Litcius/Paper detail

Realizing Electronic Synapses by Defect Engineering in Polycrystalline Two-Dimensional MoS<sub>2</sub> for Neuromorphic Computing

Eunho Lee, Junyoung Kim, Juhong Park, Jinwoo Hwang, Hyoik Jang, Kilwon Cho, Wonbong Choi

2023ACS Applied Materials & Interfaces52 citationsDOI

Abstract

Neuromorphic computing based on two-dimensional transition-metal dichalcogenides (2D TMDs) has attracted significant attention recently due to their extraordinary properties generated by the atomic-thick layered structure. This study presents sulfur-defect-assisted MoS 2 artificial synaptic devices fabricated by a simple sputtering process, followed by a precise sulfur (S) vacancy-engineering process. While the as-sputtered MoS 2 film does not show synaptic behavior, the S vacancy-controlled MoS 2 film exhibits excellent synapse with remarkable nonvolatile memory characteristics such as a high switching ratio (∼10 3 ), a large memory window, and long retention time (∼10 4 s) in addition to synaptic functions such as paired-pulse facilitation (PPF) and long-term potentiation (LTP)/depression (LTD). The synaptic device working mechanism of Schottky barrier height modulation by redistributing S vacancies was systemically analyzed by electrical, physical, and microscopy characterizations. The presented MoS 2 synaptic device, based on the precise defect engineering of sputtered MoS 2, is a facile, low-cost, complementary metal-oxide semiconductor (CMOS)-compatible, and scalable method and provides a procedural guideline for the design of practical 2D TMD-based neuromorphic computing.

Topics & Concepts

Neuromorphic engineeringMaterials scienceOptoelectronicsNeural facilitationLong-term potentiationNanotechnologyComputer scienceArtificial neural networkBiochemistryChemistryMachine learningReceptorAdvanced Memory and Neural Computing2D Materials and ApplicationsTransition Metal Oxide Nanomaterials