ZnO Quantum Dots@CsPbBr <sub>3</sub> Poly‐Heterocrystalline Film Enables High‐Performance Floating‐Gate Transistor Arrays for Edge Computing

Nonvolatile optoelectronic synapses motivated by the human eye can effectively function as convolutional kernels to preprocess images, demonstrating significant promise for edge computing. Among the optoelectronic synapses, the floating-gate photosensitive transistor (FG-PT) is particularly noteworthy due to its rapid response speed and excellent retention. Although some FG-PTs are reported, they still suffer from high operating voltages, low conductance ratios, and difficulties in array preparation. Here, a ZnO QDs@CsPbBr<sub>3</sub> poly-heterocrystalline (PHC) film to serve as the floating gate layer of FG-PT is synthesized. The PHC film combines the desirable properties of each phase, exhibiting both high electrical conductivity and excellent photoelectric properties. The high electrical conductivity allows FG-PT to store a large amount of charge at a low voltage (1 V). While the excellent photoelectric properties facilitate the gradual erasure of these charges under light pulses, resulting in a large conductance ratio (≈3.57×10<sup>5</sup>). Moreover, the excellent film-forming properties of the PHC film enable the fabrication of an FG-PT array comprising 25,600 devices on 1 cm<sup>2</sup> substrate. Using the FG-PT array to preprocess images achieves a significantly higher recognition precision at the fifth epoch (87.64%) than that of the original images (58.08%) and CMOS-processed images (77.68%), indicating great potential for edge computing.

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Publication Details

Journal
Advanced Science
Published
2025-08-30
DOI
https://doi.org/10.1002/advs.202506357
Citations
1
Primary Topic
Perovskite Materials and Applications
Type
article
Field-Weighted Citation Impact
0.73

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article

ZnO Quantum Dots@CsPbBr 3 Poly‐Heterocrystalline Film Enables High‐Performance Floating‐Gate Transistor Arrays for Edge Computing

Tong-Jian Liu, Dingdong Zhang, Yan Liang, Nian Dai et al.
1 citations
Advanced Science
Perovskite Materials and Applications
0.73
article

ZnO Quantum Dots@CsPbBr 3 Poly‐Heterocrystalline Film Enables High‐Performance Floating‐Gate Transistor Arrays for Edge Computing

Tong-Jian Liu, Dingdong Zhang, Yan Liang, Nian Dai, Lai‐Peng Ma, Bo Tong, Song Qiu, Zhibo Liu, Jinhong Du, Jiajun Xu
article en
1 citations

Abstract

Nonvolatile optoelectronic synapses motivated by the human eye can effectively function as convolutional kernels to preprocess images, demonstrating significant promise for edge computing. Among the optoelectronic synapses, the floating-gate photosensitive transistor (FG-PT) is particularly noteworthy due to its rapid response speed and excellent retention. Although some FG-PTs are reported, they still suffer from high operating voltages, low conductance ratios, and difficulties in array preparation. Here, a ZnO QDs@CsPbBr<sub>3</sub> poly-heterocrystalline (PHC) film to serve as the floating gate layer of FG-PT is synthesized. The PHC film combines the desirable properties of each phase, exhibiting both high electrical conductivity and excellent photoelectric properties. The high electrical conductivity allows FG-PT to store a large amount of charge at a low voltage (1 V). While the excellent photoelectric properties facilitate the gradual erasure of these charges under light pulses, resulting in a large conductance ratio (≈3.57×10<sup>5</sup>). Moreover, the excellent film-forming properties of the PHC film enable the fabrication of an FG-PT array comprising 25,600 devices on 1 cm<sup>2</sup> substrate. Using the FG-PT array to preprocess images achieves a significantly higher recognition precision at the fifth epoch (87.64%) than that of the original images (58.08%) and CMOS-processed images (77.68%), indicating great potential for edge computing.

Advanced ScienceVol. 12(43)
University of Science and Technology of China (CN), Chinese Academy of Sciences (CN), Suzhou Institute of Nano-tech and Nano-bionics (CN)
National Science Foundation, National Natural Science Foundation of China, Chinese Academy of Sciences, Ministry of Science and Technology of the People's Republic of China, Basic and Applied Basic Research Foundation of Guangdong Province
Openalex Percentile: Top 24%
Perovskite Materials and Applications
0.73
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