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 |
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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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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.</description><identifier>ISSN: 1616-301X</identifier><identifier>EISSN: 1616-3028</identifier><identifier>DOI: 10.1002/adfm.202310193</identifier><language>eng</language><publisher>Hoboken: Wiley Subscription Services, Inc</publisher><subject>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</subject><ispartof>Advanced functional materials, 2024-02, Vol.34 (8), p.n/a</ispartof><rights>2023 Wiley‐VCH GmbH</rights><rights>2024 Wiley‐VCH GmbH</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c3173-407bfc7956a624de339563d0d106a331b4b7272aef2d86d643941d7918bc2933</citedby><cites>FETCH-LOGICAL-c3173-407bfc7956a624de339563d0d106a331b4b7272aef2d86d643941d7918bc2933</cites><orcidid>0000-0002-9873-2474</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://onlinelibrary.wiley.com/doi/pdf/10.1002%2Fadfm.202310193$$EPDF$$P50$$Gwiley$$H</linktopdf><linktohtml>$$Uhttps://onlinelibrary.wiley.com/doi/full/10.1002%2Fadfm.202310193$$EHTML$$P50$$Gwiley$$H</linktohtml><link.rule.ids>314,776,780,1411,27901,27902,45550,45551</link.rule.ids></links><search><creatorcontrib>Kim, Jihyung</creatorcontrib><creatorcontrib>Lee, Subaek</creatorcontrib><creatorcontrib>Kim, Sungjoon</creatorcontrib><creatorcontrib>Yang, Seyoung</creatorcontrib><creatorcontrib>Lee, Jung‐Kyu</creatorcontrib><creatorcontrib>Kim, Tae‐Hyeon</creatorcontrib><creatorcontrib>Ismail, Muhammad</creatorcontrib><creatorcontrib>Mahata, Chandreswar</creatorcontrib><creatorcontrib>Kim, Yoon</creatorcontrib><creatorcontrib>Choi, Woo Young</creatorcontrib><creatorcontrib>Kim, Sungjun</creatorcontrib><title>Synaptic Characteristics and Vector‐Matrix Multiplication Operation in Highly Uniform and Cost‐Effective Four‐Layer Vertical RRAM Array</title><title>Advanced functional materials</title><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.</description><subject>Arrays</subject><subject>Contact holes</subject><subject>Electric contacts</subject><subject>Electrical properties</subject><subject>Low resistance</subject><subject>Mathematical analysis</subject><subject>Matrices (mathematics)</subject><subject>Matrix algebra</subject><subject>neuromorphic system</subject><subject>Photoelectrons</subject><subject>Plastic properties</subject><subject>resistive random‐access memory</subject><subject>synaptic devices</subject><subject>vector‐matrix multiplication</subject><subject>VRRAM</subject><issn>1616-301X</issn><issn>1616-3028</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><recordid>eNqFkEFLw0AQhYMoWKtXzwueU3d2YzY5hthaoaFQq3hbNsnGbkmTuJuqufkHBH-jv8StkXr0NG_gfW-G5zjngEeAMbkUebEZEUwoYAjpgTMAH3yXYhIc7jU8HjsnxqwxBsaoN3A-7rpKNK3KULwSWmSt1MrY1SBR5ehBZm2tv94_E9Fq9YaSbdmqplSZaFVdoXkjda9UhabqaVV26L5SRa03P3hcm9bC46KwOepFokm93aXNRCe1Ddf2kCjRYhElKNJadKfOUSFKI89-59BZTsbLeOrO5je3cTRzMwqMuh5maZGx8MoXPvFySamVNMc5YF9QCqmXMsKIkAXJAz_3PRp6kLMQgjQjIaVD56KPbXT9vJWm5Wv7WGUvchKSAHwGQKxr1LsyXRujZcEbrTZCdxww3zXOd43zfeMWCHvgVZWy-8fNo-tJ8sd-A-F8iPQ</recordid><startdate>20240201</startdate><enddate>20240201</enddate><creator>Kim, Jihyung</creator><creator>Lee, Subaek</creator><creator>Kim, Sungjoon</creator><creator>Yang, Seyoung</creator><creator>Lee, Jung‐Kyu</creator><creator>Kim, Tae‐Hyeon</creator><creator>Ismail, Muhammad</creator><creator>Mahata, Chandreswar</creator><creator>Kim, Yoon</creator><creator>Choi, Woo Young</creator><creator>Kim, Sungjun</creator><general>Wiley Subscription Services, Inc</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7SP</scope><scope>7SR</scope><scope>7U5</scope><scope>8BQ</scope><scope>8FD</scope><scope>JG9</scope><scope>L7M</scope><orcidid>https://orcid.org/0000-0002-9873-2474</orcidid></search><sort><creationdate>20240201</creationdate><title>Synaptic Characteristics and Vector‐Matrix Multiplication Operation in Highly Uniform and Cost‐Effective Four‐Layer Vertical RRAM Array</title><author>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</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c3173-407bfc7956a624de339563d0d106a331b4b7272aef2d86d643941d7918bc2933</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Arrays</topic><topic>Contact holes</topic><topic>Electric contacts</topic><topic>Electrical properties</topic><topic>Low resistance</topic><topic>Mathematical analysis</topic><topic>Matrices (mathematics)</topic><topic>Matrix algebra</topic><topic>neuromorphic system</topic><topic>Photoelectrons</topic><topic>Plastic properties</topic><topic>resistive random‐access memory</topic><topic>synaptic devices</topic><topic>vector‐matrix multiplication</topic><topic>VRRAM</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Kim, Jihyung</creatorcontrib><creatorcontrib>Lee, Subaek</creatorcontrib><creatorcontrib>Kim, Sungjoon</creatorcontrib><creatorcontrib>Yang, Seyoung</creatorcontrib><creatorcontrib>Lee, Jung‐Kyu</creatorcontrib><creatorcontrib>Kim, Tae‐Hyeon</creatorcontrib><creatorcontrib>Ismail, Muhammad</creatorcontrib><creatorcontrib>Mahata, Chandreswar</creatorcontrib><creatorcontrib>Kim, Yoon</creatorcontrib><creatorcontrib>Choi, Woo Young</creatorcontrib><creatorcontrib>Kim, Sungjun</creatorcontrib><collection>CrossRef</collection><collection>Electronics & Communications Abstracts</collection><collection>Engineered Materials Abstracts</collection><collection>Solid State and Superconductivity Abstracts</collection><collection>METADEX</collection><collection>Technology Research Database</collection><collection>Materials Research Database</collection><collection>Advanced Technologies Database with Aerospace</collection><jtitle>Advanced functional materials</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Kim, Jihyung</au><au>Lee, Subaek</au><au>Kim, Sungjoon</au><au>Yang, Seyoung</au><au>Lee, Jung‐Kyu</au><au>Kim, Tae‐Hyeon</au><au>Ismail, Muhammad</au><au>Mahata, Chandreswar</au><au>Kim, Yoon</au><au>Choi, Woo Young</au><au>Kim, Sungjun</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Synaptic Characteristics and Vector‐Matrix Multiplication Operation in Highly Uniform and Cost‐Effective Four‐Layer Vertical RRAM Array</atitle><jtitle>Advanced functional materials</jtitle><date>2024-02-01</date><risdate>2024</risdate><volume>34</volume><issue>8</issue><epage>n/a</epage><issn>1616-301X</issn><eissn>1616-3028</eissn><abstract>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.</abstract><cop>Hoboken</cop><pub>Wiley Subscription Services, Inc</pub><doi>10.1002/adfm.202310193</doi><tpages>12</tpages><orcidid>https://orcid.org/0000-0002-9873-2474</orcidid></addata></record> |
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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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