articleAdvanced MaterialsJan 6, 2026BRONZE OA

Quantum to Device AI‐Guided Passivation Paradigm for All‐Weather Ultrastable MXene Based Photothermal Converter

University of Science and Technology of China · IMDEA Materials · +1 more institution

PubMed
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Abstract

Photothermal efficiency in MXenes arises from the complex interplay between electronic structure and lattice dynamics, yet the precise contribution of electron-phonon coupling (EPC) remains poorly understood. By integrating ab initio nonadiabatic carrier-dynamics simulations with state-resolved electron-phonon-coupling analysis, the intrinsic mechanisms governing photothermal conversion in MXene materials are elucidated. Results reveal that MXene photothermal performance is dictated by an intrinsic hierarchy of EPC channels and hot-phonon accumulation, whereas defect-mediated non-radiative recombination serves as a secondary channel and ultimately compromises long-term photothermal stability. Building on this…

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5
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31.14
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100%
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Authors

9

Topics & keywords

Keywords
  • Photothermal therapy
  • MXenes
  • Passivation
  • Photothermal effect
  • Quantum
  • Coupling (piping)
  • Ab initio
  • Quantum dot
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