{"id":"https://openalex.org/W2886472289","doi":"https://doi.org/10.1587/transinf.2018edp7044","title":"Design and Implementation of Deep Neural Network for Edge Computing","display_name":"Design and Implementation of Deep Neural Network for Edge Computing","publication_year":2018,"publication_date":"2018-07-31","ids":{"openalex":"https://openalex.org/W2886472289","doi":"https://doi.org/10.1587/transinf.2018edp7044","mag":"2886472289"},"language":"en","primary_location":{"id":"doi:10.1587/transinf.2018edp7044","is_oa":true,"landing_page_url":"https://doi.org/10.1587/transinf.2018edp7044","pdf_url":"https://www.jstage.jst.go.jp/article/transinf/E101.D/8/E101.D_2018EDP7044/_pdf","source":{"id":"https://openalex.org/S2486202937","display_name":"IEICE Transactions on Information and Systems","issn_l":"0916-8532","issn":["0916-8532","1745-1361"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEICE Transactions on Information and Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://www.jstage.jst.go.jp/article/transinf/E101.D/8/E101.D_2018EDP7044/_pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036540493","display_name":"Junyang Zhang","orcid":"https://orcid.org/0000-0002-0871-2059"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junyang ZHANG","raw_affiliation_strings":["College of Computer, National University of Defense Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer, National University of Defense Technology","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100720832","display_name":"Yang Guo","orcid":"https://orcid.org/0000-0001-9050-0866"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang GUO","raw_affiliation_strings":["College of Computer, National University of Defense Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer, National University of Defense Technology","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xiao HU","orcid":null},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao HU","raw_affiliation_strings":["College of Computer, National University of Defense Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer, National University of Defense Technology","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033869703","display_name":"Rongzhen Li","orcid":"https://orcid.org/0000-0003-0306-3982"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rongzhen LI","raw_affiliation_strings":["College of Computer, National University of Defense Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer, National University of Defense Technology","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I170215575"],"apc_list":null,"apc_paid":null,"fwci":0.973,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.77378519,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"E101.D","issue":"8","first_page":"1982","last_page":"1996"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9878000020980835,"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"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9878000020980835,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9854000210762024,"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/T13832","display_name":"Advanced Decision-Making Techniques","score":0.9531000256538391,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.9025672078132629},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.6099972724914551},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.595978319644928},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4918534755706787},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4304199516773224},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.4243772625923157},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.33663296699523926}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9025672078132629},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.6099972724914551},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.595978319644928},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4918534755706787},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4304199516773224},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.4243772625923157},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.33663296699523926}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1587/transinf.2018edp7044","is_oa":true,"landing_page_url":"https://doi.org/10.1587/transinf.2018edp7044","pdf_url":"https://www.jstage.jst.go.jp/article/transinf/E101.D/8/E101.D_2018EDP7044/_pdf","source":{"id":"https://openalex.org/S2486202937","display_name":"IEICE Transactions on Information and Systems","issn_l":"0916-8532","issn":["0916-8532","1745-1361"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEICE Transactions on Information and Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1587/transinf.2018edp7044","is_oa":true,"landing_page_url":"https://doi.org/10.1587/transinf.2018edp7044","pdf_url":"https://www.jstage.jst.go.jp/article/transinf/E101.D/8/E101.D_2018EDP7044/_pdf","source":{"id":"https://openalex.org/S2486202937","display_name":"IEICE Transactions on Information and Systems","issn_l":"0916-8532","issn":["0916-8532","1745-1361"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEICE Transactions on Information and Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.4399999976158142}],"awards":[{"id":"https://openalex.org/G1811065739","display_name":null,"funder_award_id":"60133007, 61572025","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5815876613","display_name":"\u57fa\u4e8e\u5f20\u91cf\u79ef\u7684\u5411\u91cf\u5316\u4ee3\u7801\u81ea\u52a8\u751f\u6210\u548c\u8c03\u4f18\u6280\u672f\u7814\u7a76","funder_award_id":"61572025","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5997530250","display_name":null,"funder_award_id":"2016YFB0200401","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2886472289.pdf","grobid_xml":"https://content.openalex.org/works/W2886472289.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W1534665966","https://openalex.org/W1686810756","https://openalex.org/W2048266589","https://openalex.org/W2067523571","https://openalex.org/W2097117768","https://openalex.org/W2117539524","https://openalex.org/W2143612262","https://openalex.org/W2152839228","https://openalex.org/W2155893237","https://openalex.org/W2163605009","https://openalex.org/W2183341477","https://openalex.org/W2193145675","https://openalex.org/W2194775991","https://openalex.org/W2339473870","https://openalex.org/W2392395307","https://openalex.org/W2402144811","https://openalex.org/W2416799949","https://openalex.org/W2515287984","https://openalex.org/W2567589630","https://openalex.org/W2585748725","https://openalex.org/W2606722458","https://openalex.org/W3003064026","https://openalex.org/W3106250896","https://openalex.org/W3140285855","https://openalex.org/W4247470470"],"related_works":["https://openalex.org/W2391251536","https://openalex.org/W2362198218","https://openalex.org/W2019521278","https://openalex.org/W1984922432","https://openalex.org/W4324372666","https://openalex.org/W2979760315","https://openalex.org/W4225706866","https://openalex.org/W2914646191","https://openalex.org/W4386004629","https://openalex.org/W2942586735"],"abstract_inverted_index":{"In":[0],"recent":[1],"years,":[2],"deep":[3,39],"learning":[4,40],"based":[5,168,193],"image":[6],"recognition,":[7,9],"speech":[8],"text":[10],"translation":[11],"and":[12,140,188,191,197,214,216],"other":[13],"related":[14],"applications":[15],"have":[16],"brought":[17],"great":[18],"convenience":[19],"to":[20,34,131,143,148],"people's":[21],"lives.":[22],"With":[23],"the":[24,27,73,81,86,94,106,111,118,124,128,133,145,152,170,205],"advent":[25],"of":[26,29,31,80,96,98,104,127,154,162,178],"era":[28],"internet":[30],"everything,":[32],"how":[33],"run":[35],"a":[36,43,49,61,66,102,158],"computationally":[37],"intensive":[38],"algorithm":[41],"on":[42,169,194],"limited":[44],"resources":[45],"edge":[46,54],"device":[47],"is":[48,90,114,165],"major":[50],"challenge.":[51],"For":[52],"an":[53],"oriented":[55],"computing":[56,210],"vector":[57,119,206],"processor,":[58],"combined":[59],"with":[60,121],"specific":[62],"neural":[63,179,220],"network":[64,180,221],"model,":[65],"new":[67],"data":[68],"layout":[69],"method":[70,103],"for":[71],"putting":[72],"input":[74],"feature":[75],"maps":[76],"in":[77,85,110,223],"DDR,":[78],"rearrangement":[79],"convolutional":[82],"kernel":[83],"parameters":[84],"nuclear":[87],"memory":[88],"bank":[89],"proposed.":[91,166],"Aiming":[92],"at":[93],"difficulty":[95],"parallelism":[97],"two-dimensional":[99],"matrix":[100,107],"convolution,":[101],"parallelizing":[105],"convolution":[108],"calculation":[109],"third":[112],"dimension":[113],"proposed,":[115],"by":[116],"setting":[117],"register":[120],"zero":[122],"as":[123],"initial":[125],"value":[126],"max":[129],"pooling":[130,141],"fuse":[132],"rectified":[134],"linear":[135],"unit":[136],"(ReLU)":[137],"activation":[138],"function":[139],"operations":[142],"reduce":[144],"repeated":[146],"access":[147],"intermediate":[149],"data.":[150],"On":[151],"basis":[153],"single":[155],"core":[156],"implementation,":[157],"multi-core":[159],"implementation":[160],"scheme":[161],"Inception":[163],"structure":[164],"Finally,":[167],"proposed":[171],"vectorization":[172],"method,":[173],"we":[174],"realize":[175],"five":[176],"kinds":[177],"models,":[181],"namely,":[182],"AlexNet,":[183],"VGG16,":[184],"VGG19,":[185],"GoogLeNet,":[186],"ResNet18,":[187],"performance":[189],"statistics":[190],"analysis":[192],"CPU,":[195],"gtx1080TI":[196],"FT2000":[198],"are":[199],"presented.":[200],"Experimental":[201],"results":[202],"show":[203],"that":[204],"processor":[207],"has":[208],"better":[209],"advantages":[211],"than":[212],"CPU":[213],"GPU,":[215],"can":[217],"calculate":[218],"large-scale":[219],"model":[222],"real":[224],"time.":[225]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1}],"updated_date":"2026-07-19T07:52:34.831488","created_date":"2025-10-10T00:00:00"}
