Wen Zheng, Wang Shuhan, Yi Fangzhou, Zheng Dingting, Yan Chengyuan, Sun Zhenhua
State Key Laboratory of Radio Frequency Heterogeneous Integration (Shenzhen University), Key Laboratory of Optoelectronic Devices and Systems of Ministry of Education and Guangdong Province, College of Physics and Optoelectronic Engineering, Shenzhen University, Shenzhen, 518060, China.
ACS Appl Mater Interfaces. 2023 Dec 6;15(48):55916-55924. doi: 10.1021/acsami.3c06590. Epub 2023 Nov 20.
Fully optical artificial synapses are crucial hardware for neuromorphic computing, which is very promising to address the future large-scale computing capacity problem. The key characteristic required in a semiconductor device to emulate synaptic potentiation and depression in a fully optical artificial synapse is the bidirectional photoresponse. This work integrates wide-band-gap TiO polycrystals and narrow-band-gap PbS quantum dots into a graphene transistor simultaneously, providing the device with both near-ultraviolet and near-infrared photoresponses through the photogating effect. Moreover, the TiO serves as a hole-trapping matrix and the PbS as an electron-trapping matrix, which impose opposite effects to the device after photoexcitation, resulting in a photoresponse in the opposite polarity. As a result, the device demonstrates a wavelength-dependent bidirectional photoresponse, which enables it to be utilized as a fully optical artificial synapse. By using near-ultraviolet or near-infrared lights as stimuli, the device successfully mimics synaptic plasticity, including synaptic potentiation/depression, paired-pulse facilitation, and spike-rating-dependent plasticity, as well as the human brain-like transition of short-term memory and long-term memory and learning-experience behavior. This work validates the methodology of combining different trap matrices to achieve the bidirectional photoresponse, which can significantly inspire future research in fully optical artificial synapses.
全光人工突触是神经形态计算的关键硬件,对于解决未来大规模计算能力问题非常有前景。在全光人工突触中模拟突触增强和抑制所需的半导体器件的关键特性是双向光响应。这项工作将宽带隙TiO多晶体和窄带隙PbS量子点同时集成到石墨烯晶体管中,通过光控效应为器件提供近紫外和近红外光响应。此外,TiO充当空穴捕获基质,PbS充当电子捕获基质,光激发后它们对器件产生相反的影响,从而导致相反极性的光响应。结果,该器件展示出波长依赖的双向光响应,使其能够用作全光人工突触。通过使用近紫外或近红外光作为刺激,该器件成功模拟了突触可塑性,包括突触增强/抑制、双脉冲易化和脉冲率依赖可塑性,以及类似人类大脑的短期记忆和长期记忆的转变以及学习经验行为。这项工作验证了结合不同捕获基质以实现双向光响应的方法,这可以极大地启发未来全光人工突触的研究。