TY - JOUR
T1 - Demonstration of Synaptic Characteristics in VRRAM with TiN Nanocrystals for Neuromorphic System
AU - Yang, Seyeong
AU - Kim, Taegyun
AU - Kim, Sunghun
AU - Kim, Sungjoon
AU - Kim, Tae Hyeon
AU - Ismail, Muhammad
AU - Mahata, Chandreswar
AU - Kim, Sungjun
AU - Cho, Seongjae
N1 - Publisher Copyright:
© 2023 The Authors. Advanced Materials Interfaces published by Wiley-VCH GmbH.
PY - 2023/7/26
Y1 - 2023/7/26
N2 - To efficiently develop an extremely intensive storage memory, the resistive random-access memory (RRAM), which operates by producing and rupturing conductive filaments, is essential. However, due to the stochastic nature of filament production, this filamentary type resistive switching has an inherent limitation, which entails the unpredictability of the driving voltage and resistance states. Several strategies such as doping, research into multilayer stacks, and interface engineering, are suggested to tackle this challenge. This work fabricates a CMOS-compatible TiN/HfOx/TiN-NCs (nanocrystals)/HfOx/TiN RRAM to implement analog resistive switching and advance the development of the synaptic device. Specifically, atomic force microscopy (AFM), scanning electron microscopy (SEM), and transmission electron microscopy (TEM) are utilized to observe the formation of TiN nanocrystals, which play a crucial role in the enhancement of resistive switching. By comparing HfOx–based RRAM devices with and without NCs, the DC I–V curves, retention, endurance, and switching speed are properly examined. Interestingly, it is found that the TiN/HfOx/TiN-NCs/HfOx/TiN device is more appropriately utilized as an artificial synapse in neuromorphic systems mainly due to its stable and reliable resistive switching properties. Finally, this work demonstrates well-controlled resistive switching 3D vertical RRAM with TiN-NCs, which is particularly suitable for high-density memory.
AB - To efficiently develop an extremely intensive storage memory, the resistive random-access memory (RRAM), which operates by producing and rupturing conductive filaments, is essential. However, due to the stochastic nature of filament production, this filamentary type resistive switching has an inherent limitation, which entails the unpredictability of the driving voltage and resistance states. Several strategies such as doping, research into multilayer stacks, and interface engineering, are suggested to tackle this challenge. This work fabricates a CMOS-compatible TiN/HfOx/TiN-NCs (nanocrystals)/HfOx/TiN RRAM to implement analog resistive switching and advance the development of the synaptic device. Specifically, atomic force microscopy (AFM), scanning electron microscopy (SEM), and transmission electron microscopy (TEM) are utilized to observe the formation of TiN nanocrystals, which play a crucial role in the enhancement of resistive switching. By comparing HfOx–based RRAM devices with and without NCs, the DC I–V curves, retention, endurance, and switching speed are properly examined. Interestingly, it is found that the TiN/HfOx/TiN-NCs/HfOx/TiN device is more appropriately utilized as an artificial synapse in neuromorphic systems mainly due to its stable and reliable resistive switching properties. Finally, this work demonstrates well-controlled resistive switching 3D vertical RRAM with TiN-NCs, which is particularly suitable for high-density memory.
KW - neuromorphic system
KW - resistive random-access memory
KW - synaptic plasticity
KW - TiN nanocrystal
KW - vertical resistive random-access memory
UR - http://www.scopus.com/inward/record.url?scp=85163737178&partnerID=8YFLogxK
U2 - 10.1002/admi.202300290
DO - 10.1002/admi.202300290
M3 - Article
AN - SCOPUS:85163737178
SN - 2196-7350
VL - 10
JO - Advanced Materials Interfaces
JF - Advanced Materials Interfaces
IS - 21
M1 - 2300290
ER -