{"id":"https://openalex.org/W4312845220","doi":"https://doi.org/10.1109/asap54787.2022.00020","title":"Fast Heterogeneous Task Mapping for Reducing Edge DNN Latency","display_name":"Fast Heterogeneous Task Mapping for Reducing Edge DNN Latency","publication_year":2022,"publication_date":"2022-07-01","ids":{"openalex":"https://openalex.org/W4312845220","doi":"https://doi.org/10.1109/asap54787.2022.00020"},"language":"en","primary_location":{"id":"doi:10.1109/asap54787.2022.00020","is_oa":false,"landing_page_url":"https://doi.org/10.1109/asap54787.2022.00020","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 33rd International Conference on Application-specific Systems, Architectures and Processors (ASAP)","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/A5075015405","display_name":"M. L. Kornelsen","orcid":null},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"M. L. Kornelsen","raw_affiliation_strings":["McGill University,Department of Electrical and Computer Engineering,Montréal,Qu\u00e9bec,Canada"],"affiliations":[{"raw_affiliation_string":"McGill University,Department of Electrical and Computer Engineering,Montréal,Qu\u00e9bec,Canada","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056921752","display_name":"Seyyed Hasan Mozafari","orcid":"https://orcid.org/0000-0002-0360-1747"},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"S. H. Mozafari","raw_affiliation_strings":["McGill University,Department of Electrical and Computer Engineering,Montréal,Qu\u00e9bec,Canada"],"affiliations":[{"raw_affiliation_string":"McGill University,Department of Electrical and Computer Engineering,Montréal,Qu\u00e9bec,Canada","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079264223","display_name":"James J. Clark","orcid":"https://orcid.org/0000-0002-4512-6171"},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"J. J. Clark","raw_affiliation_strings":["McGill University,Department of Electrical and Computer Engineering,Montréal,Qu\u00e9bec,Canada"],"affiliations":[{"raw_affiliation_string":"McGill University,Department of Electrical and Computer Engineering,Montréal,Qu\u00e9bec,Canada","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034701871","display_name":"Brett H. Meyer","orcid":"https://orcid.org/0000-0002-6650-3298"},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"B. H. Meyer","raw_affiliation_strings":["McGill University,Department of Electrical and Computer Engineering,Montréal,Qu\u00e9bec,Canada"],"affiliations":[{"raw_affiliation_string":"McGill University,Department of Electrical and Computer Engineering,Montréal,Qu\u00e9bec,Canada","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091600002","display_name":"Warren J. Gross","orcid":"https://orcid.org/0000-0002-6226-6037"},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"W. J. Gross","raw_affiliation_strings":["McGill University,Department of Electrical and Computer Engineering,Montréal,Qu\u00e9bec,Canada"],"affiliations":[{"raw_affiliation_string":"McGill University,Department of Electrical and Computer Engineering,Montréal,Qu\u00e9bec,Canada","institution_ids":["https://openalex.org/I5023651"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5075015405"],"corresponding_institution_ids":["https://openalex.org/I5023651"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.117102,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"64","last_page":"71"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9991999864578247,"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":0.9991999864578247,"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":0.9973999857902527,"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":0.9969000220298767,"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":0.8531996607780457},{"id":"https://openalex.org/keywords/initialization","display_name":"Initialization","score":0.7778140306472778},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.7630363702774048},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.67561936378479},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5221341252326965},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5197983980178833},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4784507751464844},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.43828245997428894},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4040214717388153},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24213823676109314}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8531996607780457},{"id":"https://openalex.org/C114466953","wikidata":"https://www.wikidata.org/wiki/Q6034165","display_name":"Initialization","level":2,"score":0.7778140306472778},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.7630363702774048},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.67561936378479},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5221341252326965},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5197983980178833},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4784507751464844},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.43828245997428894},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4040214717388153},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24213823676109314},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/asap54787.2022.00020","is_oa":false,"landing_page_url":"https://doi.org/10.1109/asap54787.2022.00020","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 33rd International Conference on Application-specific Systems, Architectures and Processors (ASAP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4099999964237213,"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320334841","display_name":"Fonds de recherche du Qu\u00e9bec \u2013 Nature et technologies","ror":"https://ror.org/00b9f9778"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3204184292","https://openalex.org/W3176564347","https://openalex.org/W1985458517","https://openalex.org/W3128807919","https://openalex.org/W3176411177","https://openalex.org/W4324372666","https://openalex.org/W4225706866","https://openalex.org/W2914646191","https://openalex.org/W4386004629","https://openalex.org/W2942586735"],"abstract_inverted_index":{"To":[0],"meet":[1],"DNN":[2,32],"inference":[3,89],"latency":[4],"constraints":[5],"on":[6],"resource-constrained":[7],"edge":[8],"devices,":[9],"we":[10,41,57,78],"employ":[11],"heterogeneous":[12,35],"computing,":[13],"utilizing":[14],"multiple":[15],"processing":[16,36],"elements":[17],"(e.g.":[18],"CPU":[19],"+":[20],"GPU)":[21],"accelerate":[22],"inference.":[23],"This":[24],"leads":[25],"to":[26,34,60],"the":[27],"challenge":[28],"of":[29],"efficiently":[30],"mapping":[31,76],"operations":[33],"elements.":[37],"For":[38],"this":[39],"task,":[40],"introduce":[42],"a":[43,53,71],"novel":[44],"genetic":[45],"algorithm":[46],"(GA)":[47],"optimizer.":[48],"Through":[49],"intelligent":[50],"initialization":[51],"and":[52,87,94],"customized":[54],"mutation":[55],"operation,":[56],"are":[58],"able":[59],"evaluate":[61],"20x":[62],"fewer":[63],"generations":[64],"while":[65],"finding":[66],"superior":[67],"configurations":[68,82],"compared":[69],"with":[70],"baseline":[72],"GA.":[73],"Using":[74],"our":[75],"optimizer,":[77],"find":[79],"device":[80],"placement":[81],"that":[83],"achieve":[84],"15%,":[85],"24%,":[86],"31%":[88],"speed-up":[90],"for":[91],"BERT,":[92],"SqueezeBERT,":[93],"InceptionV3,respectively.":[95]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}