Nonradiative recombination dynamics simulations of CuIn1−xGaxSe₂ solar cells based on RNN and transformer models

Zhaosheng Zhang; Qing Xiong; Yanbo Liu

doi:10.1039/d5ta04173b

January 1, 2025Journal of Materials Chemistry A

Nonradiative recombination dynamics simulations of CuIn1−xGaxSe₂ solar cells based on RNN and transformer models

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Key Points

Nonradiative recombination significantly impacts energy loss in solar cells, affecting overall efficiency.
The analysis indicates that nonadiabatic coupling plays a crucial role in regulating electron–hole recombination dynamics.
Model simulations used both RNN and transformer architectures to assess recombination behaviors in optoelectronic materials.
Findings may enable improved design of solar cells by focusing on nonradiative processes and their management.

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Implication

Simulations highlight nonradiative recombination dynamics in CuInGaSe2 solar cells, suggesting RNN and transformer models as key analytical tools.

Abstract

Nonradiative electron–hole recombination is a key mechanism of energy loss in optoelectronic materials, and one of its core regulation mechanisms is nonadiabatic (NA) coupling.

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Cite This Study

Zhang et al. (2025) studied this question.

synapsesocial.com/papers/68a36c360a429f7973330617 https://doi.org/10.1039/d5ta04173b

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Nonradiative recombination dynamics simulations of CuIn1−xGaxSe₂ solar cells based on RNN and transformer models

Key Points

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Implication

Abstract

Discussion

Cite This Study

Nonradiative recombination dynamics simulations of CuIn1−xGaxSe₂ solar cells based on RNN and transformer models

Key Points

Ask about this paper

Implication

Abstract

Discussion

Cite This Study

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