{"id":"https://openalex.org/W4403334547","doi":"https://doi.org/10.1145/3656019.3676946","title":"NavCim: Comprehensive Design Space Exploration for Analog Computing-in-Memory Architectures","display_name":"NavCim: Comprehensive Design Space Exploration for Analog Computing-in-Memory Architectures","publication_year":2024,"publication_date":"2024-10-11","ids":{"openalex":"https://openalex.org/W4403334547","doi":"https://doi.org/10.1145/3656019.3676946"},"language":"en","primary_location":{"id":"doi:10.1145/3656019.3676946","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3656019.3676946","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 International Conference on Parallel Architectures and Compilation Techniques","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023714891","display_name":"Juseong Park","orcid":"https://orcid.org/0000-0003-0283-5186"},"institutions":[{"id":"https://openalex.org/I123900574","display_name":"Pohang University of Science and Technology","ror":"https://ror.org/04xysgw12","country_code":"KR","type":"education","lineage":["https://openalex.org/I123900574"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Juseong Park","raw_affiliation_strings":["Pohang University of Science and Technology, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Pohang University of Science and Technology, Republic of Korea","institution_ids":["https://openalex.org/I123900574"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059846031","display_name":"B.J. Kim","orcid":null},"institutions":[{"id":"https://openalex.org/I123900574","display_name":"Pohang University of Science and Technology","ror":"https://ror.org/04xysgw12","country_code":"KR","type":"education","lineage":["https://openalex.org/I123900574"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Boseok Kim","raw_affiliation_strings":["Pohang University of Science and Technology, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Pohang University of Science and Technology, Republic of Korea","institution_ids":["https://openalex.org/I123900574"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005051912","display_name":"Hyojin Sung","orcid":"https://orcid.org/0000-0002-3036-6180"},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Hyojin Sung","raw_affiliation_strings":["Seoul National University, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Seoul National University, Republic of Korea","institution_ids":["https://openalex.org/I139264467"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5023714891"],"corresponding_institution_ids":["https://openalex.org/I123900574"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.15258094,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"168","last_page":"182"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":1.0,"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":1.0,"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":0.9994999766349792,"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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":0.7565121650695801},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.6705377101898193},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.49301645159721375},{"id":"https://openalex.org/keywords/design-space-exploration","display_name":"Design space exploration","score":0.4795112907886505},{"id":"https://openalex.org/keywords/space-exploration","display_name":"Space exploration","score":0.41223227977752686},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.37176522612571716},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.16870898008346558},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14372578263282776},{"id":"https://openalex.org/keywords/aerospace-engineering","display_name":"Aerospace engineering","score":0.11484381556510925}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7565121650695801},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.6705377101898193},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.49301645159721375},{"id":"https://openalex.org/C2776221188","wikidata":"https://www.wikidata.org/wiki/Q21072556","display_name":"Design space exploration","level":2,"score":0.4795112907886505},{"id":"https://openalex.org/C104060986","wikidata":"https://www.wikidata.org/wiki/Q180046","display_name":"Space exploration","level":2,"score":0.41223227977752686},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.37176522612571716},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.16870898008346558},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14372578263282776},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.11484381556510925}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3656019.3676946","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3656019.3676946","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 International Conference on Parallel Architectures and Compilation Techniques","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3387143592","display_name":null,"funder_award_id":"2019-0-01906, 2021-0-00871, 2021-0-00310, RS-2023-00228970","funder_id":"https://openalex.org/F4320323817","funder_display_name":"Universitas Brawijaya"},{"id":"https://openalex.org/G860251578","display_name":null,"funder_award_id":"RS-2023-00283799,A0457-20240100,RS-2023-00222663","funder_id":"https://openalex.org/F4320323817","funder_display_name":"Universitas Brawijaya"}],"funders":[{"id":"https://openalex.org/F4320323817","display_name":"Universitas Brawijaya","ror":"https://ror.org/01wk3d929"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W28412257","https://openalex.org/W2010202670","https://openalex.org/W2041420601","https://openalex.org/W2043947065","https://openalex.org/W2078483536","https://openalex.org/W2108598243","https://openalex.org/W2118231264","https://openalex.org/W2194775991","https://openalex.org/W2613989746","https://openalex.org/W2765234579","https://openalex.org/W2782046614","https://openalex.org/W2788463493","https://openalex.org/W2798554798","https://openalex.org/W2801000640","https://openalex.org/W2809171749","https://openalex.org/W2895139741","https://openalex.org/W2901431755","https://openalex.org/W2933452742","https://openalex.org/W2942810103","https://openalex.org/W2944508492","https://openalex.org/W2944898315","https://openalex.org/W2944987128","https://openalex.org/W2955425717","https://openalex.org/W2963163009","https://openalex.org/W2969716288","https://openalex.org/W2973064692","https://openalex.org/W2982041622","https://openalex.org/W2998183051","https://openalex.org/W3044192339","https://openalex.org/W3083443371","https://openalex.org/W3102510044","https://openalex.org/W3148468360","https://openalex.org/W3178631343","https://openalex.org/W3183264033","https://openalex.org/W3208980915","https://openalex.org/W4232844652","https://openalex.org/W4243519499","https://openalex.org/W4254672563","https://openalex.org/W4296544637","https://openalex.org/W4312121034","https://openalex.org/W4313342213","https://openalex.org/W4313639541","https://openalex.org/W4316661092","https://openalex.org/W4389162741","https://openalex.org/W4394670654"],"related_works":["https://openalex.org/W2111062328","https://openalex.org/W2579738641","https://openalex.org/W4402059566","https://openalex.org/W2048887547","https://openalex.org/W2108386578","https://openalex.org/W2075808029","https://openalex.org/W2125836519","https://openalex.org/W1572417577","https://openalex.org/W4301487246","https://openalex.org/W2142450926"],"abstract_inverted_index":{"Analog":[0],"computing-in-memory":[1],"(ACiM)":[2],"technology":[3],"has":[4],"shown":[5],"strong":[6],"potential":[7],"for":[8,38,57,154],"neural":[9],"network":[10],"accelerators,":[11],"addressing":[12],"von-Neumann":[13],"performance":[14,40,112],"bottlenecks":[15],"with":[16,60,139,147],"in-memory":[17],"data":[18],"processing":[19],"and":[20,30,32,34,68,102,113,135,164],"computation.":[21],"Understanding":[22],"the":[23,45,91,115,133,195,224],"ACiM":[24,58,74,84,110,205],"design":[25,85],"space,":[26],"including":[27],"its":[28],"trade-offs":[29],"constraints,":[31],"systematically":[33],"effectively":[35],"exploring":[36],"it":[37],"optimal":[39],"is":[41],"essential":[42],"to":[43,131,144,171,185,191,221],"turn":[44],"promise":[46],"into":[47],"a":[48,82,214],"viable":[49],"product.":[50],"Recent":[51],"research":[52],"demonstrated":[53],"that":[54,89,180,207],"multi-objective":[55],"searches":[56,128,178],"architectures":[59,146,206],"heterogeneous":[61,204],"tiles":[62],"can":[63,208],"simultaneously":[64],"optimize":[65,145],"power,":[66],"performance,":[67],"area":[69],"(PPA),":[70],"outperforming":[71],"existing":[72],"tiled":[73],"proposals.":[75],"In":[76],"this":[77],"paper,":[78],"we":[79],"propose":[80],"NavCim,":[81],"comprehensive":[83],"space":[86,100],"exploration":[87],"mechanism":[88],"advances":[90],"prior":[92,225],"work":[93],"in":[94],"terms":[95],"of":[96,109,120,197],"search":[97,99,125,137,142,187,198],"efficiency,":[98],"coverage,":[101],"optimization":[103,169],"metrics.":[104],"NavCim":[105,130,161,181],"introduces":[106],"predictive":[107,183],"modeling":[108],"hardware":[111],"uses":[114],"PPA":[116,163],"prediction":[117],"models":[118,184,212],"instead":[119],"running":[121],"simulators,":[122],"significantly":[123],"reducing":[124],"overheads.":[126],"Faster":[127],"enable":[129],"extend":[132],"architecture":[134],"model":[136,165],"spaces":[138],"an":[140],"evolutionary":[141],"process":[143],"more":[148,173],"than":[149],"two":[150],"different":[151],"tile":[152],"sizes":[153],"multiple":[155,211],"input":[156],"models.":[157],"With":[158],"accuracy-aware":[159],"searches,":[160],"considers":[162],"accuracy":[166,218],"together":[167],"as":[168],"goals":[170],"achieve":[172],"balanced":[174],"trade-offs.":[175],"The":[176],"experimental":[177],"show":[179],"leverages":[182],"reduce":[186],"time":[188],"by":[189,219],"up":[190,220],"7.3x":[192],"without":[193],"compromising":[194],"quality":[196],"results.":[199],"It":[200],"also":[201],"successfully":[202],"identifies":[203],"efficiently":[209],"execute":[210],"on":[213],"single":[215],"chip,":[216],"improving":[217],"19%":[222],"over":[223],"work.":[226]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}