Flexible Artificial Optoelectronic Synapse based on Lead-Free Metal Halide Nanocrystals for Neuromorphic Computing and Color Recognition

被引:134
作者
Li, Ying [1 ]
Wang, Jiahui [2 ,3 ]
Yang, Qing [2 ,3 ]
Shen, Guozhen [1 ,4 ]
机构
[1] Chinese Acad Sci, Inst Semicond, State Key Lab Superlattices & Microstruct, Beijing 100083, Peoples R China
[2] Univ Sci & Technol China, Dept Chem, Hefei 230026, Peoples R China
[3] Univ Sci & Technol China, Lab Nanomat Energy Convers, Hefei 230026, Peoples R China
[4] Beijing Inst Technol, Sch Integrated Circuits & Elect, Beijing 100081, Peoples R China
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
color recognition; Cs3Bi2I9; flexible artificial synapse; lead-free halide perovskite; neuromorphic computing; MEMORY;
D O I
10.1002/advs.202202123
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Optoelectronic synapses combining optical-sensing and synaptic functions are playing an increasingly vital role in the neuromorphic computing systems development, which can efficiently process visual information and complex recognition, memory, and learning. Metal halides are considered promising candidates for synaptic devices due to their excellent optoelectronic properties. However, the toxicity of lead and the further development of device functions are the recognized problems at present. Herein, a flexible optoelectronic synapses system based on high-quality lead-free Cs3Bi2I9 nanocrystals is demonstrated, in which the carrier confinement caused by the band mismatching between the Cs3Bi2I9 and the organic semiconductor layer provides the possibility to simulate synaptic behaviors. The synaptic functions including long/short-term memory and learning-forgetting-relearning are demonstrated in this device and visual perception, visual memory, and color recognition functions are successfully implemented. Additionally, the flexible device exhibits excellent robustness and can realize imaging of light distribution under curved hemispheres similar to the human eye. Finally, through the simulation based on an artificial neural network algorithm, the device successfully realizes the high-precision recognition of handwritten digital images and possesses a strong fault tolerant capability even in bending states. These results are expected to drive the practical progress of metal halide for neuromorphic computing.
引用
收藏
页数:10
相关论文
共 51 条
[1]   Ultrafast Responsive Non-Volatile Flash Photomemory via Spatially Addressable Perovskite/Block Copolymer Composite Film [J].
Chang, Yu-Hsiang ;
Ku, Chia-Wei ;
Zhang, Yi-Hua ;
Wang, Hsiang-Chen ;
Chen, Jung-Yao .
ADVANCED FUNCTIONAL MATERIALS, 2020, 30 (21)
[2]   Nonvolatile Perovskite-Based Photomemory with a Multilevel Memory Behavior [J].
Chen, Jung-Yao ;
Chiu, Yu-Cheng ;
Li, Yen-Ting ;
Chueh, Chu-Chen ;
Chen, Wen-Chang .
ADVANCED MATERIALS, 2017, 29 (33)
[3]   Ga2O3 based multilevel solar-blind photomemory array with logic, arithmetic, and image storage functions [J].
Chen, Yancheng ;
Yang, Xun ;
Sun, Pengxiang ;
Dou, Wenjie ;
Chen, Xuexia ;
Zhang, Chongyang ;
Shan, Chongxin .
MATERIALS HORIZONS, 2021, 8 (12) :3368-3376
[4]   Vertical 0D-Perovskite/2D-MoS2van der Waals Heterojunction Phototransistor for Emulating Photoelectric-Synergistically Classical Pavlovian Conditioning and Neural Coding Dynamics [J].
Cheng, Yongchao ;
Li, Huangjinwei ;
Liu, Biao ;
Jiang, Leyong ;
Liu, Min ;
Huang, Han ;
Yang, Junliang ;
He, Jun ;
Jiang, Jie .
SMALL, 2020, 16 (45)
[5]   High-Performance Nonvolatile Organic Photonic Transistor Memory Devices using Conjugated Rod-Coil Materials as a Floating Gate [J].
Chiang, Yun-Chi ;
Hung, Chih-Chien ;
Lin, Yan-Cheng ;
Chiu, Yu-Cheng ;
Isono, Takuya ;
Satoh, Toshifumi ;
Chen, Wen-Chang .
ADVANCED MATERIALS, 2020, 32 (36)
[6]   The Dynamic Synapse [J].
Choquet, Daniel ;
Triller, Antoine .
NEURON, 2013, 80 (03) :691-703
[7]   Interfacial toughening with self-assembled monolayers enhances perovskite solar cell reliability [J].
Dai, Zhenghong ;
Yadavalli, Srinivas K. ;
Chen, Min ;
Abbaspourtamijani, Ali ;
Qi, Yue ;
Padture, Nitin P. .
SCIENCE, 2021, 372 (6542) :618-+
[8]   A robust neuromorphic vision sensor with optical control of ferroelectric switching [J].
Du, Jianyu ;
Xie, Donggang ;
Zhang, Qinghua ;
Zhong, Hai ;
Meng, Fanqi ;
Fu, Xingke ;
Sun, Qinchao ;
Ni, Hao ;
Li, Tao ;
Guo, Er-jia ;
Guo, Haizhong ;
He, Meng ;
Wang, Can ;
Gu, Lin ;
Xu, Xiulai ;
Zhang, Guangyu ;
Yang, Guozhen ;
Jin, Kuijuan ;
Ge, Chen .
NANO ENERGY, 2021, 89
[9]  
Gao F., 2021, ADV FUNCT MATER, V32
[10]   Perovskite/Organic Semiconductor-Based Photonic Synaptic Transistor for Artificial Visual System [J].
Hao, Dandan ;
Zhang, Junyao ;
Dai, Shilei ;
Zhang, Jianhua ;
Huang, Jia .
ACS APPLIED MATERIALS & INTERFACES, 2020, 12 (35) :39487-39495