Neural Synaptic Weighting With a Pulse-Based Memristor Circuit
A pulse-based programmable memristor circuit for implementing synaptic weights for artificial neural networks is proposed. In the memristor weighting circuit, both positive and negative multiplications are performed via a charge-dependent Ohm's law (). The circuit is composed of five memristors...
Saved in:
| Published in | IEEE transactions on circuits and systems. I, Regular papers Vol. 59; no. 1; pp. 148 - 158 |
|---|---|
| Main Authors | , , , , |
| Format | Journal Article |
| Language | English |
| Published |
New York
IEEE
01.01.2012
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subjects | |
| Online Access | Get full text |
Cover
Loading…
| Abstract | A pulse-based programmable memristor circuit for implementing synaptic weights for artificial neural networks is proposed. In the memristor weighting circuit, both positive and negative multiplications are performed via a charge-dependent Ohm's law (). The circuit is composed of five memristors with bridge-like connections and operates like an artificial synapse with pulse-based processing and adjustability. The sign switching pulses, weight setting pulses and synaptic processing pulses are applied through a shared input terminal. Simulations are done with both linear memristor and window-based nonlinear memristor models. |
|---|---|
| AbstractList | A pulse-based programmable memristor circuit for implementing synaptic weights for artificial neural networks is proposed. In the memristor weighting circuit, both positive and negative multiplications are performed via a charge-dependent Ohm's law ( v = M ( q ) i ). The circuit is composed of five memristors with bridge-like connections and operates like an artificial synapse with pulse-based processing and adjustability. The sign switching pulses, weight setting pulses and synaptic processing pulses are applied through a shared input terminal. Simulations are done with both linear hbox TiO 2 memristor and window-based nonlinear memristor models. A pulse-based programmable memristor circuit for implementing synaptic weights for artificial neural networks is proposed. In the memristor weighting circuit, both positive and negative multiplications are performed via a charge-dependent Ohm's law (). The circuit is composed of five memristors with bridge-like connections and operates like an artificial synapse with pulse-based processing and adjustability. The sign switching pulses, weight setting pulses and synaptic processing pulses are applied through a shared input terminal. Simulations are done with both linear memristor and window-based nonlinear memristor models. A pulse-based programmable memristor circuit for implementing synaptic weights for artificial neural networks is proposed. In the memristor weighting circuit, both positive and negative multiplications are performed via a charge-dependent Ohm's law ([Formula Omitted]). The circuit is composed of five memristors with bridge-like connections and operates like an artificial synapse with pulse-based processing and adjustability. The sign switching pulses, weight setting pulses and synaptic processing pulses are applied through a shared input terminal. Simulations are done with both linear [Formula Omitted] memristor and window-based nonlinear memristor models. |
| Author | Sah, Maheshwar Changju Yang Chua, Leon O. Roska, Tamás Hyongsuk Kim |
| Author_xml | – sequence: 1 surname: Hyongsuk Kim fullname: Hyongsuk Kim email: hskim@jbnu.ac.kr organization: Div. of Electron. & Inf. Eng., Chonbuk Nat. Univ., Jeonju, South Korea – sequence: 2 givenname: Maheshwar surname: Sah fullname: Sah, Maheshwar organization: Div. of Electron. & Inf. Eng., Chonbuk Nat. Univ., Jeonju, South Korea – sequence: 3 surname: Changju Yang fullname: Changju Yang organization: Div. of Electron. & Inf. Eng., Chonbuk Nat. Univ., Jeonju, South Korea – sequence: 4 givenname: Tamás surname: Roska fullname: Roska, Tamás email: roska@sztaki.hu organization: Comput. & Autom. Res. Inst., Budapest, Hungary – sequence: 5 givenname: Leon O. surname: Chua fullname: Chua, Leon O. email: chua@eecs.berkeley.edu organization: Dept. of Electr. Eng. & Comput. Sci., Univ. of California, Berkeley, CA, USA |
| BookMark | eNpdkMtOwzAQRS1UJNrCByA2ESs2KTN2YscbJIh4VCoPqUVdRk7qtK7SpNjJon-Po1YsWM1Ic-_MnTMig7qpNSHXCBNEkPeLdD6dUECcUOTIOJyRIcZxEkICfND3kQwTRpMLMnJuC0AlMByShw_dWVUF80Ot9q0pgqU2601r6nWwNO0mUMFXVzkdPimnV8G73lnj2sYGqbFFZ9pLcl4qP7861TH5fnlepG_h7PN1mj7OwoIJ1vrDjLM4x5JFiAn4GByELKOcYaSFBL7CskQlY0FzEBwjuRL5CpTiBRecUjYmd8e9e9v8dNq12c64QleVqnXTuQzBQ_DfC-mlt_-k26aztU-XSYyBxj2fMcGjqLCNc1aX2d6anbIHvynrgWY90KwHmp2Aes_N0WO01n_6WAouE8l-AVRVcAo |
| CODEN | ITCSCH |
| CitedBy_id | crossref_primary_10_1002_cplx_21554 crossref_primary_10_1016_j_jfranklin_2018_06_026 crossref_primary_10_1016_j_mssp_2022_107183 crossref_primary_10_1155_2022_5429513 crossref_primary_10_1109_TNANO_2015_2473666 crossref_primary_10_1007_s11071_021_07131_6 crossref_primary_10_1002_jnm_2009 crossref_primary_10_1016_j_neucom_2018_12_049 crossref_primary_10_1021_acs_nanolett_1c03684 crossref_primary_10_1016_j_aeue_2021_153698 crossref_primary_10_1016_j_neucom_2021_04_077 crossref_primary_10_1109_TCYB_2021_3108805 crossref_primary_10_1186_1556_276X_9_629 crossref_primary_10_1109_TNNLS_2021_3112068 crossref_primary_10_1109_TCSI_2013_2249172 crossref_primary_10_1109_JSEN_2020_3043305 crossref_primary_10_2174_1874129001812010132 crossref_primary_10_1016_j_neucom_2017_02_059 crossref_primary_10_1007_s11571_016_9385_1 crossref_primary_10_7498_aps_63_048401 crossref_primary_10_1049_joe_2013_0183 crossref_primary_10_1063_1_4826277 crossref_primary_10_1109_TVLSI_2018_2844463 crossref_primary_10_1016_j_cnsns_2013_05_016 crossref_primary_10_1016_j_scs_2021_102849 crossref_primary_10_1109_TCSII_2013_2268376 crossref_primary_10_1109_TNNLS_2019_2892385 crossref_primary_10_1016_j_neucom_2014_03_027 crossref_primary_10_17341_gazimmfd_516656 crossref_primary_10_7498_aps_64_108502 crossref_primary_10_1016_j_neunet_2017_11_005 crossref_primary_10_1016_j_surfin_2022_102014 crossref_primary_10_1142_S021812662050228X crossref_primary_10_1063_1_4922624 crossref_primary_10_1007_s00521_022_07170_z crossref_primary_10_1109_TCYB_2021_3104345 crossref_primary_10_1109_TCSI_2015_2418836 crossref_primary_10_1016_j_neunet_2014_12_002 crossref_primary_10_3390_s17010016 crossref_primary_10_1016_j_neucom_2017_03_065 crossref_primary_10_1088_0268_1242_30_1_015007 crossref_primary_10_1049_iet_cds_2015_0357 crossref_primary_10_7498_aps_63_178101 crossref_primary_10_1109_TNNLS_2014_2361776 crossref_primary_10_1142_S0217984918500288 crossref_primary_10_1109_TNNLS_2012_2204770 crossref_primary_10_1007_s11063_017_9777_1 crossref_primary_10_1063_1_5143071 crossref_primary_10_1109_JETCAS_2015_2426511 crossref_primary_10_1016_j_jfranklin_2018_11_040 crossref_primary_10_1186_s11671_023_03901_w crossref_primary_10_1007_s00521_016_2715_8 crossref_primary_10_1109_TCYB_2014_2350977 crossref_primary_10_1016_j_neunet_2013_09_002 crossref_primary_10_1002_cta_2205 crossref_primary_10_1002_jnm_3231 crossref_primary_10_1142_S0218127418500918 crossref_primary_10_3389_fphy_2021_798971 crossref_primary_10_1109_TNNLS_2016_2552640 crossref_primary_10_1016_j_jfranklin_2019_12_014 crossref_primary_10_1109_TCYB_2020_3011527 crossref_primary_10_1007_s11071_020_05991_y crossref_primary_10_1063_5_0159391 crossref_primary_10_1109_TCSI_2015_2388833 crossref_primary_10_3390_electronics12071654 crossref_primary_10_4316_AECE_2019_02010 crossref_primary_10_1016_j_isatra_2021_08_033 crossref_primary_10_1145_3380969 crossref_primary_10_1049_iet_cds_2017_0427 crossref_primary_10_3389_fphy_2021_690944 crossref_primary_10_1016_j_neucom_2018_11_043 crossref_primary_10_1063_1_4963830 crossref_primary_10_3390_mi10100671 crossref_primary_10_1016_j_neucom_2021_05_062 crossref_primary_10_1016_j_neunet_2017_05_003 crossref_primary_10_3390_mi13122074 crossref_primary_10_1109_TNNLS_2020_2978542 crossref_primary_10_1002_admt_201900080 crossref_primary_10_1109_TVLSI_2018_2890591 crossref_primary_10_3389_fnano_2021_645995 crossref_primary_10_1016_j_aeue_2017_07_039 crossref_primary_10_3389_fnins_2022_922086 crossref_primary_10_1016_j_neunet_2017_05_009 crossref_primary_10_1155_2017_1609787 crossref_primary_10_1049_iet_cds_2018_5191 crossref_primary_10_1016_j_jfranklin_2016_06_002 crossref_primary_10_1016_j_neunet_2019_05_014 crossref_primary_10_1109_TNNLS_2014_2305440 crossref_primary_10_1016_j_cjph_2024_02_049 crossref_primary_10_3390_sym12030437 crossref_primary_10_1109_TCAD_2016_2618866 crossref_primary_10_1109_TSMC_2020_2964605 crossref_primary_10_1109_TNNLS_2012_2219554 crossref_primary_10_1109_ACCESS_2016_2566928 crossref_primary_10_3390_electronics7080141 crossref_primary_10_1140_epjst_e2018_700122_3 crossref_primary_10_1016_j_neunet_2018_03_001 crossref_primary_10_1007_s10825_023_02007_x crossref_primary_10_1016_j_neucom_2013_05_036 crossref_primary_10_1016_j_jfranklin_2022_03_041 crossref_primary_10_3390_s16081320 crossref_primary_10_1109_TFUZZ_2013_2290140 crossref_primary_10_1186_1687_1847_2013_258 crossref_primary_10_1109_TNANO_2023_3322200 crossref_primary_10_1088_1674_4926_38_10_104005 crossref_primary_10_3390_s21020644 crossref_primary_10_1186_s40580_023_00380_8 crossref_primary_10_1049_iet_cds_2018_5062 crossref_primary_10_1038_s41598_020_62642_3 crossref_primary_10_1007_s12555_018_0936_6 crossref_primary_10_1109_TCSI_2012_2189057 crossref_primary_10_1109_TCSI_2012_2189058 crossref_primary_10_1016_j_neunet_2016_10_008 crossref_primary_10_1109_TNNLS_2017_2688404 crossref_primary_10_1016_j_neunet_2015_07_016 crossref_primary_10_3390_mi12060690 crossref_primary_10_3390_electronics9050864 crossref_primary_10_1007_s11071_018_4291_1 crossref_primary_10_1016_j_neunet_2013_08_002 crossref_primary_10_1016_j_pisc_2015_11_021 crossref_primary_10_1109_ACCESS_2021_3075341 crossref_primary_10_1016_j_jfranklin_2018_04_011 crossref_primary_10_1109_TFUZZ_2020_3048576 crossref_primary_10_1109_TIE_2014_2356439 crossref_primary_10_1109_TNNLS_2019_2908755 crossref_primary_10_1109_TIE_2013_2275966 crossref_primary_10_1080_21642583_2013_879842 crossref_primary_10_1016_j_jfranklin_2018_05_058 crossref_primary_10_1109_TCYB_2016_2586115 crossref_primary_10_1109_TCSI_2013_2244320 crossref_primary_10_1016_j_neucom_2022_07_044 crossref_primary_10_1007_s12555_018_0225_4 crossref_primary_10_1007_s42341_019_00116_8 crossref_primary_10_1016_j_mejo_2013_10_001 crossref_primary_10_3390_math11030684 crossref_primary_10_1016_j_neucom_2015_03_018 crossref_primary_10_1063_1_4921168 crossref_primary_10_1109_TSMC_2018_2850157 crossref_primary_10_1063_5_0138920 crossref_primary_10_1109_JETCAS_2015_2426497 crossref_primary_10_1109_JETCAS_2023_3312163 crossref_primary_10_7498_aps_63_098402 crossref_primary_10_1080_00207179_2017_1333155 crossref_primary_10_1016_j_chaos_2021_111324 crossref_primary_10_1016_j_neucom_2014_05_027 crossref_primary_10_1007_s11063_012_9263_8 crossref_primary_10_1016_j_microrel_2020_113708 crossref_primary_10_1007_s11063_023_11431_w crossref_primary_10_1088_1674_4926_38_11_114008 crossref_primary_10_1007_s11071_019_04890_1 crossref_primary_10_1007_s10470_012_9947_z crossref_primary_10_1007_s00034_013_9659_3 crossref_primary_10_1016_j_neucom_2019_10_100 crossref_primary_10_1109_TNANO_2014_2314126 crossref_primary_10_1109_TETC_2015_2420353 crossref_primary_10_5573_JSTS_2014_14_3_356 crossref_primary_10_1109_TVLSI_2013_2277715 crossref_primary_10_1109_TCSI_2014_2359717 crossref_primary_10_1109_TCSI_2017_2729787 crossref_primary_10_1016_j_aeue_2019_01_013 crossref_primary_10_1109_TNNLS_2019_2899262 crossref_primary_10_1088_1674_1056_24_11_118401 crossref_primary_10_1007_s11071_014_1498_7 crossref_primary_10_1088_1757_899X_894_1_012002 crossref_primary_10_3390_mi14111990 crossref_primary_10_1016_j_vlsi_2022_12_004 crossref_primary_10_1109_TNNLS_2013_2296777 crossref_primary_10_1007_s11063_020_10338_0 crossref_primary_10_1007_s11431_015_5981_2 crossref_primary_10_1109_TNANO_2022_3153518 crossref_primary_10_1155_2018_6427870 crossref_primary_10_1016_j_neunet_2014_10_004 crossref_primary_10_1109_TSMC_2014_2343911 crossref_primary_10_1063_1_5119148 crossref_primary_10_1155_2020_4624792 crossref_primary_10_1109_TCSI_2021_3130938 crossref_primary_10_1016_j_bmt_2022_11_006 crossref_primary_10_1109_ACCESS_2021_3122973 crossref_primary_10_1109_TCSI_2017_2692519 crossref_primary_10_1088_1361_6463_ab24a7 crossref_primary_10_1109_TNNLS_2022_3217461 crossref_primary_10_1007_s00034_014_9758_9 crossref_primary_10_1016_j_mejo_2013_11_017 crossref_primary_10_1109_TCSI_2012_2188957 crossref_primary_10_1109_TCSI_2016_2570819 crossref_primary_10_1145_3486674 crossref_primary_10_1016_j_neucom_2014_12_085 crossref_primary_10_1109_TCSI_2014_2304653 crossref_primary_10_1109_TCSI_2017_2780826 crossref_primary_10_1109_TNNLS_2014_2345125 crossref_primary_10_1002_aelm_202300508 crossref_primary_10_1109_ACCESS_2020_2977262 crossref_primary_10_1016_j_mejo_2022_105674 crossref_primary_10_1016_j_neucom_2015_03_057 crossref_primary_10_1016_j_neucom_2020_01_066 crossref_primary_10_1109_TED_2022_3160940 crossref_primary_10_1016_j_neucom_2016_10_012 crossref_primary_10_1109_TNANO_2017_2741504 crossref_primary_10_1155_2013_429402 crossref_primary_10_1007_s42452_019_1888_z crossref_primary_10_3389_fncom_2017_00081 crossref_primary_10_1016_j_cnsns_2014_06_029 crossref_primary_10_1109_TNNLS_2013_2280458 crossref_primary_10_1142_S0218127413300176 crossref_primary_10_1016_j_jfranklin_2014_01_003 crossref_primary_10_1109_TCSI_2021_3121555 crossref_primary_10_1016_j_neunet_2020_03_014 crossref_primary_10_1145_3233987 crossref_primary_10_1049_iet_cta_2017_0021 crossref_primary_10_1109_MDAT_2019_2917178 crossref_primary_10_1109_ACCESS_2021_3139633 crossref_primary_10_1088_1674_1056_23_11_118402 crossref_primary_10_1088_1674_1056_23_11_118401 crossref_primary_10_1155_2018_4140762 crossref_primary_10_1016_j_neucom_2017_06_049 crossref_primary_10_1016_j_neucom_2017_09_014 crossref_primary_10_1016_j_neunet_2014_03_009 crossref_primary_10_3390_polym15040896 crossref_primary_10_1109_TCYB_2019_2947859 crossref_primary_10_1007_s00521_016_2176_0 crossref_primary_10_1088_0022_3727_46_9_093001 crossref_primary_10_1007_s11063_020_10356_y crossref_primary_10_1016_j_jestch_2021_09_008 crossref_primary_10_1002_adfm_202306030 crossref_primary_10_1088_1674_1056_22_8_088501 crossref_primary_10_1142_S0218127414300067 crossref_primary_10_1007_s00521_013_1395_x crossref_primary_10_1109_ACCESS_2022_3146419 crossref_primary_10_1088_0268_1242_29_10_104010 crossref_primary_10_1109_JETCAS_2016_2547780 crossref_primary_10_1016_j_neucom_2014_12_077 crossref_primary_10_1016_j_neucom_2014_04_009 crossref_primary_10_1002_jnm_2183 crossref_primary_10_1016_j_cjph_2021_03_009 crossref_primary_10_1109_TNNLS_2013_2280556 crossref_primary_10_3103_S1060992X21010070 |
| Cites_doi | 10.1109/TCSII.2010.2041816 10.1109/TCSI.2010.2078710 10.1109/4.597292 10.1021/nl901874j 10.1109/TCSII.2010.2083150 10.1109/CNNA.2010.5430324 10.1038/nature06932 10.1109/TCAD.2010.2042900 10.1109/31.7601 10.1088/0957-4484/18/36/365202 10.1117/12.205116 10.1109/IJCNN.1989.118698 10.1109/TCSI.2005.853263 10.1109/ICNN.1994.374522 10.1109/TCSI.2009.2038539 10.1109/82.222815 10.1109/PROC.1976.10092 10.1109/TCSII.2009.2036544 10.1109/TCAD.2010.2042891 10.1142/S0218127409025031 10.1088/0143-0807/30/4/001 10.1109/TCT.1971.1083337 10.1109/TCSI.2003.808908 10.1038/nature08940 10.1109/31.7600 10.1109/CNNA.2010.5430320 10.1021/nl904092h |
| ContentType | Journal Article |
| Copyright | Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) Jan 2012 |
| Copyright_xml | – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) Jan 2012 |
| DBID | 97E RIA RIE AAYXX CITATION 7SP 8FD L7M F28 FR3 |
| DOI | 10.1109/TCSI.2011.2161360 |
| DatabaseName | IEEE All-Society Periodicals Package (ASPP) 2005-present IEEE All-Society Periodicals Package (ASPP) 1998-Present IEEE Electronic Library Online CrossRef Electronics & Communications Abstracts Technology Research Database Advanced Technologies Database with Aerospace ANTE: Abstracts in New Technology & Engineering Engineering Research Database |
| DatabaseTitle | CrossRef Technology Research Database Advanced Technologies Database with Aerospace Electronics & Communications Abstracts Engineering Research Database ANTE: Abstracts in New Technology & Engineering |
| DatabaseTitleList | Engineering Research Database Technology Research Database |
| Database_xml | – sequence: 1 dbid: RIE name: IEEE Electronic Library Online url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/ sourceTypes: Publisher |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering |
| EISSN | 1558-0806 |
| EndPage | 158 |
| ExternalDocumentID | 2557391831 10_1109_TCSI_2011_2161360 5976989 |
| Genre | orig-research |
| GroupedDBID | 0R~ 29I 4.4 5VS 6IK 97E AAJGR AASAJ ABQJQ ABVLG ACIWK AETIX AIBXA AKJIK ALMA_UNASSIGNED_HOLDINGS ATWAV BEFXN BFFAM BGNUA BKEBE BPEOZ EBS EJD HZ~ H~9 IFIPE IPLJI JAVBF M43 O9- OCL PZZ RIA RIE RIG RNS VJK XFK AAYXX CITATION 7SP 8FD L7M F28 FR3 |
| ID | FETCH-LOGICAL-c373t-833635b1f3411803286079f4b314e7906d1ff1a9572b076149d7bd0aa6c676223 |
| IEDL.DBID | RIE |
| ISSN | 1549-8328 |
| IngestDate | Fri Aug 16 21:22:42 EDT 2024 Thu Oct 10 17:45:29 EDT 2024 Fri Aug 23 01:04:28 EDT 2024 Wed Jun 26 19:19:58 EDT 2024 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 1 |
| Language | English |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c373t-833635b1f3411803286079f4b314e7906d1ff1a9572b076149d7bd0aa6c676223 |
| Notes | ObjectType-Article-2 SourceType-Scholarly Journals-1 ObjectType-Feature-1 content type line 23 |
| PQID | 915025161 |
| PQPubID | 85411 |
| PageCount | 11 |
| ParticipantIDs | ieee_primary_5976989 crossref_primary_10_1109_TCSI_2011_2161360 proquest_journals_915025161 proquest_miscellaneous_1010901179 |
| PublicationCentury | 2000 |
| PublicationDate | 2012-Jan. 2012-01-00 20120101 |
| PublicationDateYYYYMMDD | 2012-01-01 |
| PublicationDate_xml | – month: 01 year: 2012 text: 2012-Jan. |
| PublicationDecade | 2010 |
| PublicationPlace | New York |
| PublicationPlace_xml | – name: New York |
| PublicationTitle | IEEE transactions on circuits and systems. I, Regular papers |
| PublicationTitleAbbrev | TCSI |
| PublicationYear | 2012 |
| 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 ref12 ref15 ref14 kim (ref9) 2003; 50 kavehei (ref17) 2010 ref11 domnguez-castro (ref7) 1997; 32 ref2 ref1 xia (ref22) 2009; 9 ref16 ref19 wang (ref18) 2008 ref24 ref23 ref26 ref25 ref20 ref21 kim (ref10) 2005; 52 ref28 ref27 ref29 ref8 ref4 ref3 ref6 ref5 |
| References_xml | – ident: ref27 doi: 10.1109/TCSII.2010.2041816 – ident: ref29 doi: 10.1109/TCSI.2010.2078710 – volume: 32 start-page: 1013 year: 1997 ident: ref7 article-title: A 0.8-<formula formulatype="inline"><tex Notation="TeX">$\mu{\hbox{m}}$</tex></formula> CMOS two-dimensional programmable mixed-signal focal-plane array processor with on-chip binary imaging and instructions storage publication-title: IEEE J Solid-State Circuits doi: 10.1109/4.597292 contributor: fullname: domnguez-castro – volume: 9 start-page: 3640 year: 2009 ident: ref22 article-title: Memristor-CMOS hybrid integrated circuits for reconfigurable logic publication-title: Nano Lett doi: 10.1021/nl901874j contributor: fullname: xia – ident: ref26 doi: 10.1109/TCSII.2010.2083150 – ident: ref15 doi: 10.1109/CNNA.2010.5430324 – ident: ref11 doi: 10.1038/nature06932 – ident: ref20 doi: 10.1109/TCAD.2010.2042900 – ident: ref5 doi: 10.1109/31.7601 – year: 2008 ident: ref18 publication-title: Memristor for Introductory Physics contributor: fullname: wang – ident: ref28 doi: 10.1088/0957-4484/18/36/365202 – ident: ref3 doi: 10.1117/12.205116 – ident: ref1 doi: 10.1109/IJCNN.1989.118698 – volume: 52 start-page: 2208 year: 2005 ident: ref10 article-title: High-performance viterbi decoder with circularly connected 2-D CNN unilateral cell array publication-title: IEEE Trans Circuits Syst I doi: 10.1109/TCSI.2005.853263 contributor: fullname: kim – ident: ref2 doi: 10.1109/ICNN.1994.374522 – ident: ref24 doi: 10.1109/TCSI.2009.2038539 – ident: ref6 doi: 10.1109/82.222815 – ident: ref13 doi: 10.1109/PROC.1976.10092 – year: 2010 ident: ref17 publication-title: The fourth element Characteristics modeling and electromagnetic theory of the memristor contributor: fullname: kavehei – ident: ref8 doi: 10.1109/TCSII.2009.2036544 – ident: ref14 doi: 10.1109/TCAD.2010.2042891 – ident: ref19 doi: 10.1142/S0218127409025031 – ident: ref16 doi: 10.1088/0143-0807/30/4/001 – ident: ref12 doi: 10.1109/TCT.1971.1083337 – volume: 50 start-page: 429 year: 2003 ident: ref9 article-title: Analog addition/subtraction on the CNN-UM chip with short-time superimposition of input signals publication-title: IEEE Trans Circuits Syst I doi: 10.1109/TCSI.2003.808908 contributor: fullname: kim – ident: ref23 doi: 10.1038/nature08940 – ident: ref4 doi: 10.1109/31.7600 – ident: ref21 doi: 10.1109/CNNA.2010.5430320 – ident: ref25 doi: 10.1021/nl904092h |
| SSID | ssj0029031 |
| Score | 2.5337417 |
| Snippet | A pulse-based programmable memristor circuit for implementing synaptic weights for artificial neural networks is proposed. In the memristor weighting circuit,... |
| SourceID | proquest crossref ieee |
| SourceType | Aggregation Database Publisher |
| StartPage | 148 |
| SubjectTerms | Adjustability Circuits Computer simulation Integrated circuit modeling Joints Mathematical model memristor Memristors Noise programmable synapse pulse-based processing Resistance Switches Switching Synapses synaptic weight Terminals Titanium dioxide Transistors Weighting |
| Title | Neural Synaptic Weighting With a Pulse-Based Memristor Circuit |
| URI | https://ieeexplore.ieee.org/document/5976989 https://www.proquest.com/docview/915025161 https://search.proquest.com/docview/1010901179 |
| Volume | 59 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3dS8MwED_mnvTBrynWqVTwScyW9HN5EXQ4pjARtrG9lSZNcYidbO2D_vVe0m6K-uBbISENd8ndL5fL7wAuhMITdRA7hEmREM-RIRFUpMQXIknQPftc6vfOg8egP_Yepv60BlfrtzBKKZN8plr609zlJ3NZ6FBZG8Gvrne4ARsh5-VbrfXhilO35Eb1OMFV2qluMBnl7VF3eF-SdTqIb1zDRvnlg0xRlV-W2LiX3g4MVhMrs0peWkUuWvLjB2fjf2e-C9sVzrRvyoWxBzWV7cPWN_bBBlxrYg7sM3zPYjQc0p6YMCm22ZNZ_mzH9lOBjpPcoqNL7IF6NTQEC7s7W8hilh_AuHc36vZJVU6BSDd0c5SKi-hCsBQdF-toHr2Ahjz1hMs8FXIaJCxNWcz90BE6uuHxJBQJjeNABmgyHfcQ6tk8U0dgc5ry2BXSp0x5kplRPBxdcIGIQCoLLlcCjt5K1ozInDYoj7Q2Iq2NqNKGBQ0tsHXHSlYWNFcqiap9tYw44ldEZAGz4HzdihtC33LEmZoXS52zRrlhujv-e-AmbOLvnTKOcgL1fFGoU0QWuTgzS-oTO47Itg |
| link.rule.ids | 315,783,787,799,27936,27937,55086 |
| linkProvider | IEEE |
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1LSwMxEB6qHtSDryquzxU8iVuTfTYXQYtStVuEtrS3ZZPNYhG3UncP-uudZLdV1IO3QEIYZiaZbybJF4BTLjGj9mPbooInlmuLwOKEp5bHeZJgePaYUO-dw67fHrj3I29Ug_P5Wxgppb58Jhuqqc_yk4koVKnsAsGv-u9wAZYQVzf98rXWPL1ixCnZUV1moZ82qzNMSthFv9W7K-k6bUQ4juaj_IpC-luVX3uxDjC36xDORCvvlTw3ipw3xMcP1sb_yr4BaxXSNK9K19iEmsy2YPUb_2AdLhU1B47pvWcxbh3CHOpCKfaZw3H-ZMbmY4Gh07rGUJeYoXzRRARTszWeimKcb8Pg9qbfalvVhwqWcAInR604iC84TTF00aZi0vNJwFKXO9SVASN-QtOUxswLbK7qGy5LAp6QOPaFj5um7ezAYjbJ5C6YjKQsdrjwCJWuoHoWF2fnjCMmENKAs5mCo9eSNyPS-QZhkbJGpKwRVdYwoK4UNh9Y6cqA_ZlJomplvUUMESxiMp8acDLvxSWhzjniTE6KN3VrjTDNdbf398THsNzuh52oc9d92IcVFMUuqyoHsJhPC3mIOCPnR9q9PgHpaswB |
| 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=Neural+Synaptic+Weighting+With+a+Pulse-Based+Memristor+Circuit&rft.jtitle=IEEE+transactions+on+circuits+and+systems.+I%2C+Regular+papers&rft.au=Kim%2C+Hyongsuk&rft.au=Sah%2C+Maheshwar+Pd&rft.au=Yang%2C+Changju&rft.au=Roska%2C+Tam%C3%A1s&rft.date=2012-01-01&rft.issn=1549-8328&rft.eissn=1558-0806&rft.volume=59&rft.issue=1&rft.spage=148&rft.epage=158&rft_id=info:doi/10.1109%2FTCSI.2011.2161360&rft.externalDBID=n%2Fa&rft.externalDocID=10_1109_TCSI_2011_2161360 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1549-8328&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1549-8328&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1549-8328&client=summon |