Nano Energy ( IF 16.8 ) Pub Date : 2021-06-29 , DOI: 10.1016/j.nanoen.2021.106291 Tian-Yu Wang , Jia-Lin Meng , Qing-Xuan Li , Zhen-Yu He , Hao Zhu , Li Ji , Qing-Qing Sun , Lin Chen , David Wei Zhang
Inspired by human brain and visual system, optoelectronic memristors-based neuromorphic computing has attracted the interests of researchers to overcome the limitation of traditional von Neumann architecture. With advantages of highly parallel computing and massive interconnection, the optical memristors could construct light-inspired artificial neural network for neuromorphic computing tasks. Besides, nonvolatile optoelectronic memristors provide a promising path for reconfigurable logic operations, greatly promoting the development of novel in-memory computing technology. In this work, the photoelectric perception, storage and in situ computing functions were integrated in optoelectronic memristors array, which could greatly decrease the footprint of multifunctional device and improve the work efficiency of chip. The neuromorphic computing capability of the photonic memristors was verified using face images of different people with accuracy of 86.7%. Moreover, with the advantages of photoelectric cooperative modulation, the reconfigurable logic functions including “AND” and “OR” were achieved by optoelectronic memristors. The present results demonstrate the attractive bio-inspired in-sensor computing behaviors of the optoelectronic memristors, opening up potential applications of optoelectronic memristors in next-generation reconfigurable sensing-memory-computing integrated paradigms.
中文翻译:
用于传感器内计算应用的可重构光电忆阻器
受人脑和视觉系统的启发,基于光电忆阻器的神经形态计算克服了传统冯诺依曼架构的局限性,引起了研究人员的兴趣。光学忆阻器具有高度并行计算和大规模互连的优势,可以为神经形态计算任务构建受光启发的人工神经网络。此外,非易失性光电忆阻器为可重构逻辑操作提供了一条有前途的途径,极大地促进了新型内存计算技术的发展。在这项工作中,光电感知、存储和原位计算功能被集成在光电忆阻器阵列中,可以大大减少多功能器件的占用空间,提高芯片的工作效率。使用不同人的面部图像验证了光子忆阻器的神经形态计算能力,准确率为86.7%。此外,利用光电协同调制的优势,通过光电忆阻器实现了包括“与”和“或”在内的可重构逻辑功能。目前的结果证明了光电忆阻器具有吸引力的仿生传感器内计算行为,开辟了光电忆阻器在下一代可重构传感-记忆-计算集成范式中的潜在应用。包括“AND”和“OR”的可重构逻辑功能是通过光电忆阻器实现的。目前的结果证明了光电忆阻器具有吸引力的仿生传感器内计算行为,开辟了光电忆阻器在下一代可重构传感-记忆-计算集成范式中的潜在应用。包括“AND”和“OR”的可重构逻辑功能是通过光电忆阻器实现的。目前的结果证明了光电忆阻器具有吸引力的仿生传感器内计算行为,开辟了光电忆阻器在下一代可重构传感-记忆-计算集成范式中的潜在应用。