{"id":"https://openalex.org/W4315700979","doi":"https://doi.org/10.1145/3579170.3579263","title":"Fast Yet Accurate Timing and Power Prediction of Artificial Neural Networks Deployed on Clock-Gated Multi-Core Platforms","display_name":"Fast Yet Accurate Timing and Power Prediction of Artificial Neural Networks Deployed on Clock-Gated Multi-Core Platforms","publication_year":2023,"publication_date":"2023-01-17","ids":{"openalex":"https://openalex.org/W4315700979","doi":"https://doi.org/10.1145/3579170.3579263"},"language":"en","primary_location":{"id":"doi:10.1145/3579170.3579263","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3579170.3579263","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"DroneSE and RAPIDO: System Engineering for constrained embedded systems","raw_type":"proceedings-article"},"type":"preprint","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/A5066701383","display_name":"Quentin Dariol","orcid":"https://orcid.org/0000-0002-3284-6882"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I2898391981","display_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","ror":"https://ror.org/04bwf3e34","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I2898391981"]},{"id":"https://openalex.org/I4210100151","display_name":"Institut d'\u00c9lectronique et des Technologies du num\u00e9Rique","ror":"https://ror.org/013q33h79","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I28221208","https://openalex.org/I4210095849","https://openalex.org/I4210100151","https://openalex.org/I56067802","https://openalex.org/I97188460"]},{"id":"https://openalex.org/I97188460","display_name":"Nantes Universit\u00e9","ror":"https://ror.org/03gnr7b55","country_code":"FR","type":"education","lineage":["https://openalex.org/I97188460"]}],"countries":["DE","FR"],"is_corresponding":true,"raw_author_name":"Quentin Dariol","raw_affiliation_strings":["Nantes Universit\u00e9 - IETR UMR CNRS 6164, France and German Aerospace Center (DLR), Germany"],"raw_orcid":"https://orcid.org/0000-0002-3284-6882","affiliations":[{"raw_affiliation_string":"Nantes Universit\u00e9 - IETR UMR CNRS 6164, France and German Aerospace Center (DLR), Germany","institution_ids":["https://openalex.org/I97188460","https://openalex.org/I2898391981","https://openalex.org/I1294671590","https://openalex.org/I4210100151"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044266294","display_name":"S\u00e9bastien Le Nours","orcid":"https://orcid.org/0000-0002-1562-7282"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210100151","display_name":"Institut d'\u00c9lectronique et des Technologies du num\u00e9Rique","ror":"https://ror.org/013q33h79","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I28221208","https://openalex.org/I4210095849","https://openalex.org/I4210100151","https://openalex.org/I56067802","https://openalex.org/I97188460"]},{"id":"https://openalex.org/I97188460","display_name":"Nantes Universit\u00e9","ror":"https://ror.org/03gnr7b55","country_code":"FR","type":"education","lineage":["https://openalex.org/I97188460"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Sebastien Le Nours","raw_affiliation_strings":["Nantes Universit\u00e9 - IETR UMR CNRS 6164, France"],"raw_orcid":"https://orcid.org/0000-0002-1562-7282","affiliations":[{"raw_affiliation_string":"Nantes Universit\u00e9 - IETR UMR CNRS 6164, France","institution_ids":["https://openalex.org/I97188460","https://openalex.org/I1294671590","https://openalex.org/I4210100151"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080799394","display_name":"Domenik Helms","orcid":"https://orcid.org/0000-0001-8570-8363"},"institutions":[{"id":"https://openalex.org/I2898391981","display_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","ror":"https://ror.org/04bwf3e34","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I2898391981"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Domenik Helms","raw_affiliation_strings":["German Aerospace Center (DLR), Germany"],"raw_orcid":"https://orcid.org/0000-0001-8570-8363","affiliations":[{"raw_affiliation_string":"German Aerospace Center (DLR), Germany","institution_ids":["https://openalex.org/I2898391981"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045717310","display_name":"Ralf Stemmer","orcid":null},"institutions":[{"id":"https://openalex.org/I2898391981","display_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","ror":"https://ror.org/04bwf3e34","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I2898391981"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ralf Stemmer","raw_affiliation_strings":["German Aerospace Center (DLR), Germany"],"raw_orcid":"https://orcid.org/0000-0002-8302-7713","affiliations":[{"raw_affiliation_string":"German Aerospace Center (DLR), Germany","institution_ids":["https://openalex.org/I2898391981"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016711661","display_name":"S\u00e9bastien Pillement","orcid":"https://orcid.org/0000-0002-9160-2896"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210100151","display_name":"Institut d'\u00c9lectronique et des Technologies du num\u00e9Rique","ror":"https://ror.org/013q33h79","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I28221208","https://openalex.org/I4210095849","https://openalex.org/I4210100151","https://openalex.org/I56067802","https://openalex.org/I97188460"]},{"id":"https://openalex.org/I97188460","display_name":"Nantes Universit\u00e9","ror":"https://ror.org/03gnr7b55","country_code":"FR","type":"education","lineage":["https://openalex.org/I97188460"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Sebastien Pillement","raw_affiliation_strings":["Nantes Universit\u00e9 - IETR UMR CNRS 6164, France"],"raw_orcid":"https://orcid.org/0000-0002-9160-2896","affiliations":[{"raw_affiliation_string":"Nantes Universit\u00e9 - IETR UMR CNRS 6164, France","institution_ids":["https://openalex.org/I97188460","https://openalex.org/I1294671590","https://openalex.org/I4210100151"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027858506","display_name":"Kim Gr\u00fcttner","orcid":"https://orcid.org/0000-0002-4988-3858"},"institutions":[{"id":"https://openalex.org/I2898391981","display_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","ror":"https://ror.org/04bwf3e34","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I2898391981"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Kim Gr\u00fcttner","raw_affiliation_strings":["German Aerospace Center (DLR), Germany"],"raw_orcid":"https://orcid.org/0000-0002-4988-3858","affiliations":[{"raw_affiliation_string":"German Aerospace Center (DLR), Germany","institution_ids":["https://openalex.org/I2898391981"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5066701383"],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I2898391981","https://openalex.org/I4210100151","https://openalex.org/I97188460"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0025121,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"79","last_page":"86"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9995999932289124,"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":0.9980000257492065,"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":0.8174690008163452},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6837435364723206},{"id":"https://openalex.org/keywords/polling","display_name":"Polling","score":0.6662818193435669},{"id":"https://openalex.org/keywords/multi-core-processor","display_name":"Multi-core processor","score":0.5812406539916992},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5467790365219116},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5365185141563416},{"id":"https://openalex.org/keywords/design-space-exploration","display_name":"Design space exploration","score":0.5343922972679138},{"id":"https://openalex.org/keywords/interrupt","display_name":"Interrupt","score":0.4835605323314667},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.48206549882888794},{"id":"https://openalex.org/keywords/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.4625949263572693},{"id":"https://openalex.org/keywords/design-flow","display_name":"Design flow","score":0.4288497567176819},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.4270949959754944},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.38728630542755127},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.3515697419643402},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.2929355502128601},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.1283029317855835},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.11461025476455688},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1030036211013794}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8174690008163452},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6837435364723206},{"id":"https://openalex.org/C204854418","wikidata":"https://www.wikidata.org/wiki/Q1362921","display_name":"Polling","level":2,"score":0.6662818193435669},{"id":"https://openalex.org/C78766204","wikidata":"https://www.wikidata.org/wiki/Q555032","display_name":"Multi-core processor","level":2,"score":0.5812406539916992},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5467790365219116},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5365185141563416},{"id":"https://openalex.org/C2776221188","wikidata":"https://www.wikidata.org/wiki/Q21072556","display_name":"Design space exploration","level":2,"score":0.5343922972679138},{"id":"https://openalex.org/C41661131","wikidata":"https://www.wikidata.org/wiki/Q220764","display_name":"Interrupt","level":3,"score":0.4835605323314667},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.48206549882888794},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.4625949263572693},{"id":"https://openalex.org/C37135326","wikidata":"https://www.wikidata.org/wiki/Q931942","display_name":"Design flow","level":2,"score":0.4288497567176819},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.4270949959754944},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.38728630542755127},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3515697419643402},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.2929355502128601},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.1283029317855835},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.11461025476455688},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1030036211013794},{"id":"https://openalex.org/C173018170","wikidata":"https://www.wikidata.org/wiki/Q165678","display_name":"Microcontroller","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3579170.3579263","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3579170.3579263","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"DroneSE and RAPIDO: System Engineering for constrained embedded systems","raw_type":"proceedings-article"},{"id":"pmh:oai:elib.dlr.de:193755","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3579170.3579263>.","pdf_url":null,"source":{"id":"https://openalex.org/S4377196266","display_name":"elib (German Aerospace Center)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2898391981","host_organization_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","host_organization_lineage":["https://openalex.org/I2898391981"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},{"id":"pmh:oai:HAL:hal-03932069v1","is_oa":false,"landing_page_url":"https://hal.science/hal-03932069","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://dl.acm.org/conference/rapido","raw_type":"Conference papers"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W566978853","https://openalex.org/W2031662677","https://openalex.org/W2091158003","https://openalex.org/W2112796928","https://openalex.org/W2498538600","https://openalex.org/W2538025272","https://openalex.org/W2626712922","https://openalex.org/W2895385416","https://openalex.org/W3017521908","https://openalex.org/W3046769567","https://openalex.org/W3094249382","https://openalex.org/W4236025146","https://openalex.org/W4245994158","https://openalex.org/W4247192460"],"related_works":["https://openalex.org/W2040387711","https://openalex.org/W4283362883","https://openalex.org/W2037960874","https://openalex.org/W1973069902","https://openalex.org/W2269990635","https://openalex.org/W1567432572","https://openalex.org/W2139127070","https://openalex.org/W2119904701","https://openalex.org/W4234221021","https://openalex.org/W2159184138"],"abstract_inverted_index":{"When":[0],"deploying":[1],"Artificial":[2],"Neural":[3],"Networks":[4],"(ANNs)":[5],"onto":[6],"multi-core":[7,57,108,151],"embedded":[8,39],"platforms,":[9],"an":[10,177],"intensive":[11],"evaluation":[12,78],"flow":[13,94,111,134,163],"is":[14,135],"necessary":[15],"to":[16,36,53,61,73],"find":[17],"implementations":[18],"that":[19],"optimize":[20],"resource":[21],"usage,":[22],"timing":[23,96,165],"and":[24,33,67,97,123,168],"power.":[25,68],"ANNs":[26,106,146],"require":[27],"indeed":[28],"significant":[29],"amounts":[30],"of":[31,80,104,119,127,130,143,181,192,200],"computational":[32],"memory":[34],"resources":[35,44,55,122],"execute,":[37],"while":[38],"execution":[40],"platforms":[41,58],"offer":[42],"limited":[43],"with":[45,63,117,166,170],"strict":[46],"power":[47,98,169],"budget.":[48],"Concurrent":[49],"accesses":[50],"from":[51],"processors":[52],"shared":[54,120],"on":[56,65,83,107,137,148,172],"can":[59],"lead":[60],"bottlenecks":[62],"impact":[64],"performance":[66],"Existing":[69],"approaches":[70],"show":[71],"limitations":[72],"deliver":[74],"fast":[75,113],"yet":[76,114],"accurate":[77,115],"ahead":[79],"ANN":[81,201],"deployment":[82],"the":[84,128,173,190],"targeted":[85],"hardware.":[86],"In":[87],"this":[88],"paper,":[89],"we":[90],"present":[91],"a":[92,149],"modeling":[93,162],"for":[95,140,176,184,195],"prediction":[99],"in":[100,125],"early":[101],"design":[102,197],"stage":[103],"fully-connected":[105,145],"platforms.":[109],"Our":[110,161],"offers":[112],"predictions":[116],"consideration":[118],"communication":[121,156],"scalability":[124],"regards":[126],"number":[129],"cores":[131],"used.":[132],"The":[133],"evaluated":[136],"real":[138],"measurements":[139],"42":[141],"mappings":[142,175],"3":[144],"executed":[147],"clock-gated":[150],"platform":[152],"featuring":[153],"two":[154],"different":[155],"modes:":[157],"polling":[158],"or":[159],"interrupt-based.":[160],"predicts":[164],"accuracy":[167,171],"tested":[174],"average":[178],"simulation":[179],"time":[180],"0.23":[182],"s":[183],"100":[185],"iterations.":[186],"We":[187],"then":[188],"illustrate":[189],"application":[191],"our":[193],"approach":[194],"efficient":[196],"space":[198],"exploration":[199],"implementations.":[202]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
