Development CanadaMitacsInnovation for Defence Excellence and Security
KeywordsMaterials scienceHexagonal boron nitrideSupercapacitorBoron nitrideWearable computerNanotechnologyInterface (matter)Solid-stateWearable technologyNitrideElectrochemistryEngineering physicsComposite materialElectrodeComputer scienceEngineeringLayer (electronics)Physical chemistry

Abstract

fetched live from OpenAlex

In pursuit of advanced energy storage systems for flexible electronics and sustainable energy applications, we report the development of highly cyclable, rechargeable, flexible solid-state supercapacitors via interface engineering with functionalized two-dimensional (2D) hexagonal boron nitride (hBN) nanoflakes. Functionalized hBN (Fh-BN) was integrated into all compartments of the supercapacitor, including the separator, flexible electrodes, and gel polymer electrolyte (GPE). The incorporation of Fh-BN into the carbon-based electrodes resulted in a 75 % enhancement in specific capacitance, reaching 350 F/g. Furthermore, the introduction of Fh-BN at the separator and GPE interfaces led to exceptional cycling stability, with over 80 % capacitance retention after 50,000 cycles, even under mechanical deformation. Fh-BN nanoflakes demonstrated excellent ion transport properties, facilitating efficient charge/discharge processes across all device components. This study highlights the crucial role of interface engineering in improving the performance of solid-state supercapacitors, offering a highly promising solution for energy storage in flexible electronics and wearable technologies. These results suggest a significant step forward in the design of next-generation energy storage devices with enhanced stability, flexibility, and efficiency. • Utilizing the Fh-BN in gel polymer electrolyte causes 6-time higher ion conduction. • Adding Fh-BN to the electrode formulation boosts charge transfer, enhancing capacitance by 75 %. • Presence of Fh-BN in all components of SC created interconnected pathways for ion movement. • The whole flexible supercapacitor showed sustainable flexibility with > 50,000 cyclability.

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 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 score0.057
Threshold uncertainty score0.942

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)0.0010.000

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 head0.015
GPT teacher head0.256
Teacher spread0.241 · 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

Citations34
Published2025
Admission routes2
Has abstractyes

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