iBet uBet web content aggregator. Adding the entire web to your favor.
iBet uBet web content aggregator. Adding the entire web to your favor.



Link to original content: https://api.openalex.org/works/doi:10.1109/MM.2022.3220399
{"id":"https://openalex.org/W4312943733","doi":"https://doi.org/10.1109/mm.2022.3220399","title":"Sustainable AI Processing at the Edge","display_name":"Sustainable AI Processing at the Edge","publication_year":2022,"publication_date":"2022-11-08","ids":{"openalex":"https://openalex.org/W4312943733","doi":"https://doi.org/10.1109/mm.2022.3220399"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/mm.2022.3220399","pdf_url":null,"source":{"id":"https://openalex.org/S59697426","display_name":"IEEE Micro","issn_l":"0272-1732","issn":["0272-1732","1937-4143"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"journal-article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2207.01209","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035578378","display_name":"S\u00e9bastien Ollivier","orcid":"https://orcid.org/0000-0001-8283-0187"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sebastien Ollivier","raw_affiliation_strings":["University of Pittsburgh, Pittsburgh, PA, USA"],"affiliations":[{"raw_affiliation_string":"University of Pittsburgh, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I170201317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100359847","display_name":"Sheng Li","orcid":"https://orcid.org/0000-0003-4729-9460"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sheng Li","raw_affiliation_strings":["University of Pittsburgh, Pittsburgh, PA, USA"],"affiliations":[{"raw_affiliation_string":"University of Pittsburgh, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I170201317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028350504","display_name":"Yue Tang","orcid":"https://orcid.org/0000-0002-3253-8003"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yue Tang","raw_affiliation_strings":["University of Pittsburgh, Pittsburgh, PA, USA"],"affiliations":[{"raw_affiliation_string":"University of Pittsburgh, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I170201317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102775792","display_name":"Stephen Cahoon","orcid":"https://orcid.org/0009-0002-1167-1187"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Stephen Cahoon","raw_affiliation_strings":["University of Pittsburgh, Pittsburgh, PA, USA"],"affiliations":[{"raw_affiliation_string":"University of Pittsburgh, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I170201317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053669386","display_name":"Ryan Caginalp","orcid":null},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ryan Caginalp","raw_affiliation_strings":["University of Pittsburgh, Pittsburgh, PA, USA"],"affiliations":[{"raw_affiliation_string":"University of Pittsburgh, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I170201317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034511955","display_name":"Chayanika Chaudhuri","orcid":null},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chayanika Chaudhuri","raw_affiliation_strings":["University of Pittsburgh, Pittsburgh, PA, USA"],"affiliations":[{"raw_affiliation_string":"University of Pittsburgh, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I170201317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063866156","display_name":"Peipei Zhou","orcid":"https://orcid.org/0000-0002-0493-1844"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Peipei Zhou","raw_affiliation_strings":["University of Pittsburgh, Pittsburgh, PA, USA"],"affiliations":[{"raw_affiliation_string":"University of Pittsburgh, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I170201317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087859795","display_name":"Xulong Tang","orcid":"https://orcid.org/0000-0002-3385-2053"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xulong Tang","raw_affiliation_strings":["University of Pittsburgh, Pittsburgh, PA, USA"],"affiliations":[{"raw_affiliation_string":"University of Pittsburgh, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I170201317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066534595","display_name":"Jingtong Hu","orcid":"https://orcid.org/0000-0003-4029-4034"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jingtong Hu","raw_affiliation_strings":["University of Pittsburgh, Pittsburgh, PA, USA"],"affiliations":[{"raw_affiliation_string":"University of Pittsburgh, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I170201317"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030875484","display_name":"Alex K. Jones","orcid":"https://orcid.org/0000-0001-7498-0206"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alex K. Jones","raw_affiliation_strings":["University of Pittsburgh, Pittsburgh, PA, USA"],"affiliations":[{"raw_affiliation_string":"University of Pittsburgh, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I170201317"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.145,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.999987,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":77,"max":81},"biblio":{"volume":"43","issue":"1","first_page":"19","last_page":"28"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Memristive Devices for Neuromorphic Computing","score":0.9998,"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":"Memristive Devices for Neuromorphic Computing","score":0.9998,"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/T10273","display_name":"Internet of Things and Edge Computing","score":0.9967,"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 Devices for Low-Power Nanoscale Applications","score":0.9965,"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/mobile-edge-computing","display_name":"Mobile Edge Computing","score":0.709339},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge Computing","score":0.70319},{"id":"https://openalex.org/keywords/dram","display_name":"Dram","score":0.6685221},{"id":"https://openalex.org/keywords/provisioning","display_name":"Provisioning","score":0.5423681},{"id":"https://openalex.org/keywords/fog-computing","display_name":"Fog Computing","score":0.514849},{"id":"https://openalex.org/keywords/brain-inspired-computing","display_name":"Brain-inspired Computing","score":0.509681},{"id":"https://openalex.org/keywords/graphics-processing-unit","display_name":"Graphics processing unit","score":0.46476018},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.4359571}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.84508395},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.70961475},{"id":"https://openalex.org/C7366592","wikidata":"https://www.wikidata.org/wiki/Q1255620","display_name":"Dram","level":2,"score":0.6685221},{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.5423681},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.54039407},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.52054226},{"id":"https://openalex.org/C2779851693","wikidata":"https://www.wikidata.org/wiki/Q183484","display_name":"Graphics processing unit","level":2,"score":0.46476018},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.44908565},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.43729684},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.4359571},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.42935532},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.41213754},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.4104004},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.40828252},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.22920245},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.22599447},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21231064},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.19819021},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.17641637},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/mm.2022.3220399","pdf_url":null,"source":{"id":"https://openalex.org/S59697426","display_name":"IEEE Micro","issn_l":"0272-1732","issn":["0272-1732","1937-4143"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2207.01209","pdf_url":"https://arxiv.org/pdf/2207.01209","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2207.01209","pdf_url":"https://arxiv.org/pdf/2207.01209","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/12","display_name":"Responsible consumption and production","score":0.43}],"grants":[{"funder":"https://openalex.org/F4320311089","funder_display_name":"National Security Agency","award_id":null},{"funder":"https://openalex.org/F4320335353","funder_display_name":"National Science Foundation of Sri Lanka","award_id":"CNS-1822085"},{"funder":"https://openalex.org/F4320335353","funder_display_name":"National Science Foundation of Sri Lanka","award_id":"CNS-2133267"}],"datasets":[],"versions":[],"referenced_works_count":19,"referenced_works":["https://openalex.org/W1510941764","https://openalex.org/W1968980974","https://openalex.org/W2005242923","https://openalex.org/W2010202670","https://openalex.org/W2020583007","https://openalex.org/W2066877279","https://openalex.org/W2122298515","https://openalex.org/W2605020916","https://openalex.org/W2766489088","https://openalex.org/W2955126671","https://openalex.org/W3013588319","https://openalex.org/W3016765354","https://openalex.org/W3139076594","https://openalex.org/W4213446428","https://openalex.org/W4237301400","https://openalex.org/W4240165677","https://openalex.org/W4241040406","https://openalex.org/W4292971588","https://openalex.org/W4308083597"],"related_works":["https://openalex.org/W4385335479","https://openalex.org/W4361251304","https://openalex.org/W4322761281","https://openalex.org/W4312996489","https://openalex.org/W4238233472","https://openalex.org/W4221092438","https://openalex.org/W4210813012","https://openalex.org/W3174690704","https://openalex.org/W3024547383","https://openalex.org/W2968424451"],"abstract_inverted_index":{"Edge":[0,33],"computing":[1,61],"is":[2],"a":[3],"popular":[4],"paradigm":[5],"for":[6,46,81,157],"accelerating":[7],"light-":[8],"to":[9,24,27,56],"medium-weight":[10],"machine":[11],"learning":[12],"algorithms":[13],"initiated":[14],"from":[15,60,66],"mobile":[16,99,168],"devices":[17],"without":[18],"requiring":[19],"the":[20,31,63,76,96,138,155],"long":[21],"communication":[22],"latencies":[23],"send":[25],"them":[26,182],"remote":[28],"datacenters":[29],"in":[30,114,188],"cloud.":[32],"servers":[34,128,160],"primarily":[35],"consider":[36,57,137,154,192],"traditional":[37],"concerns,":[38],"such":[39,50],"as":[40],"size,":[41],"weight,":[42],"and":[43,69,89,111,122,132,195],"power":[44],"constraints":[45],"their":[47,176],"installations.":[48],"However,":[49],"metrics":[51],"are":[52,170],"not":[53],"entirely":[54],"sufficient":[55],"environmental":[58],"impacts":[59],"given":[62],"significant":[64,177],"contributions":[65],"embodied":[67,178],"energy":[68,174,179],"carbon.":[70],"In":[71,92],"this":[72],"article":[73],"we":[74,94,136],"explore":[75,95],"tradeoffs":[77],"of":[78,98,144],"hardware":[79],"strategies":[80],"convolutional":[82],"neural":[83],"network":[84],"acceleration":[85],"engines":[86],"considering":[87],"inference":[88],"online":[90],"training.":[91],"particular,":[93],"use":[97],"graphics":[100],"processing":[101,113],"unit":[102],"(GPU)":[103],"accelerators,":[104,135],"recently":[105],"released":[106],"edge-class":[107],"field-programmable":[108],"gate":[109],"arrays,":[110],"novel":[112],"memory":[115,120],"(PIM)":[116],"using":[117,141,164],"dynamic":[118],"random-access":[119],"(DRAM)":[121],"emerging":[123],"Racetrack":[124,150],"memory.":[125,151],"Given":[126],"edge":[127,159],"already":[129],"employ":[130],"DRAM":[131],"sometimes":[133],"GPU":[134],"sustainability":[139],"implications":[140,156],"breakeven":[142],"analysis":[143],"replacing":[145],"or":[146],"augmenting":[147],"DDR3":[148],"with":[149,161],"We":[152],"also":[153],"provisioning":[158],"different":[162],"accelerators":[163],"indifference":[165],"analysis.":[166],"While":[167],"GPUs":[169],"typically":[171],"much":[172],"more":[173],"efficient,":[175],"can":[180],"make":[181],"less":[183],"sustainable":[184],"than":[185],"PIM":[186],"solutions":[187],"certain":[189],"scenarios":[190],"that":[191],"activity":[193],"time":[194],"compute":[196],"effort.":[197]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4312943733","counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2024-11-05T08:44:03.690670","created_date":"2023-01-05"}