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Visible-light modulated ferroelectric optoelectronic field-effect transistor for superior neuromorphic computing
Zihang Zhu1, Jinyu Song2, Wenshuo Wu2
1College of Physics Science, Qingdao University, Qingdao 266071, People's Republic of China.
Abstract:
High-performance neuromorphic computing and bionic vision hardware urgently require device simplicity and low power consumption. This paper adopts an all-solution method to prepare a visible-light modulated ferroelectric optoelectronic field-effect transistor (Fe-OFET) based on a TiO2/IGZO/Al2O3/PZT structure, used to achieve visible-light-driven neuromorphic synapse simulation and multilevel storage. By introducing a TiO2layer, the light current of the IGZO-based device is extended to the red light band and the absorption efficiency in the entire visible-light wavelength is substantially improved, overcoming the bottleneck that traditional oxide semiconductors only respond to ultraviolet light and are difficult to utilize visible light. The device exhibits stable ferroelectric non-volatility and typical optoelectronic performance, successfully simulating core synaptic plasticity such as excitatory postsynaptic current and paired-pulse facilitation. A convolutional neural network constructed based on this device achieves 95.5% accuracy in a target motion trajectory recognition task; a hybrid artificial neural network integrating multi-head attention achieves a maximum accuracy of 90.0% in the Mixed National Institute of Standards and Technology handwritten digit recognition task. This study provides a process-simple, visible-light-compatible ferroelectric optoelectronic field-effect transistor solution, providing important support for visual neuromorphic hardware and neuromorphic computing integration.
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