Synaptic Characteristics and Vector‐Matrix Multiplication Operation in Highly Uniform and Cost‐Effective Four‐Layer Vertical RRAM Array

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 spectrosc...

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Veröffentlicht in:Advanced functional materials 2024-02, Vol.34 (8), p.n/a
Hauptverfasser: Kim, Jihyung, Lee, Subaek, Kim, Sungjoon, Yang, Seyoung, Lee, Jung‐Kyu, Kim, Tae‐Hyeon, Ismail, Muhammad, Mahata, Chandreswar, Kim, Yoon, Choi, Woo Young, Kim, Sungjun
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container_issue 8
container_start_page
container_title Advanced functional materials
container_volume 34
creator Kim, Jihyung
Lee, Subaek
Kim, Sungjoon
Yang, Seyoung
Lee, Jung‐Kyu
Kim, Tae‐Hyeon
Ismail, Muhammad
Mahata, Chandreswar
Kim, Yoon
Choi, Woo Young
Kim, Sungjun
description 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. 3D vertically stack resistive random‐access memory (VRRAM) with a four‐layer structure is fabricated and electrical properties with high uniformity are thoroughly investigated. Multilevel control, reliable endurance, and stable retention are verified. Synaptic plasticity such as spike‐time dependent plasticity, spike rate‐dependent plasticity, excitatory post‐synaptic current, and paired‐pulse facilitation, and long‐term memory are emulated. Finally, the vector‐matrix multiplication operation is demonstrated on a 4 × 12 VRRAM array.
doi_str_mv 10.1002/adfm.202310193
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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 (&gt;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. 3D vertically stack resistive random‐access memory (VRRAM) with a four‐layer structure is fabricated and electrical properties with high uniformity are thoroughly investigated. Multilevel control, reliable endurance, and stable retention are verified. Synaptic plasticity such as spike‐time dependent plasticity, spike rate‐dependent plasticity, excitatory post‐synaptic current, and paired‐pulse facilitation, and long‐term memory are emulated. 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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 (&gt;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. 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source Wiley Online Library Journals Frontfile Complete
subjects Arrays
Contact holes
Electric contacts
Electrical properties
Low resistance
Mathematical analysis
Matrices (mathematics)
Matrix algebra
neuromorphic system
Photoelectrons
Plastic properties
resistive random‐access memory
synaptic devices
vector‐matrix multiplication
VRRAM
title Synaptic Characteristics and Vector‐Matrix Multiplication Operation in Highly Uniform and Cost‐Effective Four‐Layer Vertical RRAM Array
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