{"id":"https://openalex.org/W2968071012","doi":"https://doi.org/10.1177/1550147719868669","title":"Survey of deployment locations and underlying hardware architectures for contemporary deep neural networks","display_name":"Survey of deployment locations and underlying hardware architectures for contemporary deep neural networks","publication_year":2019,"publication_date":"2019-08-01","ids":{"openalex":"https://openalex.org/W2968071012","doi":"https://doi.org/10.1177/1550147719868669","mag":"2968071012"},"language":"en","primary_location":{"id":"doi:10.1177/1550147719868669","is_oa":true,"landing_page_url":"https://doi.org/10.1177/1550147719868669","pdf_url":"https://journals.sagepub.com/doi/pdf/10.1177/1550147719868669","source":{"id":"https://openalex.org/S64417657","display_name":"International Journal of Distributed Sensor Networks","issn_l":"1550-1329","issn":["1550-1329","1550-1477"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Distributed Sensor Networks","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journals.sagepub.com/doi/pdf/10.1177/1550147719868669","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5082146561","display_name":"Milo\u0161 Kotlar","orcid":"https://orcid.org/0000-0001-6459-0087"},"institutions":[{"id":"https://openalex.org/I4068193","display_name":"University of Belgrade","ror":"https://ror.org/02qsmb048","country_code":"RS","type":"education","lineage":["https://openalex.org/I4068193"]}],"countries":["RS"],"is_corresponding":true,"raw_author_name":"Milo\u0161 Kotlar","raw_affiliation_strings":["School of Electrical Engineering, University of Belgrade, Belgrade, Serbia"],"raw_orcid":"https://orcid.org/0000-0001-6459-0087","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, University of Belgrade, Belgrade, Serbia","institution_ids":["https://openalex.org/I4068193"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052139493","display_name":"Dragan Boji\u0107","orcid":"https://orcid.org/0009-0001-3025-5886"},"institutions":[{"id":"https://openalex.org/I4068193","display_name":"University of Belgrade","ror":"https://ror.org/02qsmb048","country_code":"RS","type":"education","lineage":["https://openalex.org/I4068193"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Dragan Boji\u0107","raw_affiliation_strings":["School of Electrical Engineering, University of Belgrade, Belgrade, Serbia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, University of Belgrade, Belgrade, Serbia","institution_ids":["https://openalex.org/I4068193"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088937630","display_name":"Marija Punt","orcid":"https://orcid.org/0000-0002-1944-7086"},"institutions":[{"id":"https://openalex.org/I4068193","display_name":"University of Belgrade","ror":"https://ror.org/02qsmb048","country_code":"RS","type":"education","lineage":["https://openalex.org/I4068193"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Marija Punt","raw_affiliation_strings":["School of Electrical Engineering, University of Belgrade, Belgrade, Serbia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, University of Belgrade, Belgrade, Serbia","institution_ids":["https://openalex.org/I4068193"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030033846","display_name":"Veljko Milutinovi\u0107","orcid":"https://orcid.org/0000-0002-9380-5232"},"institutions":[{"id":"https://openalex.org/I4210119109","display_name":"Indiana University Bloomington","ror":"https://ror.org/02k40bc56","country_code":"US","type":"education","lineage":["https://openalex.org/I4210119109","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Veljko Milutinovi\u0107","raw_affiliation_strings":["Department of Computer Science, Indiana University Bloomington, Bloomington, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Indiana University Bloomington, Bloomington, IN, USA","institution_ids":["https://openalex.org/I4210119109"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5082146561"],"corresponding_institution_ids":["https://openalex.org/I4068193"],"apc_list":{"value":2200,"currency":"USD","value_usd":2200},"apc_paid":{"value":2200,"currency":"USD","value_usd":2200},"fwci":0.3503,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.59931334,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"15","issue":"8","first_page":"155014771986866","last_page":"155014771986866"},"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9955999851226807,"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/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9945999979972839,"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":0.85178142786026},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.625478982925415},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.6250872611999512},{"id":"https://openalex.org/keywords/multi-core-processor","display_name":"Multi-core processor","score":0.5314328670501709},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.5269090533256531},{"id":"https://openalex.org/keywords/dew","display_name":"Dew","score":0.5028033256530762},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4605070948600769},{"id":"https://openalex.org/keywords/graphics","display_name":"Graphics","score":0.45681843161582947},{"id":"https://openalex.org/keywords/data-processing","display_name":"Data processing","score":0.4415307343006134},{"id":"https://openalex.org/keywords/graphics-processing-unit","display_name":"Graphics processing unit","score":0.42147207260131836},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.4133189916610718},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.3766714930534363},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3495999574661255},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3213980197906494},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.19879651069641113},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.16573387384414673},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.1277487576007843},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.12384167313575745}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.85178142786026},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.625478982925415},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.6250872611999512},{"id":"https://openalex.org/C78766204","wikidata":"https://www.wikidata.org/wiki/Q555032","display_name":"Multi-core processor","level":2,"score":0.5314328670501709},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.5269090533256531},{"id":"https://openalex.org/C64900583","wikidata":"https://www.wikidata.org/wiki/Q41097","display_name":"Dew","level":3,"score":0.5028033256530762},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4605070948600769},{"id":"https://openalex.org/C21442007","wikidata":"https://www.wikidata.org/wiki/Q1027879","display_name":"Graphics","level":2,"score":0.45681843161582947},{"id":"https://openalex.org/C138827492","wikidata":"https://www.wikidata.org/wiki/Q6661985","display_name":"Data processing","level":2,"score":0.4415307343006134},{"id":"https://openalex.org/C2779851693","wikidata":"https://www.wikidata.org/wiki/Q183484","display_name":"Graphics processing unit","level":2,"score":0.42147207260131836},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.4133189916610718},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.3766714930534363},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3495999574661255},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3213980197906494},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.19879651069641113},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.16573387384414673},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.1277487576007843},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.12384167313575745},{"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/C200093464","wikidata":"https://www.wikidata.org/wiki/Q166583","display_name":"Condensation","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1177/1550147719868669","is_oa":true,"landing_page_url":"https://doi.org/10.1177/1550147719868669","pdf_url":"https://journals.sagepub.com/doi/pdf/10.1177/1550147719868669","source":{"id":"https://openalex.org/S64417657","display_name":"International Journal of Distributed Sensor Networks","issn_l":"1550-1329","issn":["1550-1329","1550-1477"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Distributed Sensor Networks","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:sae:intdis:v:15:y:2019:i:8:p:1550147719868669","is_oa":false,"landing_page_url":"https://journals.sagepub.com/doi/10.1177/1550147719868669","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:f8f88b3a9aa74c8ba37483d7caedba63","is_oa":true,"landing_page_url":"https://doaj.org/article/f8f88b3a9aa74c8ba37483d7caedba63","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Distributed Sensor Networks, Vol 15 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1177/1550147719868669","is_oa":true,"landing_page_url":"https://doi.org/10.1177/1550147719868669","pdf_url":"https://journals.sagepub.com/doi/pdf/10.1177/1550147719868669","source":{"id":"https://openalex.org/S64417657","display_name":"International Journal of Distributed Sensor Networks","issn_l":"1550-1329","issn":["1550-1329","1550-1477"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Distributed Sensor Networks","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7300000190734863,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2968071012.pdf"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W1604973310","https://openalex.org/W1884191083","https://openalex.org/W1941770259","https://openalex.org/W1981276685","https://openalex.org/W2005013836","https://openalex.org/W2061860832","https://openalex.org/W2076063813","https://openalex.org/W2108662511","https://openalex.org/W2392395307","https://openalex.org/W2581082771","https://openalex.org/W2585196369","https://openalex.org/W2737889100","https://openalex.org/W2783525259","https://openalex.org/W2890653437","https://openalex.org/W2919115771","https://openalex.org/W4231165118","https://openalex.org/W4233163546","https://openalex.org/W4236603839","https://openalex.org/W4240084644"],"related_works":["https://openalex.org/W2349223641","https://openalex.org/W4247382271","https://openalex.org/W2358364461","https://openalex.org/W2954396071","https://openalex.org/W1996298957","https://openalex.org/W4229790932","https://openalex.org/W2383636265","https://openalex.org/W2220968517","https://openalex.org/W2060611139","https://openalex.org/W2295922755"],"abstract_inverted_index":{"This":[0],"article":[1,82],"overviews":[2],"the":[3,42,84,149],"emerging":[4],"use":[5],"of":[6,17,101,124],"deep":[7,32],"neural":[8,33],"networks":[9],"in":[10,26,41,80,92,122,132,152],"data":[11,136,139],"analytics":[12],"and":[13,20,45,73,108,126,142],"explores":[14],"which":[15,37,104,112],"type":[16],"underlying":[18],"hardware":[19],"architectural":[21,56],"approach":[22],"is":[23,50],"best":[24],"used":[25],"various":[27],"deployment":[28],"locations":[29,36],"when":[30],"implementing":[31],"networks.":[34],"The":[35,77,95],"are":[38,40,105,113],"discussed":[39],"cloud,":[43],"fog,":[44],"dew":[46],"computing":[47,49],"(dew":[48],"performed":[51],"by":[52],"end":[53],"devices).":[54],"Covered":[55],"approaches":[57],"include":[58],"multicore":[59],"processors":[60,65],"(central":[61],"processing":[62,67,137,140,143],"unit),":[63,68],"manycore":[64],"(graphics":[66],"field":[69],"programmable":[70],"gate":[71],"arrays,":[72],"application-specific":[74],"integrated":[75],"circuits.":[76],"proposed":[78,96],"classification":[79,97,150],"this":[81,153],"divides":[83],"existing":[85,102],"solutions":[86],"into":[87],"12":[88],"different":[89],"categories,":[90],"organized":[91],"two":[93],"dimensions.":[94],"allows":[98],"a":[99],"comparison":[100],"architectures,":[103,111],"predominantly":[106],"cloud-based,":[107],"anticipated":[109],"future":[110],"expected":[114],"to":[115],"be":[116],"hybrid":[117],"cloud-fog-dew":[118],"architectures":[119],"for":[120],"applications":[121],"Internet":[123],"Things":[125],"Wireless":[127],"Sensor":[128],"Networks.":[129],"Researchers":[130],"interested":[131],"studying":[133],"trade-offs":[134],"among":[135],"bandwidth,":[138],"latency,":[141],"power":[144],"consumption":[145],"would":[146],"benefit":[147],"from":[148],"made":[151],"article.":[154]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-05-22T06:13:13.366637","created_date":"2025-10-10T00:00:00"}
