TY - JOUR
T1 - Synaptic Characteristics and Vector-Matrix Multiplication Operation in Highly Uniform and Cost-Effective Four-Layer Vertical RRAM Array
AU - Kim, Jihyung
AU - Lee, Subaek
AU - Kim, Sungjoon
AU - Yang, Seyoung
AU - Lee, Jung Kyu
AU - Kim, Tae Hyeon
AU - Ismail, Muhammad
AU - Mahata, Chandreswar
AU - Kim, Yoon
AU - Choi, Woo Young
AU - Kim, Sungjun
N1 - Publisher Copyright:
© 2023 Wiley-VCH GmbH.
PY - 2024/2/19
Y1 - 2024/2/19
N2 - This study implements a highly uniform 3D vertically stack resistive random-access memory (VRRAM) with a four-layer contact hole structure. The fabrication process of a four-layer VRRAM is demonstrated, and its physical and electrical properties are thoroughly examined. X-ray photoelectron spectroscopy and transmission electron microscopy are employed to analyze the chemical distribution and physical structure of the VRRAM device. Multilevel capability, reliable endurance (>104 cycles), and retention (104 s) are successfully obtained. Synaptic memory plasticity, such as spike time-dependent plasticity, spike rate-dependent plasticity, excitatory post-synaptic current, paired-pulse facilitation, and long-term potentiation and depression is presented. Finally, the vector-matrix multiplication (VMM) operation is conducted on a 4 × 12 VRRAM array, according to the low resistance state ratio. It is ascertained that the accuracy drop, which can occur due to VMM error, can be limited to a decrease of less than 0.44% point. Utilizing the high-density, multilevel, and biological characteristics of VRRAM, it is possible to implement high-performance neuromorphic systems that require densely integrated synaptic devices.
AB - This study implements a highly uniform 3D vertically stack resistive random-access memory (VRRAM) with a four-layer contact hole structure. The fabrication process of a four-layer VRRAM is demonstrated, and its physical and electrical properties are thoroughly examined. X-ray photoelectron spectroscopy and transmission electron microscopy are employed to analyze the chemical distribution and physical structure of the VRRAM device. Multilevel capability, reliable endurance (>104 cycles), and retention (104 s) are successfully obtained. Synaptic memory plasticity, such as spike time-dependent plasticity, spike rate-dependent plasticity, excitatory post-synaptic current, paired-pulse facilitation, and long-term potentiation and depression is presented. Finally, the vector-matrix multiplication (VMM) operation is conducted on a 4 × 12 VRRAM array, according to the low resistance state ratio. It is ascertained that the accuracy drop, which can occur due to VMM error, can be limited to a decrease of less than 0.44% point. Utilizing the high-density, multilevel, and biological characteristics of VRRAM, it is possible to implement high-performance neuromorphic systems that require densely integrated synaptic devices.
KW - VRRAM
KW - neuromorphic system
KW - resistive random-access memory
KW - synaptic devices
KW - vector-matrix multiplication
UR - http://www.scopus.com/inward/record.url?scp=85176363196&partnerID=8YFLogxK
U2 - 10.1002/adfm.202310193
DO - 10.1002/adfm.202310193
M3 - Article
AN - SCOPUS:85176363196
SN - 1616-301X
VL - 34
JO - Advanced Functional Materials
JF - Advanced Functional Materials
IS - 8
M1 - 2310193
ER -