TY - JOUR
T1 - Optically Stimulated Artificial Synapse with Ferroelectric Assistance for a Neuromorphic Visual System
AU - Cui, Mingqing
AU - Wei, Zhiyun
AU - Zhao, Pengfei
AU - Jiang, Chunli
AU - Luo, Chunhua
AU - Lin, Hechun
AU - Zhao, Junliang
AU - Tang, Xiaodong
AU - Peng, Hui
N1 - Publisher Copyright:
© 2024 American Chemical Society.
PY - 2025/1/14
Y1 - 2025/1/14
N2 - To address the challenges faced by a traditional computing system with von Neumann architecture, various artificial synapses and neurons have been developed. In this work, a two-terminal device was developed using an organic p-type semiconductor copper phthalocyanine (CuPc) and a molecular ferroelectric diisopropylammonium bromide (DIPAB). The incorporation of the ferroelectric layer DIPAB not only introduces an energy barrier for the migration of photogenerated carriers to enhance the device’s synaptic performance but also enables the modulation of the device response to the light pulses by changing the polarization state of DIPAB. The device successfully mimics the biological synaptic functions including paired-pulse facilitation (PFF), spike-rate-dependent plasticity (SRDP), and spike-number-dependent plasticity (SNDP). The device is employed to recognize MNIST handwritten digits, achieving a recognition rate of over 75% for MNIST handwritten digits even with 50% noise interference. These results suggest the device’s potential for neuromorphic computing.
AB - To address the challenges faced by a traditional computing system with von Neumann architecture, various artificial synapses and neurons have been developed. In this work, a two-terminal device was developed using an organic p-type semiconductor copper phthalocyanine (CuPc) and a molecular ferroelectric diisopropylammonium bromide (DIPAB). The incorporation of the ferroelectric layer DIPAB not only introduces an energy barrier for the migration of photogenerated carriers to enhance the device’s synaptic performance but also enables the modulation of the device response to the light pulses by changing the polarization state of DIPAB. The device successfully mimics the biological synaptic functions including paired-pulse facilitation (PFF), spike-rate-dependent plasticity (SRDP), and spike-number-dependent plasticity (SNDP). The device is employed to recognize MNIST handwritten digits, achieving a recognition rate of over 75% for MNIST handwritten digits even with 50% noise interference. These results suggest the device’s potential for neuromorphic computing.
KW - artificial synapse
KW - copper phthalocyanine
KW - diisopropylammonium bromide
KW - neuromorphic computing
KW - optoelectronic device
UR - https://www.scopus.com/pages/publications/85212598190
U2 - 10.1021/acsaelm.4c01653
DO - 10.1021/acsaelm.4c01653
M3 - 文章
AN - SCOPUS:85212598190
SN - 2637-6113
VL - 7
SP - 193
EP - 201
JO - ACS Applied Electronic Materials
JF - ACS Applied Electronic Materials
IS - 1
ER -