利用裸二维材料 MoS2 实现可编程非线性光学神经形态计算

IF 14.7 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Nature Communications Pub Date : 2024-11-27 DOI:10.1038/s41467-024-54776-z
Lei Tong, Yali Bi, Yilun Wang, Kai Peng, Xinyu Huang, Wei Ju, Zhuiri Peng, Zheng Li, Langlang Xu, Runfeng Lin, Xiangxiang Yu, Wenhao Shi, Hui Yu, Huajun Sun, Kanhao Xue, Qiang He, Ming Tang, Jianbin Xu, Xinliang Zhang, Jinshui Miao, Deep Jariwala, Wei Bao, Xiangshui Miao, Ping Wang, Lei Ye
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引用次数: 0

摘要

二维(2D)材料中的非线性光学响应可以构建自由空间光学神经形态计算系统。确保系统的高性能和可调性对于编码各种功能至关重要。然而,常见的策略,包括将外部电极阵列或光子结构与二维材料集成,以及勉强图案化二维材料,都表现出性能与可调性之间的矛盾。由于二维材料独特的带色散特性可以提供独立提升非线性响应的隐藏路径,因此我们在此引入了一种在裸二硫化钼阵列中的全新自由空间光学计算概念。该系统可保持较高的调制性能,同时具有速度快、能耗低和信噪比高等特点。由于不受固定光子结构的限制,二维单元和激励脉冲的协同编码也增强了可调性。从双光子吸收过渡到协同激发态吸收的计算机制从本质上提高了非线性光学响应的调制能力,这一点从泵浦探针控制策略调制的相对透射率中可以看出。研究还展示了光学人工神经网络(ANN)和数字处理,揭示了基于裸二维材料的自由空间光学计算在神经形态应用方面的可行性。
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Programmable nonlinear optical neuromorphic computing with bare 2D material MoS2

Nonlinear optical responses in two-dimensional (2D) materials can build free-space optical neuromorphic computing systems. Ensuring the high performance and the tunability of the system is essential to encode diverse functions. However, common strategies, including the integration of external electrode arrays or photonic structures with 2D materials, and barely patterned 2D materials, exhibit a contradiction between performance and tunability. Because the unique band dispersions of 2D materials can provide hidden paths to boost nonlinear responses independently, here we introduced a new free-space optical computing concept within a bare molybdenum disulfide array. This system can preserve high modulation performance with fast speed, low energy consumption, and high signal-to-noise ratio. Due to the freedom from the restrictions of fixed photonic structures, the tunability is also enhanced through the synergistic encodings of the 2D cells and the excitation pulses. The computing mechanism of transition from two-photon absorption to synergistic excited states absorption intrinsically improved the modulation capability of nonlinear optical responses, revealed from the relative transmittance modulated by a pump-probe-control strategy. Optical artificial neural network (ANN) and digital processing were demonstrated, revealing the feasibility of the free-space optical computing based on bare 2D materials toward neuromorphic applications.

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来源期刊
Nature Communications
Nature Communications Biological Science Disciplines-
CiteScore
24.90
自引率
2.40%
发文量
6928
审稿时长
3.7 months
期刊介绍: Nature Communications, an open-access journal, publishes high-quality research spanning all areas of the natural sciences. Papers featured in the journal showcase significant advances relevant to specialists in each respective field. With a 2-year impact factor of 16.6 (2022) and a median time of 8 days from submission to the first editorial decision, Nature Communications is committed to rapid dissemination of research findings. As a multidisciplinary journal, it welcomes contributions from biological, health, physical, chemical, Earth, social, mathematical, applied, and engineering sciences, aiming to highlight important breakthroughs within each domain.
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