Impact of Technology Scaling and Back-end-of-the-line Technology Solutions on Magnetic Random-Access Memories

While magnetic random-access memories (MRAMs) are promising thanks to their non-volatility, relatively fast speeds, and high endurance, there are major challenges in adopting them for the advanced technology nodes. One of the major challenges in scaling MRAM devices is caused by the ever increasing...

Full description

Saved in:
Bibliographic Details
Published in:IEEE journal on exploratory solid-state computational devices and circuits Vol. 10; p. 1
Main Authors: Kumar, Piyush, Shim, Da Eun, Narla, Siri, Naeemi, Azad
Format: Journal Article
Language:English
Published: Piscataway IEEE 01-01-2024
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Abstract While magnetic random-access memories (MRAMs) are promising thanks to their non-volatility, relatively fast speeds, and high endurance, there are major challenges in adopting them for the advanced technology nodes. One of the major challenges in scaling MRAM devices is caused by the ever increasing resistances of interconnects. In this paper, we first study the impact of shrunk interconnect dimensions on MRAM performance at various technology nodes. Then, we investigate the impact of various potential back-end-of-the-line (BEOL) technology solutions at the 7nm node. Based on interconnect resistance values from TCAD simulations and MRAM device characteristics from experimentally validated/calibrated physical models, we quantify the potential array-level performance of MRAM using SPICE simulations. We project that some potential BEOL technology solutions can reduce the write energy by up to 34.6% with spin-orbit torque (SOT) MRAM, and 29.0% with spin-transfer torque (STT) MRAM. We also observe up to 21.4% reduction in the read energy of the SOT-MRAM arrays.
AbstractList While magnetic random-access memories (MRAMs) are promising because of their nonvolatility, relatively fast speeds, and high endurance, there are major challenges in adopting them for the advanced technology nodes. One of the major challenges in scaling MRAM devices is caused by the ever-increasing resistances of interconnects. In this article, we first study the impact of shrunk interconnect dimensions on MRAM performance at various technology nodes. Then, we investigate the impact of various potential back-end-of-the-line (BEOL) technology solutions at the 7 nm node. Based on interconnect resistance values from technology computer-aided design (TCAD) simulations and MRAM device characteristics from experimentally validated/calibrated physical models, we quantify the potential array-level performance of MRAM using SPICE simulations. We project that some potential BEOL technology solutions can reduce the write energy by up to 34.6% with spin–orbit torque (SOT) MRAM and 29.0% with spin-transfer torque (STT) MRAM. We also observe up to 21.4% reduction in the read energy of the SOT-MRAM arrays.
While magnetic random-access memories (MRAMs) are promising thanks to their non-volatility, relatively fast speeds, and high endurance, there are major challenges in adopting them for the advanced technology nodes. One of the major challenges in scaling MRAM devices is caused by the ever increasing resistances of interconnects. In this paper, we first study the impact of shrunk interconnect dimensions on MRAM performance at various technology nodes. Then, we investigate the impact of various potential back-end-of-the-line (BEOL) technology solutions at the 7nm node. Based on interconnect resistance values from TCAD simulations and MRAM device characteristics from experimentally validated/calibrated physical models, we quantify the potential array-level performance of MRAM using SPICE simulations. We project that some potential BEOL technology solutions can reduce the write energy by up to 34.6% with spin-orbit torque (SOT) MRAM, and 29.0% with spin-transfer torque (STT) MRAM. We also observe up to 21.4% reduction in the read energy of the SOT-MRAM arrays.
Author Naeemi, Azad
Kumar, Piyush
Narla, Siri
Shim, Da Eun
Author_xml – sequence: 1
  givenname: Piyush
  orcidid: 0000-0003-0760-7166
  surname: Kumar
  fullname: Kumar, Piyush
  organization: School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA
– sequence: 2
  givenname: Da Eun
  surname: Shim
  fullname: Shim, Da Eun
  organization: School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA
– sequence: 3
  givenname: Siri
  orcidid: 0000-0003-0039-9026
  surname: Narla
  fullname: Narla, Siri
  organization: School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA
– sequence: 4
  givenname: Azad
  orcidid: 0000-0003-4774-9046
  surname: Naeemi
  fullname: Naeemi, Azad
  organization: School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA
BookMark eNpVkUtvFDEQhC0UJELIH0AcLHH2xq8Zj49heS1KhARB4mb12O3NLDP2Mp495N_jZKMonNpq11ddUr0mJyknJOSt4CshuL349nv9cb2SXOqVUo1pZfOCnEolLbNSiZNn71fkvJQd51w0RhtjT8m0mfbgF5ojvUF_m_KYt3f0p4dxSFsKKdAP4P8wTIHlyJZbZPUD_9Pm8bAMORWaE72GbcJl8PRHRfPELr3HUug1TnkesLwhLyOMBc8f5xn59fnTzforu_r-ZbO-vGK-5l8YopC2l0qB1WBiA5p73gpvIYYWfGhb4NYaZbiPXd9B2xtUDY9RBN7bTqozsjn6hgw7t5-HCeY7l2FwD4s8bx3MNeaIzjfGo7Sy113QXPYdhoDGg-5aI3UM1ev90Ws_578HLIvb5cOcanxXsVYa0XFTVfKo8nMuZcb4dFVwd9-Se2jJ3bfkHluq0LsjNCDiM0ALWXXqH-r8kAI
CODEN IJESQ5
Cites_doi 10.1109/ted.2022.3159767
10.1109/isscc.2013.6487706
10.1063/1.4753947
10.1063/5.0013737
10.1002/adma.202001943
10.1109/iedm13553.2020.9371979
10.1109/ted.2022.3231569
10.1109/ted.2017.2687524
10.1109/iedm13553.2020.9372068
10.1109/jxcdc.2020.2985314
10.1109/ted.2016.2554561
10.1109/iitc-amc.2016.7507698
10.7567/apex.10.013007
10.23919/vlsic.2019.8778100
10.1126/sciadv.adg9819
10.1109/iedm13553.2020.9371945
10.1109/iedm.2018.8614635
10.1038/nmat2804
10.1109/ted.2023.3261828
10.1103/physrevapplied.9.011002
10.1016/j.mejo.2016.04.006
10.1063/5.0101265
10.1002/qute.202000024
10.1109/isscc.2017.7870428
10.1109/iscas.2018.8351767
10.1038/nmat1257
10.1109/iscas.2017.8050316
10.1109/iedm19573.2019.8993474
10.1109/mssc.2016.2546199
10.1109/iitc.2018.8430289
10.1109/tmag.2016.2580532
10.1109/drc52342.2021.9467160
ContentType Journal Article
Copyright Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2024
Copyright_xml – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2024
DBID 97E
ESBDL
RIA
RIE
AAYXX
CITATION
7SP
8FD
L7M
DOA
DOI 10.1109/JXCDC.2024.3357625
DatabaseName IEEE All-Society Periodicals Package (ASPP) 2005-present
IEEE Xplore Open Access Journals
IEEE All-Society Periodicals Package (ASPP) 1998–Present
IEEE Electronic Library Online
CrossRef
Electronics & Communications Abstracts
Technology Research Database
Advanced Technologies Database with Aerospace
Directory of Open Access Journals
DatabaseTitle CrossRef
Technology Research Database
Advanced Technologies Database with Aerospace
Electronics & Communications Abstracts
DatabaseTitleList Technology Research Database


Database_xml – sequence: 1
  dbid: DOA
  name: Directory of Open Access Journals
  url: http://www.doaj.org/
  sourceTypes: Open Website
– sequence: 2
  dbid: ESBDL
  name: IEEE Xplore Open Access Journals
  url: https://ieeexplore.ieee.org/
  sourceTypes: Publisher
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 2329-9231
EndPage 1
ExternalDocumentID oai_doaj_org_article_c57ce292b48d402b8edde7ca486724fd
10_1109_JXCDC_2024_3357625
10412202
Genre orig-research
GrantInformation_xml – fundername: Semiconductor Research Corporation
  funderid: 10.13039/100000028
GroupedDBID 0R~
6IK
97E
AAJGR
ABVLG
ALMA_UNASSIGNED_HOLDINGS
BEFXN
BFFAM
BGNUA
BKEBE
BPEOZ
EBS
ESBDL
GROUPED_DOAJ
IEDLZ
IFIPE
IPLJI
JAVBF
M~E
O9-
OCL
OK1
RIA
RIC
RIE
RIG
AAYXX
CITATION
EJD
7SP
8FD
L7M
ID FETCH-LOGICAL-c357t-ee129b233a94a7f5a40c061c9afd6acd66a0997370cf8b8a6b7e350ff1d0b9823
IEDL.DBID ESBDL
ISSN 2329-9231
IngestDate Tue Oct 22 14:58:06 EDT 2024
Thu Oct 10 19:46:07 EDT 2024
Fri Aug 23 02:26:29 EDT 2024
Wed Jun 26 19:40:06 EDT 2024
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c357t-ee129b233a94a7f5a40c061c9afd6acd66a0997370cf8b8a6b7e350ff1d0b9823
ORCID 0000-0003-0760-7166
0000-0003-0039-9026
0000-0003-4774-9046
OpenAccessLink https://ieeexplore.ieee.org/document/10412202
PQID 2926271807
PQPubID 4437230
PageCount 1
ParticipantIDs ieee_primary_10412202
crossref_primary_10_1109_JXCDC_2024_3357625
proquest_journals_2926271807
doaj_primary_oai_doaj_org_article_c57ce292b48d402b8edde7ca486724fd
PublicationCentury 2000
PublicationDate 2024-01-01
PublicationDateYYYYMMDD 2024-01-01
PublicationDate_xml – month: 01
  year: 2024
  text: 2024-01-01
  day: 01
PublicationDecade 2020
PublicationPlace Piscataway
PublicationPlace_xml – name: Piscataway
PublicationTitle IEEE journal on exploratory solid-state computational devices and circuits
PublicationTitleAbbrev JXCDC
PublicationYear 2024
Publisher IEEE
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher_xml – name: IEEE
– name: The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
References ref13
ref35
Donahue (ref11) 2022
ref12
ref34
ref15
ref14
ref31
ref30
(ref28) 2022
ref33
ref10
ref32
ref2
ref1
ref17
ref16
ref19
ref18
ref24
ref23
ref26
ref25
ref22
ref21
ref27
ref29
ref8
ref7
(ref20) 2023
ref9
ref4
ref3
ref6
ref5
References_xml – ident: ref10
  doi: 10.1109/ted.2022.3159767
– ident: ref31
  doi: 10.1109/isscc.2013.6487706
– volume-title: OOMMF User’s Guide, Version 1.0
  year: 2022
  ident: ref11
  contributor:
    fullname: Donahue
– ident: ref16
  doi: 10.1063/1.4753947
– ident: ref24
  doi: 10.1063/5.0013737
– ident: ref6
  doi: 10.1002/adma.202001943
– ident: ref9
  doi: 10.1109/iedm13553.2020.9371979
– ident: ref19
  doi: 10.1109/ted.2022.3231569
– ident: ref21
  doi: 10.1109/ted.2017.2687524
– volume-title: Coventor Semulator3D 8.001 User Guide
  year: 2023
  ident: ref20
– ident: ref7
  doi: 10.1109/iedm13553.2020.9372068
– ident: ref34
  doi: 10.1109/jxcdc.2020.2985314
– ident: ref22
  doi: 10.1109/ted.2016.2554561
– ident: ref30
  doi: 10.1109/iitc-amc.2016.7507698
– ident: ref3
  doi: 10.7567/apex.10.013007
– ident: ref4
  doi: 10.23919/vlsic.2019.8778100
– ident: ref35
  doi: 10.1126/sciadv.adg9819
– ident: ref23
  doi: 10.1109/iedm13553.2020.9371945
– ident: ref2
  doi: 10.1109/iedm.2018.8614635
– volume-title: Predictive Technology Model
  year: 2022
  ident: ref28
– ident: ref13
  doi: 10.1038/nmat2804
– ident: ref26
  doi: 10.1109/ted.2023.3261828
– ident: ref15
  doi: 10.1103/physrevapplied.9.011002
– ident: ref29
  doi: 10.1016/j.mejo.2016.04.006
– ident: ref8
  doi: 10.1063/5.0101265
– ident: ref17
  doi: 10.1002/qute.202000024
– ident: ref5
  doi: 10.1109/isscc.2017.7870428
– ident: ref14
  doi: 10.1109/iscas.2018.8351767
– ident: ref18
  doi: 10.1038/nmat1257
– ident: ref32
  doi: 10.1109/iscas.2017.8050316
– ident: ref1
  doi: 10.1109/iedm19573.2019.8993474
– ident: ref33
  doi: 10.1109/mssc.2016.2546199
– ident: ref25
  doi: 10.1109/iitc.2018.8430289
– ident: ref12
  doi: 10.1109/tmag.2016.2580532
– ident: ref27
  doi: 10.1109/drc52342.2021.9467160
SSID ssj0001574779
Score 2.3064463
Snippet While magnetic random-access memories (MRAMs) are promising thanks to their non-volatility, relatively fast speeds, and high endurance, there are major...
While magnetic random-access memories (MRAMs) are promising because of their nonvolatility, relatively fast speeds, and high endurance, there are major...
SourceID doaj
proquest
crossref
ieee
SourceType Open Website
Aggregation Database
Publisher
StartPage 1
SubjectTerms Arrays
Back-end-of-the-line
Back-end-of-the-line (BEOL)
CAD
Computer aided design
Frequency modulation
Integrated circuit interconnections
interconnect
magnetic random access memory
magnetic random-access memory (MRAM)
Magnetic tunneling
Nodes
Performance evaluation
Random access memory
Resistance
spin-orbit torque
spin-orbit torque (SOT)
spin-transfer torque
spin-transfer torque (STT)
Switches
Torque
Wires
SummonAdditionalLinks – databaseName: Directory of Open Access Journals
  dbid: DOA
  link: http://sdu.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1NT9wwELWAExxQS0FdSpEP3Cqzju3E9hF2FwHScugWiZs18UcPFVnEwv_v2MnSrXrg0mviaOIZe2ae5XlDyFmsACF1DbjFdc0UAmUGIgFD1xejwBzBl_Kx64W-ezDTWabJeWv1le-E9fTAveLGvtY-CitaZQJindZE3JA6c3E3WqgUivflzQaY6uuDMU3Wdl0lw-349mEynSAeFOpcSkyyc2_sjUhUCPuHDiv_uOUSa64-kP0hSaQX_c99JFuxOyB7G9SBn8jjTSlvpMtE_5yO0wVqHF9T6AK9BP-LzbrAlolhlscQdca_xq4XHV12dA4_u1zOSL_jp-g2L0ofRTrP93ARSx-S-6vZj8k1G1onMI-Te2ExYhxvhZRgFehUg-IeI7e3kEIDPjQN5JJZqblPpjXQtDrKmqdUBd5aI-QR2emWXfxMaMstwrIMDTkoLa2pfDBgJOi2gqTkiHxbq9E99QwZriALbl1RustKd4PSR-Qya_ptZGa3Lg_Q5m6wuXvP5iNymO20IU5VAqWMyMnacG7YiisnMiMiRmCuj_-H7C9kN8-nP4U5ITsvz6_xK9lehdfTsgR_AxCe3WE
  priority: 102
  providerName: Directory of Open Access Journals
Title Impact of Technology Scaling and Back-end-of-the-line Technology Solutions on Magnetic Random-Access Memories
URI https://ieeexplore.ieee.org/document/10412202
https://www.proquest.com/docview/2926271807
https://doaj.org/article/c57ce292b48d402b8edde7ca486724fd
Volume 10
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://sdu.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1Lb9QwELZge4FDgVLUhbLyobfKxbGd2D52H1VbtRxYkHqzJn5wqJog2v3_HXuz7SLEgVuU2Erkz_P4Jp4ZQo5iBUipa0AR1zVTSJQZiAQMVV-MAn0EX9LHzpf6642ZL3KZHPaUCxNjLIfP4km-LP_yQ-9XOVSGEq4qIXLpyB2h0XEekZ3Fcjq_eg6q1Ogda7tJjuH2y-XNbD5DGijUiZToW-eW2FsGqNTpHxqr_KWNi4k5e_OfH_eW7A6-JD1dg_-OvIjdHnm9VWHwPbm7KFmQtE_0OYhOlwgMPqbQBToFf8tiF1ifGDqDLLudf4zd7E3ad_QafnY565F-w6moXU9Lu0V6nY_rIuXeJz_OFt9n52zosMA8LsYDixHNfSukBKtApxoU92jgvYUUGvChaSBn1krNfTKtgabVUdY8pSrw1hohP5BR13fxgNCWW2RvmUFyUFpaU_lgwEjQbQVJyTE53iy7-7UupOEKAeHWFZBcBskNII3JNCPzNDIXwS43cMndIFPO19pHYUWrTEAa3JqIulrnMu2NFiqFMdnPMG29bo3QmBxugHaDxN47kQsnoqHm-uM_pn0ir_InruMvh2T08HsVP5OX92E1KUx-MuzGSUkifAQLpt2a
link.rule.ids 315,782,786,798,866,2106,27642,27933,27934,54767,54942
linkProvider IEEE
linkToHtml http://sdu.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1Lb9QwELZgewAOPItYKOADN-Ti2E5sH7uPagu7PbBF6s2a-NEDIkG0-_8Ze7PtIsSBW5TYSuTP8_gmnhlCPsQKkFLXgCKua6aQKDMQCRiqvhgF-gi-pI8t1vr80szmuUwOu82FiTGWw2fxOF-Wf_mh95scKkMJV5UQuXTkAdIaJUbkYL6ezJZ3QZUavWNtd8kx3H76fDmdTZEGCnUsJfrWuSX2ngEqdfqHxip_aeNiYk6f_OfHPSWPB1-SnmzBf0buxe45ebRXYfAF-XFWsiBpn-hdEJ2uERh8TKELdAL-O4tdYH1i6Ayy7Hb-MXa3N2nf0RVcdTnrkX7FqahdT0q7RbrKx3WRch-Sb6fzi-mCDR0WmMfFuGExorlvhZRgFehUg-IeDby3kEIDPjQN5MxaqblPpjXQtDrKmqdUBd5aI-RLMur6Lr4itOUW2VtmkByUltZUPhgwEnRbQVJyTD7ult393BbScIWAcOsKSC6D5AaQxmSSkbkdmYtglxu45G6QKedr7aOwolUmIA1uTURdrXOZ9kYLlcKYHGaY9l63RWhMjnZAu0Fir53IhRPRUHP9-h_T3pMHi4vV0i3Pzr-8IQ_z525jMUdkdPNrE9-S-9dh827Yk78BKpjekQ
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Impact+of+Technology+Scaling+and+Back-end-of-the-line+Technology+Solutions+on+Magnetic+Random-Access+Memories&rft.jtitle=IEEE+journal+on+exploratory+solid-state+computational+devices+and+circuits&rft.au=Kumar%2C+Piyush&rft.au=Shim%2C+Da+Eun&rft.au=Narla%2C+Siri&rft.au=Naeemi%2C+Azad&rft.date=2024-01-01&rft.pub=IEEE&rft.eissn=2329-9231&rft.spage=1&rft.epage=1&rft_id=info:doi/10.1109%2FJXCDC.2024.3357625&rft.externalDocID=10412202
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2329-9231&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2329-9231&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2329-9231&client=summon