{"id":"https://openalex.org/W4405022738","doi":"https://doi.org/10.1109/access.2024.3511492","title":"Trends and Challenges in Computing-in-Memory for Neural Network Model: A Review From Device Design to Application-Side Optimization","display_name":"Trends and Challenges in Computing-in-Memory for Neural Network Model: A Review From Device Design to Application-Side Optimization","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4405022738","doi":"https://doi.org/10.1109/access.2024.3511492"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3511492","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3511492","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2024.3511492","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009347312","display_name":"Ke Yu","orcid":"https://orcid.org/0000-0003-4598-582X"},"institutions":[{"id":"https://openalex.org/I31419693","display_name":"Kyungpook National University","ror":"https://ror.org/040c17130","country_code":"KR","type":"education","lineage":["https://openalex.org/I31419693"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Ke Yu","raw_affiliation_strings":["School of Electronic and Electrical Engineering, Kyungpook National University, Daegu, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Electrical Engineering, Kyungpook National University, Daegu, Republic of Korea","institution_ids":["https://openalex.org/I31419693"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004260617","display_name":"Sunmean Kim","orcid":"https://orcid.org/0000-0001-8240-5658"},"institutions":[{"id":"https://openalex.org/I31419693","display_name":"Kyungpook National University","ror":"https://ror.org/040c17130","country_code":"KR","type":"education","lineage":["https://openalex.org/I31419693"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sunmean Kim","raw_affiliation_strings":["School of Electronic and Electrical Engineering, Kyungpook National University, Daegu, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Electrical Engineering, Kyungpook National University, Daegu, Republic of Korea","institution_ids":["https://openalex.org/I31419693"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113492673","display_name":"Jun Rim Choi","orcid":null},"institutions":[{"id":"https://openalex.org/I31419693","display_name":"Kyungpook National University","ror":"https://ror.org/040c17130","country_code":"KR","type":"education","lineage":["https://openalex.org/I31419693"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jun Rim Choi","raw_affiliation_strings":["School of Electronic and Electrical Engineering, Kyungpook National University, Daegu, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Electrical Engineering, Kyungpook National University, Daegu, Republic of Korea","institution_ids":["https://openalex.org/I31419693"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5009347312"],"corresponding_institution_ids":["https://openalex.org/I31419693"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.9228,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.91673195,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"12","issue":null,"first_page":"186679","last_page":"186702"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":0.9843000173568726,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","score":0.9624000191688538,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7922258973121643},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5039975047111511},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.3923354744911194},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.36757418513298035},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.26405543088912964}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7922258973121643},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5039975047111511},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3923354744911194},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.36757418513298035},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26405543088912964}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3511492","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3511492","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:ccb414bd09d54b858e3f37bcd5ce3499","is_oa":true,"landing_page_url":"https://doaj.org/article/ccb414bd09d54b858e3f37bcd5ce3499","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 12, Pp 186679-186702 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3511492","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3511492","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320332195","display_name":"Samsung","ror":"https://ror.org/04w3jy968"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":120,"referenced_works":["https://openalex.org/W137413913","https://openalex.org/W2433248078","https://openalex.org/W2469230926","https://openalex.org/W2883084140","https://openalex.org/W2904405156","https://openalex.org/W2905557681","https://openalex.org/W2907492528","https://openalex.org/W2921329602","https://openalex.org/W2943365647","https://openalex.org/W2944987128","https://openalex.org/W2962814013","https://openalex.org/W2969649301","https://openalex.org/W2979040987","https://openalex.org/W2980688670","https://openalex.org/W2999399375","https://openalex.org/W3000301330","https://openalex.org/W3005658884","https://openalex.org/W3006586535","https://openalex.org/W3013080934","https://openalex.org/W3015980402","https://openalex.org/W3015982917","https://openalex.org/W3016014942","https://openalex.org/W3016765354","https://openalex.org/W3026786299","https://openalex.org/W3042963200","https://openalex.org/W3089015596","https://openalex.org/W3099871312","https://openalex.org/W3109818742","https://openalex.org/W3127994335","https://openalex.org/W3134526034","https://openalex.org/W3134756900","https://openalex.org/W3135701542","https://openalex.org/W3135839634","https://openalex.org/W3135906938","https://openalex.org/W3156205870","https://openalex.org/W3168997536","https://openalex.org/W3170773788","https://openalex.org/W3185238080","https://openalex.org/W3195182034","https://openalex.org/W3208788005","https://openalex.org/W4200568566","https://openalex.org/W4205587858","https://openalex.org/W4213019189","https://openalex.org/W4213072767","https://openalex.org/W4214833843","https://openalex.org/W4220882094","https://openalex.org/W4220929376","https://openalex.org/W4221089937","https://openalex.org/W4221118949","https://openalex.org/W4225489374","https://openalex.org/W4226080078","https://openalex.org/W4226402784","https://openalex.org/W4230622141","https://openalex.org/W4243519499","https://openalex.org/W4292826036","https://openalex.org/W4293057394","https://openalex.org/W4296704807","https://openalex.org/W4300833482","https://openalex.org/W4312514075","https://openalex.org/W4312771985","https://openalex.org/W4312855541","https://openalex.org/W4312951380","https://openalex.org/W4313030017","https://openalex.org/W4313289674","https://openalex.org/W4317793581","https://openalex.org/W4318996983","https://openalex.org/W4319866755","https://openalex.org/W4360605483","https://openalex.org/W4360605725","https://openalex.org/W4360605756","https://openalex.org/W4360606196","https://openalex.org/W4360606441","https://openalex.org/W4360606816","https://openalex.org/W4360607286","https://openalex.org/W4366205946","https://openalex.org/W4383501691","https://openalex.org/W4384947618","https://openalex.org/W4385080060","https://openalex.org/W4385154608","https://openalex.org/W4385267171","https://openalex.org/W4386918841","https://openalex.org/W4387411119","https://openalex.org/W4388240449","https://openalex.org/W4388469893","https://openalex.org/W4388692445","https://openalex.org/W4388755585","https://openalex.org/W4388838009","https://openalex.org/W4388893540","https://openalex.org/W4389169333","https://openalex.org/W4390120228","https://openalex.org/W4390421974","https://openalex.org/W4390938849","https://openalex.org/W4391341399","https://openalex.org/W4391382038","https://openalex.org/W4391410250","https://openalex.org/W4391791509","https://openalex.org/W4392007386","https://openalex.org/W4392607693","https://openalex.org/W4392739417","https://openalex.org/W4392745569","https://openalex.org/W4392745629","https://openalex.org/W4392745778","https://openalex.org/W4392745861","https://openalex.org/W4392745879","https://openalex.org/W4392745963","https://openalex.org/W4392746069","https://openalex.org/W4392746308","https://openalex.org/W4392746404","https://openalex.org/W4392775632","https://openalex.org/W4392944757","https://openalex.org/W4398774928","https://openalex.org/W4399619811","https://openalex.org/W4399768602","https://openalex.org/W4399951324","https://openalex.org/W4400230122","https://openalex.org/W4400234301","https://openalex.org/W4401537146","https://openalex.org/W4401753602","https://openalex.org/W4401880495","https://openalex.org/W6803990826"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Neural":[0],"network":[1,28],"models":[2,29],"have":[3],"been":[4],"widely":[5],"used":[6],"in":[7,17],"various":[8,140],"fields":[9],"as":[10,143],"the":[11,18,56,66,85,106,113,123,133,154],"main":[12],"way":[13],"to":[14,92,105],"solve":[15,93],"problems":[16,135],"current":[19,109,134],"artificial":[20],"intelligence":[21],"(AI)":[22],"field.":[23],"Efficient":[24],"execution":[25],"of":[26,58,71,99,108,115,159],"neural":[27],"requires":[30],"devices":[31,46,111],"with":[32],"massively":[33],"parallel":[34],"Multiply-accumulate":[35],"(MAC)":[36],"and":[37,55,60,75,112,118,149,152],"Matrix-vector":[38],"Multiplication":[39],"(MVM)":[40],"computing":[41,45],"capability.":[42],"However,":[43,96],"existing":[44],"based":[47,79],"on":[48,65,80,122],"von":[49],"Neumann":[50],"architecture":[51],"suffer":[52],"from":[53,139],"bottlenecks,":[54],"separation":[57],"memory":[59,86,145],"computation":[61,73,83],"module":[62],"makes":[63],"data":[64],"move":[67],"wasting":[68],"a":[69,89,116],"lot":[70],"meaningless":[72],"time":[74],"energy.":[76],"Computing-in-memory":[77],"(CIM)":[78],"performing":[81],"MAC":[82],"inside":[84],"is":[87],"considered":[88],"promising":[90],"direction":[91],"this":[94,127],"problem.":[95],"large-scale":[97],"application":[98,124],"CIM":[100,110,144],"still":[101],"faces":[102],"challenges":[103],"due":[104],"non-idealities":[107],"lack":[114],"common":[117],"reliable":[119],"programmable":[120],"interface":[121],"side.":[125],"In":[126],"paper,":[128],"we":[129],"will":[130],"comprehensively":[131],"analyze":[132],"faced":[136],"by":[137],"CIMs":[138],"perspectives,":[141],"such":[142],"arrays,":[146],"peripheral":[147],"circuits,":[148],"application-side":[150],"design,":[151],"discuss":[153],"possible":[155],"future":[156],"development":[157],"opportunities":[158],"CIMs.":[160]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":12}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}