Reconfigurable Selector-Free All-Optical Controlled Neuromorphic Memristor for In-Memory Sensing and Reservoir Computing

被引:2
|
作者
Lu, Chen [1 ]
Meng, Jialin [1 ]
Song, Jieru [1 ]
Xu, Kangli [1 ]
Wang, Tianyu [2 ,3 ]
Zhu, Hao [1 ]
Sun, Qing-qing [1 ]
Zhang, David Wei [1 ,3 ]
Chen, Lin [1 ,3 ]
机构
[1] Fudan Univ, Sch Microelect, State Key Lab Integrated Chips & Syst, Shanghai 200433, Peoples R China
[2] Shandong Univ, Sch Integrated Circuits, Jinan 250100, Peoples R China
[3] Natl Integrated Circuit Innovat Ctr, Shanghai 201203, 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
in-memory computing; memristor; all-optical controlled; reconfigurable; selector-free; SENSOR;
D O I
10.1021/acsnano.4c09199
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Recently, the rising demand for data-based applications has driven the convergence of image sensing, memory, and computing unit interfaces. While specialized electronic hardware has spurred advancements in the in-memory and in-sensor computing, integrating the entire signal-processing chain into a single device still faces significant challenges. Here, a reconfigurable all-optical controlled memristor with the selector-free feature is demonstrated. The conductance of the device can be controlled within the pure light domain, which enables it to integrate sensing, memory, and computing together. The integrate-and-fire behavior is also realized through electrical stimuli. Furthermore, the device exhibits an excellent rectifying ratio and nonlinearity to overcome the sneak current. Finally, an in-memory sensing and computing architecture is realized through reservoir computing based on neuron and synaptic functions mimicked by the proposed device. Such an all-in-one paradigm facilitates the computing architecture with low energy consumption, low latency, and reduced hardware complexity.
引用
收藏
页码:29715 / 29723
页数:9
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