{"id":"https://openalex.org/W4379115810","doi":"https://doi.org/10.23919/date56975.2023.10137070","title":"Genetic Algorithm-based Framework for Layer-Fused Scheduling of Multiple DNNs on Multi-core Systems","display_name":"Genetic Algorithm-based Framework for Layer-Fused Scheduling of Multiple DNNs on Multi-core Systems","publication_year":2023,"publication_date":"2023-04-01","ids":{"openalex":"https://openalex.org/W4379115810","doi":"https://doi.org/10.23919/date56975.2023.10137070"},"language":"en","primary_location":{"id":"doi:10.23919/date56975.2023.10137070","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date56975.2023.10137070","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 Design, Automation &amp; Test in Europe Conference &amp; Exhibition (DATE)","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/A5046802356","display_name":"Susmita Kar","orcid":"https://orcid.org/0000-0003-2843-2107"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Sebastian Karl","raw_affiliation_strings":["TU Munich,Germany","TU Munich, Germany"],"affiliations":[{"raw_affiliation_string":"TU Munich,Germany","institution_ids":[]},{"raw_affiliation_string":"TU Munich, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046786058","display_name":"Arne Symons","orcid":"https://orcid.org/0000-0002-4595-9384"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Arne Symons","raw_affiliation_strings":["KU Leuven,Belgium","KU Leuven, Belgium"],"affiliations":[{"raw_affiliation_string":"KU Leuven,Belgium","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"KU Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085220085","display_name":"Nael Fasfous","orcid":"https://orcid.org/0000-0002-8081-7904"},"institutions":[{"id":"https://openalex.org/I1283382300","display_name":"BMW (Germany)","ror":"https://ror.org/05vs9tj88","country_code":"DE","type":"company","lineage":["https://openalex.org/I1283382300","https://openalex.org/I4210156768"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Nael Fasfous","raw_affiliation_strings":["BMW AG,Germany","BMW AG, Germany"],"affiliations":[{"raw_affiliation_string":"BMW AG,Germany","institution_ids":["https://openalex.org/I1283382300"]},{"raw_affiliation_string":"BMW AG, Germany","institution_ids":["https://openalex.org/I1283382300"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012150553","display_name":"Marian Verhelst","orcid":"https://orcid.org/0000-0003-3495-9263"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Marian Verhelst","raw_affiliation_strings":["KU Leuven,Belgium","KU Leuven, Belgium"],"affiliations":[{"raw_affiliation_string":"KU Leuven,Belgium","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"KU Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5046802356"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9839,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.77337858,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.9993000030517578,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9990000128746033,"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/computer-science","display_name":"Computer science","score":0.7958776950836182},{"id":"https://openalex.org/keywords/many-core","display_name":"Many core","score":0.7377276420593262},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.6286253929138184},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.6118196249008179},{"id":"https://openalex.org/keywords/multi-core-processor","display_name":"Multi-core processor","score":0.553728461265564},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.5403753519058228},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5389012098312378},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.5175663828849792},{"id":"https://openalex.org/keywords/schedule","display_name":"Schedule","score":0.4547332227230072},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.4352717697620392},{"id":"https://openalex.org/keywords/homogeneous","display_name":"Homogeneous","score":0.43458855152130127},{"id":"https://openalex.org/keywords/core","display_name":"Core (optical fiber)","score":0.4276527762413025},{"id":"https://openalex.org/keywords/layer","display_name":"Layer (electronics)","score":0.4262283146381378},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.20136931538581848},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.13839516043663025},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.08016026020050049},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.07924896478652954}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7958776950836182},{"id":"https://openalex.org/C3020431745","wikidata":"https://www.wikidata.org/wiki/Q25325220","display_name":"Many core","level":2,"score":0.7377276420593262},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.6286253929138184},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.6118196249008179},{"id":"https://openalex.org/C78766204","wikidata":"https://www.wikidata.org/wiki/Q555032","display_name":"Multi-core processor","level":2,"score":0.553728461265564},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.5403753519058228},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5389012098312378},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.5175663828849792},{"id":"https://openalex.org/C68387754","wikidata":"https://www.wikidata.org/wiki/Q7271585","display_name":"Schedule","level":2,"score":0.4547332227230072},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.4352717697620392},{"id":"https://openalex.org/C66882249","wikidata":"https://www.wikidata.org/wiki/Q169336","display_name":"Homogeneous","level":2,"score":0.43458855152130127},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.4276527762413025},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.4262283146381378},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.20136931538581848},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.13839516043663025},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.08016026020050049},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.07924896478652954},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.23919/date56975.2023.10137070","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date56975.2023.10137070","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 Design, Automation &amp; Test in Europe Conference &amp; Exhibition (DATE)","raw_type":"proceedings-article"},{"id":"pmh:oai:lirias2repo.kuleuven.be:20.500.12942/724571","is_oa":false,"landing_page_url":"https://lirias.kuleuven.be/handle/20.500.12942/724571","pdf_url":null,"source":{"id":"https://openalex.org/S4306401954","display_name":"Lirias (KU Leuven)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I99464096","host_organization_name":"KU Leuven","host_organization_lineage":["https://openalex.org/I99464096"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Design, Automation and Test in Europe Conference and Exhibition (DATE), BELGIUM, Antwerp, 17-19 April 2023","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2725159389","https://openalex.org/W2940862705","https://openalex.org/W3101026687","https://openalex.org/W3132942233","https://openalex.org/W3158233068","https://openalex.org/W3183954477","https://openalex.org/W3201358214","https://openalex.org/W4220837341","https://openalex.org/W4221146422","https://openalex.org/W4280489237","https://openalex.org/W4280606772","https://openalex.org/W4312107307","https://openalex.org/W4312614633","https://openalex.org/W6785733332","https://openalex.org/W6801879304","https://openalex.org/W6810313840"],"related_works":["https://openalex.org/W3008625068","https://openalex.org/W3128807919","https://openalex.org/W3176411177","https://openalex.org/W3035501883","https://openalex.org/W4248999141","https://openalex.org/W4255057712","https://openalex.org/W2126398188","https://openalex.org/W4251458280","https://openalex.org/W2512412909","https://openalex.org/W1547865754"],"abstract_inverted_index":{"Heterogeneous":[0],"multi-core":[1,83,208],"architectures":[2,84],"are":[3,51],"becoming":[4],"a":[5,60,104,115,135,141,149,182,194,206],"popular":[6],"design":[7],"choice":[8],"to":[9,33,39,54,67,76,86,154,211],"accelerate":[10],"the":[11,27,31,111,119,125,161],"inference":[12],"of":[13,121,129,166,184,198],"modern":[14],"deep":[15],"neural":[16],"networks":[17],"(DNNs).":[18],"This":[19,97],"trend":[20],"allows":[21],"for":[22],"more":[23],"flexible":[24],"mappings":[25],"onto":[26,81],"cores,":[28],"but":[29],"shifts":[30],"challenge":[32],"keeping":[34],"all":[35],"cores":[36],"busy":[37],"due":[38,85],"limited":[40],"network":[41],"parallelism.":[42],"To":[43],"this":[44],"extent,":[45],"layer-fused":[46,79],"processing,":[47],"where":[48],"several":[49,178],"layers":[50,159],"mapped":[52],"simultaneously":[53],"an":[55],"architecture":[56],"and":[57,92,117,138,172,180,201],"executed":[58],"in":[59,114,177,188],"depth-first":[61],"fashion,":[62],"has":[63],"shown":[64,176],"promising":[65],"opportunities":[66],"maximize":[68],"core":[69,116,170],"utilization.":[70],"However,":[71],"SotA":[72],"mapping":[73,193],"frameworks":[74],"fail":[75],"efficiently":[77],"map":[78],"DNNs":[80],"heterogeneous":[82,207],"ignoring":[87],"1.)":[88],"on-chip":[89],"weight":[90,105],"traffic":[91],"2.)":[93],"inter-core":[94,126],"communication":[95,127],"congestion.":[96],"work":[98],"tackles":[99],"these":[100,147],"shortcomings":[101],"by":[102],"introducing":[103],"memory":[106],"manager":[107],"(WMM),":[108],"which":[109],"manages":[110],"weights":[112],"present":[113],"models":[118],"cost":[120],"re-fetching":[122],"weights.":[123],"Secondly,":[124],"(ICC)":[128],"feature":[130],"data":[131],"is":[132,152,175],"modeled":[133],"through":[134,140],"limited-bandwidth":[136],"bus,":[137],"optimized":[139],"contention-aware":[142],"scheduler":[143],"(CAS).":[144],"Relying":[145],"on":[146,205],"models,":[148],"genetic":[150],"algorithm":[151],"developed":[153],"optimally":[155],"schedule":[156],"different":[157,162],"DNN":[158],"across":[160],"cores.":[163],"The":[164],"impact":[165],"our":[167],"enhanced":[168],"modeling,":[169],"allocation":[171],"scheduling":[173],"capabilities":[174],"experiments":[179],"demonstrates":[181],"decrease":[183],"52%":[185],"resp.":[186,190],"38%":[187],"latency,":[189],"energy":[191],"when":[192],"multi-DNN":[195],"inference,":[196],"consisting":[197],"ResNet-18,":[199],"MobileNet-V2":[200],"Tiny":[202],"YOLO":[203],"V2,":[204],"platform":[209],"compared":[210],"iso-area":[212],"homogeneous":[213],"architectures.":[214]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
