{"id":"https://openalex.org/W4401568382","doi":"https://doi.org/10.23919/date58400.2024.10546884","title":"DACO: Pursuing Ultra-low Power Consumption via DNN-Adaptive CPU-GPU CO-optimization on Mobile Devices","display_name":"DACO: Pursuing Ultra-low Power Consumption via DNN-Adaptive CPU-GPU CO-optimization on Mobile Devices","publication_year":2024,"publication_date":"2024-03-25","ids":{"openalex":"https://openalex.org/W4401568382","doi":"https://doi.org/10.23919/date58400.2024.10546884"},"language":"en","primary_location":{"id":"doi:10.23919/date58400.2024.10546884","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date58400.2024.10546884","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Design, Automation & Test in Europe Conference & 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/A5035370488","display_name":"Yushu Wu","orcid":"https://orcid.org/0000-0001-9883-7973"},"institutions":[{"id":"https://openalex.org/I4210152629","display_name":"Eastern University","ror":"https://ror.org/05e2ncr14","country_code":"BD","type":"education","lineage":["https://openalex.org/I4210152629"]}],"countries":["BD"],"is_corresponding":true,"raw_author_name":"Yushu Wu","raw_affiliation_strings":["Northeastern Univerisity"],"affiliations":[{"raw_affiliation_string":"Northeastern Univerisity","institution_ids":["https://openalex.org/I4210152629"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090672328","display_name":"Chao Wu","orcid":"https://orcid.org/0000-0003-1438-9240"},"institutions":[{"id":"https://openalex.org/I4210152629","display_name":"Eastern University","ror":"https://ror.org/05e2ncr14","country_code":"BD","type":"education","lineage":["https://openalex.org/I4210152629"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Chao Wu","raw_affiliation_strings":["Northeastern Univerisity"],"affiliations":[{"raw_affiliation_string":"Northeastern Univerisity","institution_ids":["https://openalex.org/I4210152629"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007300551","display_name":"Geng Yuan","orcid":"https://orcid.org/0000-0001-9844-992X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Geng Yuan","raw_affiliation_strings":["University of Georgia"],"affiliations":[{"raw_affiliation_string":"University of Georgia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010773732","display_name":"Yanyu Li","orcid":"https://orcid.org/0000-0003-1240-4785"},"institutions":[{"id":"https://openalex.org/I4210152629","display_name":"Eastern University","ror":"https://ror.org/05e2ncr14","country_code":"BD","type":"education","lineage":["https://openalex.org/I4210152629"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Yanyu Li","raw_affiliation_strings":["Northeastern Univerisity"],"affiliations":[{"raw_affiliation_string":"Northeastern Univerisity","institution_ids":["https://openalex.org/I4210152629"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110286581","display_name":"Weichao Guo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Weichao Guo","raw_affiliation_strings":["Oppo Mobile Communications Co, Ltd"],"affiliations":[{"raw_affiliation_string":"Oppo Mobile Communications Co, Ltd","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005995308","display_name":"Jing Rao","orcid":"https://orcid.org/0000-0002-3105-7259"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jing Rao","raw_affiliation_strings":["University of New South Wales"],"affiliations":[{"raw_affiliation_string":"University of New South Wales","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100624451","display_name":"Xipeng Shen","orcid":"https://orcid.org/0000-0003-3599-8010"},"institutions":[{"id":"https://openalex.org/I137902535","display_name":"North Carolina State University","ror":"https://ror.org/04tj63d06","country_code":"US","type":"education","lineage":["https://openalex.org/I137902535"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xipeng Shen","raw_affiliation_strings":["North Carolina State University"],"affiliations":[{"raw_affiliation_string":"North Carolina State University","institution_ids":["https://openalex.org/I137902535"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058025888","display_name":"Bin Ren","orcid":"https://orcid.org/0000-0002-4116-5237"},"institutions":[{"id":"https://openalex.org/I16285277","display_name":"William & Mary","ror":"https://ror.org/03hsf0573","country_code":"US","type":"education","lineage":["https://openalex.org/I16285277"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bin Ren","raw_affiliation_strings":["William & Mary"],"affiliations":[{"raw_affiliation_string":"William & Mary","institution_ids":["https://openalex.org/I16285277"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100651392","display_name":"Yanzhi Wang","orcid":"https://orcid.org/0009-0009-3924-6466"},"institutions":[{"id":"https://openalex.org/I4210152629","display_name":"Eastern University","ror":"https://ror.org/05e2ncr14","country_code":"BD","type":"education","lineage":["https://openalex.org/I4210152629"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Yanzhi Wang","raw_affiliation_strings":["Northeastern Univerisity"],"affiliations":[{"raw_affiliation_string":"Northeastern Univerisity","institution_ids":["https://openalex.org/I4210152629"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5035370488"],"corresponding_institution_ids":["https://openalex.org/I4210152629"],"apc_list":null,"apc_paid":null,"fwci":1.434,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.81985569,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"2"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9502000212669373,"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"}},"topics":[{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9502000212669373,"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"}},{"id":"https://openalex.org/T11478","display_name":"Caching and Content Delivery","score":0.9380000233650208,"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/T12238","display_name":"Green IT and Sustainability","score":0.9307000041007996,"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":0.7752863168716431},{"id":"https://openalex.org/keywords/power-consumption","display_name":"Power consumption","score":0.6913447380065918},{"id":"https://openalex.org/keywords/ultra-low-power","display_name":"Ultra low power","score":0.5545462965965271},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.49048444628715515},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.48606470227241516},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.47972336411476135},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.3883534073829651},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.3488682508468628},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.15484577417373657},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.06829091906547546}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7752863168716431},{"id":"https://openalex.org/C2984118289","wikidata":"https://www.wikidata.org/wiki/Q29954","display_name":"Power consumption","level":3,"score":0.6913447380065918},{"id":"https://openalex.org/C3017773396","wikidata":"https://www.wikidata.org/wiki/Q6692774","display_name":"Ultra low power","level":4,"score":0.5545462965965271},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.49048444628715515},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.48606470227241516},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.47972336411476135},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3883534073829651},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.3488682508468628},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.15484577417373657},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.06829091906547546},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/date58400.2024.10546884","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date58400.2024.10546884","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Design, Automation & Test in Europe Conference & Exhibition (DATE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.8700000047683716,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W2194775991","https://openalex.org/W2888285221","https://openalex.org/W2928598815","https://openalex.org/W2955425717","https://openalex.org/W3174119208","https://openalex.org/W3205504880","https://openalex.org/W4240237526","https://openalex.org/W6754089586","https://openalex.org/W6762718338"],"related_works":["https://openalex.org/W4230272233","https://openalex.org/W1558090838","https://openalex.org/W4400739996","https://openalex.org/W3115097324","https://openalex.org/W2609578278","https://openalex.org/W2348747341","https://openalex.org/W1588180788","https://openalex.org/W3101339447","https://openalex.org/W3024639191","https://openalex.org/W2082256574"],"abstract_inverted_index":{"As":[0],"Deep":[1],"Neural":[2],"Networks":[3],"(DNNs)":[4],"become":[5],"popular":[6],"in":[7,22,76,100],"mobile":[8],"systems,":[9],"their":[10],"high":[11],"computational":[12],"and":[13,57,97],"memory":[14],"demands":[15],"make":[16],"them":[17,59],"major":[18],"power":[19,39,98,115],"consumers,":[20],"especially":[21],"limited-budget":[23],"scenarios.":[24],"In":[25],"this":[26],"paper,":[27],"we":[28],"propose":[29],"DACO,":[30],"a":[31,44,62,77,85],"DNN-Adaptive":[32],"CPU-GPU":[33,73,87],"CO-optimization":[34],"technique,":[35],"to":[36,49,92,119],"reduce":[37,114],"the":[38,51,71,83,94,109],"consumption":[40,99,116],"of":[41,54,64],"DNNs.":[42],"First,":[43],"resource-oriented":[45],"classifier":[46],"is":[47,67,90],"proposed":[48,91],"quantify":[50],"computation/memory":[52],"intensity":[53],"DNN":[55,101,125],"models":[56],"classify":[58],"accordingly.":[60],"Second,":[61],"set":[63],"rule-based":[65],"policies":[66],"deduced":[68],"for":[69],"achieving":[70],"best-suited":[72],"system":[74],"configuration":[75],"coarse-grained":[78],"manner.":[79],"Combined":[80],"with":[81,108],"all":[82],"rules,":[84],"coarse-to-fine":[86],"auto-tuning":[88],"approach":[89],"reach":[93],"Pareto-optimal":[95],"speed":[96],"inference.":[102],"Experimental":[103],"results":[104],"demonstrate":[105],"that,":[106],"compared":[107],"existing":[110],"approach,":[111],"DACO":[112],"could":[113],"by":[117],"up":[118],"71.9%":[120],"while":[121],"keeping":[122],"an":[123],"excellent":[124],"inference":[126],"speed.":[127]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-04-18T07:56:08.524223","created_date":"2025-10-10T00:00:00"}