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Two‐Dimensional MoS<sub>2</sub>‐Based Anisotropic Synaptic Transistor for Neuromorphic Computing by Localized Electron Beam Irradiation

Lei Liu, Peng Gao, Mengru Zhang, Jiadu Dou, Chunsen Liu, Tuo Shi, Hao Huang, Chunlan Wang, Han He, Zijun Chen, Yang Chai, Jianlu Wang, Jianlu Wang, Xuming Zou, Lei Liao, Jingli Wang, Jingli Wang, Peng Zhou

2024Advanced Science22 citationsDOIOpen Access PDF

Abstract

Neuromorphic computing, a promising solution to the von Neumann bottleneck, is paving the way for the development of next-generation computing and sensing systems. Axon-multisynapse systems enable the execution of sophisticated tasks, making them not only desirable but essential for future applications in this field. Anisotropic materials, which have different properties in different directions, are being used to create artificial synapses that can mimic the functions of biological axon-multisynapse systems. However, the restricted variety and unadjustable conductive ratio limit their applications. Here, it is shown that anisotropic artificial synapses can be achieved on isotropic materials with externally localized doping via electron beam irradiation (EBI) and purposefully induced trap sites. By employing the synapses along different directions, artificial neural networks (ANNs) are constructed to accomplish variable neuromorphic tasks with optimized performance. The localized doping method expands the axon-multisynapse device family, illustrating that this approach has tremendous potentials in next-generation computing and sensing systems.

Topics & Concepts

Neuromorphic engineeringVon Neumann architectureMaterials scienceComputer scienceArtificial neural networkBottleneckMemristorNanotechnologyDopingIsotropyArtificial intelligenceOptoelectronicsElectronic engineeringPhysicsEngineeringEmbedded systemQuantum mechanicsOperating systemAdvanced Memory and Neural ComputingNeural Networks and Reservoir ComputingFerroelectric and Negative Capacitance Devices
Two‐Dimensional MoS<sub>2</sub>‐Based Anisotropic Synaptic Transistor for Neuromorphic Computing by Localized Electron Beam Irradiation | Litcius