{"id":"https://openalex.org/W4243513081","doi":"https://doi.org/10.1109/iccad.2015.7372569","title":"Analytically modeling power and performance of a CNN system","display_name":"Analytically modeling power and performance of a CNN system","publication_year":2015,"publication_date":"2015-11-01","ids":{"openalex":"https://openalex.org/W4243513081","doi":"https://doi.org/10.1109/iccad.2015.7372569"},"language":"en","primary_location":{"id":"doi:10.1109/iccad.2015.7372569","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccad.2015.7372569","pdf_url":null,"source":{"id":"https://openalex.org/S4363608324","display_name":"2015 IEEE/ACM International Conference on Computer-Aided Design (ICCAD)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE/ACM International Conference on Computer-Aided Design (ICCAD)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5021416915","display_name":"Indranil Palit","orcid":null},"institutions":[{"id":"https://openalex.org/I107639228","display_name":"University of Notre Dame","ror":"https://ror.org/00mkhxb43","country_code":"US","type":"education","lineage":["https://openalex.org/I107639228"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Indranil Palit","raw_affiliation_strings":["Department of Computer Science and Engineering, University of Notre Dame, Notre Dame, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, University of Notre Dame, Notre Dame, IN, USA","institution_ids":["https://openalex.org/I107639228"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004724074","display_name":"Qiuwen Lou","orcid":"https://orcid.org/0000-0002-9266-8125"},"institutions":[{"id":"https://openalex.org/I107639228","display_name":"University of Notre Dame","ror":"https://ror.org/00mkhxb43","country_code":"US","type":"education","lineage":["https://openalex.org/I107639228"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qiuwen Lou","raw_affiliation_strings":["Department of Computer Science and Engineering, University of Notre Dame, Notre Dame, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, University of Notre Dame, Notre Dame, IN, USA","institution_ids":["https://openalex.org/I107639228"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038752924","display_name":"Nicholas Acampora","orcid":null},"institutions":[{"id":"https://openalex.org/I107639228","display_name":"University of Notre Dame","ror":"https://ror.org/00mkhxb43","country_code":"US","type":"education","lineage":["https://openalex.org/I107639228"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nicholas Acampora","raw_affiliation_strings":["Department of Computer Science and Engineering, University of Notre Dame, Notre Dame, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, University of Notre Dame, Notre Dame, IN, USA","institution_ids":["https://openalex.org/I107639228"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013446507","display_name":"Joseph Nahas","orcid":null},"institutions":[{"id":"https://openalex.org/I107639228","display_name":"University of Notre Dame","ror":"https://ror.org/00mkhxb43","country_code":"US","type":"education","lineage":["https://openalex.org/I107639228"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joseph Nahas","raw_affiliation_strings":["Department of Computer Science and Engineering, University of Notre Dame, Notre Dame, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, University of Notre Dame, Notre Dame, IN, USA","institution_ids":["https://openalex.org/I107639228"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003032564","display_name":"Michael Niemier","orcid":"https://orcid.org/0000-0001-7776-4306"},"institutions":[{"id":"https://openalex.org/I107639228","display_name":"University of Notre Dame","ror":"https://ror.org/00mkhxb43","country_code":"US","type":"education","lineage":["https://openalex.org/I107639228"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael Niemier","raw_affiliation_strings":["Department of Computer Science and Engineering, University of Notre Dame, Notre Dame, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, University of Notre Dame, Notre Dame, IN, USA","institution_ids":["https://openalex.org/I107639228"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100600905","display_name":"Xiaobo Sharon Hu","orcid":"https://orcid.org/0000-0002-6636-9738"},"institutions":[{"id":"https://openalex.org/I107639228","display_name":"University of Notre Dame","ror":"https://ror.org/00mkhxb43","country_code":"US","type":"education","lineage":["https://openalex.org/I107639228"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"X. Sharon Hu","raw_affiliation_strings":["Department of Computer Science and Engineering, University of Notre Dame, Notre Dame, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, University of Notre Dame, Notre Dame, IN, USA","institution_ids":["https://openalex.org/I107639228"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I107639228"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"186","last_page":"193"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9998999834060669,"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":0.9998999834060669,"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/T11347","display_name":"Neural Networks Stability and Synchronization","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":0.9980000257492065,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/dissipation","display_name":"Dissipation","score":0.7601232528686523},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7032283544540405},{"id":"https://openalex.org/keywords/settling-time","display_name":"Settling time","score":0.576619029045105},{"id":"https://openalex.org/keywords/resistive-touchscreen","display_name":"Resistive touchscreen","score":0.49883151054382324},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.48235100507736206},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.4629225730895996},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.4557762145996094},{"id":"https://openalex.org/keywords/resistor","display_name":"Resistor","score":0.45395511388778687},{"id":"https://openalex.org/keywords/cmos","display_name":"CMOS","score":0.4385698437690735},{"id":"https://openalex.org/keywords/cellular-neural-network","display_name":"Cellular neural network","score":0.43134674429893494},{"id":"https://openalex.org/keywords/chip","display_name":"Chip","score":0.4222007691860199},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4213513731956482},{"id":"https://openalex.org/keywords/linear-model","display_name":"Linear model","score":0.421235591173172},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40271347761154175},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3079662322998047},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.1828073263168335},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14499559998512268},{"id":"https://openalex.org/keywords/control-engineering","display_name":"Control engineering","score":0.14242804050445557},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.14206349849700928},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14135777950286865},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.13248711824417114},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.12733078002929688},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.11970183253288269},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.08867749571800232}],"concepts":[{"id":"https://openalex.org/C135402231","wikidata":"https://www.wikidata.org/wiki/Q898440","display_name":"Dissipation","level":2,"score":0.7601232528686523},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7032283544540405},{"id":"https://openalex.org/C14781684","wikidata":"https://www.wikidata.org/wiki/Q3983320","display_name":"Settling time","level":3,"score":0.576619029045105},{"id":"https://openalex.org/C6899612","wikidata":"https://www.wikidata.org/wiki/Q852911","display_name":"Resistive touchscreen","level":2,"score":0.49883151054382324},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.48235100507736206},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.4629225730895996},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.4557762145996094},{"id":"https://openalex.org/C137488568","wikidata":"https://www.wikidata.org/wiki/Q5321","display_name":"Resistor","level":3,"score":0.45395511388778687},{"id":"https://openalex.org/C46362747","wikidata":"https://www.wikidata.org/wiki/Q173431","display_name":"CMOS","level":2,"score":0.4385698437690735},{"id":"https://openalex.org/C812465","wikidata":"https://www.wikidata.org/wiki/Q5058375","display_name":"Cellular neural network","level":3,"score":0.43134674429893494},{"id":"https://openalex.org/C165005293","wikidata":"https://www.wikidata.org/wiki/Q1074500","display_name":"Chip","level":2,"score":0.4222007691860199},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4213513731956482},{"id":"https://openalex.org/C163175372","wikidata":"https://www.wikidata.org/wiki/Q3339222","display_name":"Linear model","level":2,"score":0.421235591173172},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40271347761154175},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3079662322998047},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.1828073263168335},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14499559998512268},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.14242804050445557},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.14206349849700928},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14135777950286865},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.13248711824417114},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.12733078002929688},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.11970183253288269},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.08867749571800232},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C160030872","wikidata":"https://www.wikidata.org/wiki/Q2142864","display_name":"Step response","level":2,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccad.2015.7372569","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccad.2015.7372569","pdf_url":null,"source":{"id":"https://openalex.org/S4363608324","display_name":"2015 IEEE/ACM International Conference on Computer-Aided Design (ICCAD)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE/ACM International Conference on Computer-Aided Design (ICCAD)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8700000047683716,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320306087","display_name":"Semiconductor Research Corporation","ror":"https://ror.org/047z4n946"},{"id":"https://openalex.org/F4320332180","display_name":"Defense Advanced Research Projects Agency","ror":"https://ror.org/02caytj08"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W35280093","https://openalex.org/W1502482880","https://openalex.org/W1578671836","https://openalex.org/W1760284886","https://openalex.org/W1908449472","https://openalex.org/W1988572388","https://openalex.org/W1999666895","https://openalex.org/W2011658964","https://openalex.org/W2017318169","https://openalex.org/W2047268472","https://openalex.org/W2056717940","https://openalex.org/W2091794600","https://openalex.org/W2095335384","https://openalex.org/W2106548008","https://openalex.org/W2117114975","https://openalex.org/W2117148079","https://openalex.org/W2124214878","https://openalex.org/W2137388616","https://openalex.org/W2143165843","https://openalex.org/W2151162785","https://openalex.org/W2160121923","https://openalex.org/W2161464895","https://openalex.org/W4237197502","https://openalex.org/W4244924417","https://openalex.org/W4253168083","https://openalex.org/W4256723896","https://openalex.org/W6630210795","https://openalex.org/W6637907185"],"related_works":["https://openalex.org/W3200817179","https://openalex.org/W1960166976","https://openalex.org/W2380067098","https://openalex.org/W1992708211","https://openalex.org/W1548152478","https://openalex.org/W2137172615","https://openalex.org/W2112564789","https://openalex.org/W2106247205","https://openalex.org/W2543503210","https://openalex.org/W2798982538"],"abstract_inverted_index":{"Cellular":[0],"neural":[1],"networks":[2],"(CNNs)":[3],"are":[4,108],"a":[5,70,145,150],"powerful":[6],"analog":[7],"architecture":[8,15],"that":[9,116],"can":[10],"outperform":[11],"traditional":[12],"von":[13],"Neumann":[14],"for":[16,33,102,144],"spatio-temporal":[17],"information":[18],"processing":[19,23],"applications,":[20],"e.g.,":[21,56],"image":[22],"and":[24,45,87,95,105,123,130,149,157,168],"speech":[25],"recognition.":[26],"Much":[27],"existing":[28],"work":[29],"reports":[30],"energy":[31,67],"dissipation":[32,41,122],"CNNs":[34],"at":[35],"the":[36,50,61,66,100,117],"chip":[37],"level,":[38],"which":[39],"includes":[40],"of":[42,52,60,69],"sensors,":[43],"actuators,":[44],"other":[46],"components.":[47],"As":[48],"such,":[49],"impacts":[51],"various":[53],"system":[54],"variables,":[55],"application":[57],"templates,":[58],"characteristics":[59,107],"resistive":[62],"element,":[63],"etc.,":[64],"on":[65],"profile":[68],"CNN":[71,85,167],"cannot":[72],"be":[73],"easily":[74],"determined.":[75],"In":[76],"this":[77],"work,":[78],"we":[79,138],"propose":[80],"analytical":[81],"models":[82,101,119],"to":[83,154],"estimate":[84],"power":[86,121,156],"performance":[88,158],"(measured":[89],"by":[90],"settling":[91,96,124],"time).":[92],"Power":[93],"dissipations,":[94],"times":[97],"obtained":[98],"via":[99],"different":[103],"linear,":[104],"non-linear":[106,166],"verified":[109],"through":[110],"circuit":[111],"simulation.":[112],"Simulation":[113],"results":[114],"show":[115],"proposed":[118],"predict":[120],"time":[125],"with":[126],"less":[127],"than":[128],"1%":[129],"3%":[131],"errors,":[132],"respectively.":[133],"By":[134],"using":[135],"these":[136],"models,":[137],"have":[139],"also":[140],"performed":[141],"case":[142],"studies":[143],"tactile":[146],"sensing":[147],"problem,":[148],"pattern":[151],"recognition":[152],"problem":[153],"compare":[155],"between":[159],"tunneling":[160],"field":[161],"effect":[162],"transistor":[163],"(TFET)":[164],"based":[165,172],"conventional":[169],"linear":[170],"resistor":[171],"CNN.":[173]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2019,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
