TY - JOUR
T1 - A heterointerface effect of Mo1-xWxS2-based artificial synapse for neuromorphic computing
AU - Hwang, Jinwoo
AU - Sung, Junho
AU - Lee, Eunho
AU - Choi, Wonbong
N1 - Publisher Copyright:
© 2025 Elsevier B.V.
PY - 2025/4/15
Y1 - 2025/4/15
N2 - Two-dimensional transition metal dichalcogenides (2D TMDs) are attracting significant interest as materials for next-generation electronic devices due to their unique properties, including ultra-fast switching, high density, and low energy consumption at atomic thickness. 2D TMDs as channel layers have potential for exhibiting memristive behavior whose operation is analogous to the movement of neurotransmitters such as Ca2+ between adjacent neurons. While 2D TMDs-based memristive devices have been studied, the precise operation mechanism of metal ion diffusion and its interaction within the 2D TMDs microstructure remain unclear. In this study, a novel memristor was designed using a Mo1-xWxS2 alloy as the channel layer fabricated by our two-step method of sputtering and post-chemical vapor deposition (CVD) process. By controlling the interfacial structure of MoS2 and WS2, we were able to elucidate the interaction mechanism of metal ions with the channel layer and enhance its stability and efficiency by forming conductive filaments at low voltages. Furthermore, the fabricated devices demonstrate a high dynamic range, long-term potentiation/depression (LTP/D), and paired-pulse facilitation (PPF), which emulate the behavior of chemical synapses, thus enabling them to function as synaptic devices. Our novel approach paves the way for developing artificial synapses using diffusive memristors applied in neuromorphic computing.
AB - Two-dimensional transition metal dichalcogenides (2D TMDs) are attracting significant interest as materials for next-generation electronic devices due to their unique properties, including ultra-fast switching, high density, and low energy consumption at atomic thickness. 2D TMDs as channel layers have potential for exhibiting memristive behavior whose operation is analogous to the movement of neurotransmitters such as Ca2+ between adjacent neurons. While 2D TMDs-based memristive devices have been studied, the precise operation mechanism of metal ion diffusion and its interaction within the 2D TMDs microstructure remain unclear. In this study, a novel memristor was designed using a Mo1-xWxS2 alloy as the channel layer fabricated by our two-step method of sputtering and post-chemical vapor deposition (CVD) process. By controlling the interfacial structure of MoS2 and WS2, we were able to elucidate the interaction mechanism of metal ions with the channel layer and enhance its stability and efficiency by forming conductive filaments at low voltages. Furthermore, the fabricated devices demonstrate a high dynamic range, long-term potentiation/depression (LTP/D), and paired-pulse facilitation (PPF), which emulate the behavior of chemical synapses, thus enabling them to function as synaptic devices. Our novel approach paves the way for developing artificial synapses using diffusive memristors applied in neuromorphic computing.
KW - Artificial synapse
KW - Heterointerface
KW - Memristor
KW - Neuromorphic computing
KW - Two-dimensional materials
UR - http://www.scopus.com/inward/record.url?scp=105000281634&partnerID=8YFLogxK
U2 - 10.1016/j.cej.2025.161622
DO - 10.1016/j.cej.2025.161622
M3 - Article
AN - SCOPUS:105000281634
SN - 1385-8947
VL - 510
JO - Chemical Engineering Journal
JF - Chemical Engineering Journal
M1 - 161622
ER -