{"id":"https://openalex.org/W3046465350","doi":"https://doi.org/10.1109/tits.2020.3008420","title":"Edge Learning for Surveillance Video Uploading Sharing in Public Transport Systems","display_name":"Edge Learning for Surveillance Video Uploading Sharing in Public Transport Systems","publication_year":2020,"publication_date":"2020-07-31","ids":{"openalex":"https://openalex.org/W3046465350","doi":"https://doi.org/10.1109/tits.2020.3008420","mag":"3046465350"},"language":"en","primary_location":{"id":"doi:10.1109/tits.2020.3008420","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2020.3008420","pdf_url":null,"source":{"id":"https://openalex.org/S144771191","display_name":"IEEE Transactions on Intelligent Transportation Systems","issn_l":"1524-9050","issn":["1524-9050","1558-0016"],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Intelligent Transportation Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://figshare.com/articles/journal_contribution/Edge_Learning_for_Surveillance_Video_Uploading_Sharing_in_Public_Transport_Systems/29772500","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5002534955","display_name":"Laizhong Cui","orcid":"https://orcid.org/0000-0003-1991-290X"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Laizhong Cui","raw_affiliation_strings":["College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0003-1991-290X","affiliations":[{"raw_affiliation_string":"College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042460942","display_name":"Dongyuan Su","orcid":"https://orcid.org/0000-0002-3543-5130"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongyuan Su","raw_affiliation_strings":["College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-3543-5130","affiliations":[{"raw_affiliation_string":"College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029669009","display_name":"Yipeng Zhou","orcid":"https://orcid.org/0000-0003-1533-0865"},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]},{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU","CN"],"is_corresponding":false,"raw_author_name":"Yipeng Zhou","raw_affiliation_strings":["Department of Computing, Faculty of Science and Engineering, Macquarie University, Sydney, NSW, Australia","Peng Cheng Laboratory, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0003-1533-0865","affiliations":[{"raw_affiliation_string":"Department of Computing, Faculty of Science and Engineering, Macquarie University, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I99043593"]},{"raw_affiliation_string":"Peng Cheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100433953","display_name":"Lei Zhang","orcid":"https://orcid.org/0000-0002-7395-3780"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Zhang","raw_affiliation_strings":["College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-7395-3780","affiliations":[{"raw_affiliation_string":"College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004458037","display_name":"Yulei Wu","orcid":"https://orcid.org/0000-0003-0801-8443"},"institutions":[{"id":"https://openalex.org/I23923803","display_name":"University of Exeter","ror":"https://ror.org/03yghzc09","country_code":"GB","type":"education","lineage":["https://openalex.org/I23923803"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yulei Wu","raw_affiliation_strings":["College of Engineering, Mathematics and Physical Sciences, University of Exeter, Exeter, U.K"],"raw_orcid":"https://orcid.org/0000-0003-0801-8443","affiliations":[{"raw_affiliation_string":"College of Engineering, Mathematics and Physical Sciences, University of Exeter, Exeter, U.K","institution_ids":["https://openalex.org/I23923803"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043470959","display_name":"Shiping Chen","orcid":"https://orcid.org/0000-0002-4603-0024"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Shiping Chen","raw_affiliation_strings":["CSIRO Data61, Sydney, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0002-4603-0024","affiliations":[{"raw_affiliation_string":"CSIRO Data61, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I1292875679","https://openalex.org/I42894916"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.3015,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.7908905,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"22","issue":"4","first_page":"2274","last_page":"2285"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10761","display_name":"Vehicular Ad Hoc Networks (VANETs)","score":0.9990000128746033,"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/T10761","display_name":"Vehicular Ad Hoc Networks (VANETs)","score":0.9990000128746033,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10246","display_name":"Mobile Ad Hoc Networks","score":0.9919999837875366,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7880027294158936},{"id":"https://openalex.org/keywords/upload","display_name":"Upload","score":0.7613793015480042},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.5693833827972412},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.5241361260414124},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.47006091475486755},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.45859020948410034},{"id":"https://openalex.org/keywords/queueing-theory","display_name":"Queueing theory","score":0.45738595724105835},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.12197715044021606}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7880027294158936},{"id":"https://openalex.org/C71901391","wikidata":"https://www.wikidata.org/wiki/Q7126699","display_name":"Upload","level":2,"score":0.7613793015480042},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5693833827972412},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.5241361260414124},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.47006091475486755},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.45859020948410034},{"id":"https://openalex.org/C22684755","wikidata":"https://www.wikidata.org/wiki/Q847526","display_name":"Queueing theory","level":2,"score":0.45738595724105835},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.12197715044021606}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tits.2020.3008420","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2020.3008420","pdf_url":null,"source":{"id":"https://openalex.org/S144771191","display_name":"IEEE Transactions on Intelligent Transportation Systems","issn_l":"1524-9050","issn":["1524-9050","1558-0016"],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Intelligent Transportation Systems","raw_type":"journal-article"},{"id":"pmh:oai:ore.exeter.ac.uk:10871/122340","is_oa":false,"landing_page_url":"http://hdl.handle.net/10871/122340","pdf_url":null,"source":{"id":"https://openalex.org/S4306401998","display_name":"Open Research Exeter (University of Exeter)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I23923803","host_organization_name":"University of Exeter","host_organization_lineage":["https://openalex.org/I23923803"],"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":"Article"},{"id":"pmh:oai:figshare.com:article/29772500","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Edge_Learning_for_Surveillance_Video_Uploading_Sharing_in_Public_Transport_Systems/29772500","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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":"Text"}],"best_oa_location":{"id":"pmh:oai:figshare.com:article/29772500","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Edge_Learning_for_Surveillance_Video_Uploading_Sharing_in_Public_Transport_Systems/29772500","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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":"Text"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11","score":0.49000000953674316}],"awards":[{"id":"https://openalex.org/G1385053764","display_name":null,"funder_award_id":"61872420","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1993002912","display_name":"Building intelligence into online video services by learning user interests","funder_award_id":"DE180100950","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"},{"id":"https://openalex.org/G3747643392","display_name":"360\u5ea6\u5168\u666f\u89c6\u9891\u6d41\u5f0f\u4f20\u8f93\u4e2d\u7684\u7801\u7387\u81ea\u9002\u5e94\u673a\u5236\u7814\u7a76","funder_award_id":"61902257","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7006828336","display_name":"\u6570\u636e\u9a71\u52a8\u7684\u79fb\u52a8\u89c6\u9891\u4f20\u8f93\u5173\u952e\u6280\u672f\u7814\u7a76","funder_award_id":"61772345","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation 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/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1583510946","https://openalex.org/W1947927401","https://openalex.org/W1981771523","https://openalex.org/W1988506727","https://openalex.org/W2002926912","https://openalex.org/W2009777408","https://openalex.org/W2010345132","https://openalex.org/W2047629720","https://openalex.org/W2098132613","https://openalex.org/W2141434658","https://openalex.org/W2157054705","https://openalex.org/W2171951152","https://openalex.org/W2172717914","https://openalex.org/W2224429922","https://openalex.org/W2338523846","https://openalex.org/W2471217126","https://openalex.org/W2586734364","https://openalex.org/W2589691105","https://openalex.org/W2592916654","https://openalex.org/W2612857495","https://openalex.org/W2739839877","https://openalex.org/W2768205782","https://openalex.org/W2779533463","https://openalex.org/W2792279538","https://openalex.org/W2794488913","https://openalex.org/W2797226653","https://openalex.org/W2894383926","https://openalex.org/W2901778378","https://openalex.org/W2912686022","https://openalex.org/W2918891759","https://openalex.org/W2932176981","https://openalex.org/W2933013660","https://openalex.org/W2948682889","https://openalex.org/W2966507146","https://openalex.org/W2979680647","https://openalex.org/W2980245340","https://openalex.org/W3001494301","https://openalex.org/W3099749652","https://openalex.org/W4299434068","https://openalex.org/W6681162792","https://openalex.org/W6760610560"],"related_works":["https://openalex.org/W2944823289","https://openalex.org/W3037018281","https://openalex.org/W2972592048","https://openalex.org/W2358319515","https://openalex.org/W4321854979","https://openalex.org/W2003209439","https://openalex.org/W2497626292","https://openalex.org/W4312214821","https://openalex.org/W4361862506","https://openalex.org/W2070735207"],"abstract_inverted_index":{"Nowadays,":[0],"surveillance":[1,25],"cameras":[2],"have":[3],"been":[4],"pervasively":[5],"equipped":[6],"with":[7,105,180,248,286],"vehicles":[8,48],"in":[9,279],"public":[10,17],"transport":[11],"systems.":[12],"For":[13],"the":[14,59,83,92,98,115,142,148,158,169,194,208,223,240,249,257,265,294],"sake":[15],"of":[16,45,47,131,144,150,160,171,211,225,259,267,282],"security,":[18],"it":[19,110,153,164],"is":[20,104,111,154,165,204,236],"crucial":[21],"to":[22,27,68,77,113,119,141,156,167,192,198,206,217,221,238],"upload":[23],"recorded":[24],"videos":[26],"remote":[28],"servers":[29],"timely":[30],"for":[31,63,86],"backup":[32],"and":[33,96,147,263],"necessary":[34],"video":[35,40,60,79,93,173,212],"analytics.":[36],"However,":[37],"continuously":[38],"uploading":[39,61,94,172,209],"content":[41,174],"generated":[42],"by":[43,66,270],"tens":[44],"thousands":[46],"can":[49,244,291],"be":[50,245],"extremely":[51],"bandwidth":[52,116,126,196],"consuming.":[53],"In":[54,284],"this":[55],"work,":[56],"we":[57,183],"investigate":[58],"problem":[62,103,235],"moving":[64],"buses":[65,121],"proposing":[67],"deploy":[69],"dedicated":[70],"access":[71],"points":[72],"(AP)":[73],"at":[74,134],"bus":[75,124,145,151,226,276],"stops":[76,135],"facilitate":[78],"uploading.":[80],"We":[81,214,255],"define":[82],"harmonic":[84,241],"objective":[85],"our":[87,229,260,268,289],"problem,":[88],"which":[89,243],"includes":[90],"minimizing":[91,97],"delay":[95,170,210],"AP":[99],"deployment":[100],"cost.":[101],"This":[102],"two":[106],"fundamental":[107],"challenges.":[108],"Firstly,":[109],"difficult":[112],"balance":[114,193],"capacity":[117],"allocated":[118,197],"many":[120],"because":[122],"a":[123,129,185,233],"obtains":[125],"resource":[127],"from":[128],"series":[130],"APs":[132],"deployed":[133],"along":[136],"its":[137],"route.":[138],"Secondly,":[139],"due":[140],"randomness":[143],"movement":[146],"complexity":[149],"routes,":[152],"hard":[155],"predict":[157],"workload":[159],"an":[161,176],"AP.":[162,177],"Hence,":[163],"challenging":[166],"estimate":[168],"through":[175],"To":[178],"cope":[179],"these":[181],"challenges,":[182],"propose":[184],"water":[186],"filling":[187],"placement":[188],"(WFP)":[189],"algorithm,":[190],"aiming":[191],"aggregated":[195],"each":[199],"bus.":[200],"A":[201],"queuing":[202,230],"model":[203],"established":[205],"analyze":[207],"content.":[213],"further":[215],"resort":[216],"machine":[218],"learning":[219],"models":[220],"factor":[222],"influence":[224],"routes":[227],"into":[228],"model.":[231],"Finally,":[232],"convex":[234],"formulated":[237],"optimize":[239],"objective,":[242],"optimally":[246],"solved":[247],"gradient":[250],"descent":[251],"(GD)":[252],"based":[253],"algorithm.":[254],"validate":[256],"correctness":[258],"theoretical":[261],"analysis":[262],"demonstrate":[264],"effectiveness":[266],"method":[269],"carrying":[271],"out":[272],"extensive":[273],"experiments":[274],"using":[275],"traces":[277],"collected":[278],"Shenzhen":[280],"city":[281],"China.":[283],"comparison":[285],"benchmark":[287],"algorithms,":[288],"solution":[290],"always":[292],"achieve":[293],"best":[295],"performance.":[296]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":3}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}