{"id":"https://openalex.org/W4385647779","doi":"https://doi.org/10.1186/s13677-023-00488-6","title":"Collaborative on-demand dynamic deployment via deep reinforcement learning for IoV service in multi edge clouds","display_name":"Collaborative on-demand dynamic deployment via deep reinforcement learning for IoV service in multi edge clouds","publication_year":2023,"publication_date":"2023-08-08","ids":{"openalex":"https://openalex.org/W4385647779","doi":"https://doi.org/10.1186/s13677-023-00488-6"},"language":"en","primary_location":{"id":"doi:10.1186/s13677-023-00488-6","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-023-00488-6","pdf_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-023-00488-6","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Cloud Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-023-00488-6","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070789290","display_name":"Yuze Huang","orcid":"https://orcid.org/0000-0001-8837-5795"},"institutions":[{"id":"https://openalex.org/I63371133","display_name":"Chongqing Jiaotong University","ror":"https://ror.org/01t001k65","country_code":"CN","type":"education","lineage":["https://openalex.org/I63371133"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuze Huang","raw_affiliation_strings":["School of Information Science and Engneering, Chongqing Jiaotong University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engneering, Chongqing Jiaotong University, Chongqing, China","institution_ids":["https://openalex.org/I63371133"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056059385","display_name":"Beipeng Feng","orcid":"https://orcid.org/0000-0003-2511-5878"},"institutions":[{"id":"https://openalex.org/I63371133","display_name":"Chongqing Jiaotong University","ror":"https://ror.org/01t001k65","country_code":"CN","type":"education","lineage":["https://openalex.org/I63371133"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Beipeng Feng","raw_affiliation_strings":["School of Information Science and Engneering, Chongqing Jiaotong University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engneering, Chongqing Jiaotong University, Chongqing, China","institution_ids":["https://openalex.org/I63371133"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053993735","display_name":"Yuhui Cao","orcid":"https://orcid.org/0000-0001-8604-7413"},"institutions":[{"id":"https://openalex.org/I63371133","display_name":"Chongqing Jiaotong University","ror":"https://ror.org/01t001k65","country_code":"CN","type":"education","lineage":["https://openalex.org/I63371133"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuhui Cao","raw_affiliation_strings":["School of Information Science and Engneering, Chongqing Jiaotong University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engneering, Chongqing Jiaotong University, Chongqing, China","institution_ids":["https://openalex.org/I63371133"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064396511","display_name":"Zhenzhen Guo","orcid":"https://orcid.org/0000-0003-1724-8427"},"institutions":[{"id":"https://openalex.org/I63371133","display_name":"Chongqing Jiaotong University","ror":"https://ror.org/01t001k65","country_code":"CN","type":"education","lineage":["https://openalex.org/I63371133"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenzhen Guo","raw_affiliation_strings":["School of Information Science and Engneering, Chongqing Jiaotong University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engneering, Chongqing Jiaotong University, Chongqing, China","institution_ids":["https://openalex.org/I63371133"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100376451","display_name":"Miao Zhang","orcid":"https://orcid.org/0000-0001-6126-6142"},"institutions":[{"id":"https://openalex.org/I63371133","display_name":"Chongqing Jiaotong University","ror":"https://ror.org/01t001k65","country_code":"CN","type":"education","lineage":["https://openalex.org/I63371133"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Miao Zhang","raw_affiliation_strings":["School of Information Science and Engneering, Chongqing Jiaotong University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engneering, Chongqing Jiaotong University, Chongqing, China","institution_ids":["https://openalex.org/I63371133"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063080367","display_name":"Boren Zheng","orcid":"https://orcid.org/0000-0002-2900-4027"},"institutions":[{"id":"https://openalex.org/I63371133","display_name":"Chongqing Jiaotong University","ror":"https://ror.org/01t001k65","country_code":"CN","type":"education","lineage":["https://openalex.org/I63371133"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Boren Zheng","raw_affiliation_strings":["School of Information Science and Engneering, Chongqing Jiaotong University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engneering, Chongqing Jiaotong University, Chongqing, China","institution_ids":["https://openalex.org/I63371133"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5070789290"],"corresponding_institution_ids":["https://openalex.org/I63371133"],"apc_list":{"value":990,"currency":"GBP","value_usd":1214},"apc_paid":{"value":990,"currency":"GBP","value_usd":1214},"fwci":5.3661,"has_fulltext":true,"cited_by_count":27,"citation_normalized_percentile":{"value":0.96097341,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"12","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9990000128746033,"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"}},"topics":[{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9990000128746033,"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/T13553","display_name":"Age of Information Optimization","score":0.9939000010490417,"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/T11942","display_name":"Transportation and Mobility Innovations","score":0.9800999760627747,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/software-deployment","display_name":"Software deployment","score":0.8392422199249268},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7899293899536133},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7253196239471436},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.6813805103302002},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.6411564350128174},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.630425214767456},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.5824576616287231},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.49487894773483276},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4889472723007202},{"id":"https://openalex.org/keywords/data-as-a-service","display_name":"Data as a service","score":0.41688984632492065},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.39614322781562805},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2181817591190338},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1136484146118164}],"concepts":[{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.8392422199249268},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7899293899536133},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7253196239471436},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.6813805103302002},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.6411564350128174},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.630425214767456},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.5824576616287231},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.49487894773483276},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4889472723007202},{"id":"https://openalex.org/C97300177","wikidata":"https://www.wikidata.org/wiki/Q1994744","display_name":"Data as a service","level":3,"score":0.41688984632492065},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.39614322781562805},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2181817591190338},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1136484146118164},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s13677-023-00488-6","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-023-00488-6","pdf_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-023-00488-6","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Cloud Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:2c8ca500f0ab4c6b885ed3b39e9281d7","is_oa":true,"landing_page_url":"https://doaj.org/article/2c8ca500f0ab4c6b885ed3b39e9281d7","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Cloud Computing: Advances, Systems and Applications, Vol 12, Iss 1, Pp 1-18 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s13677-023-00488-6","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-023-00488-6","pdf_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-023-00488-6","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Cloud Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.5199999809265137}],"awards":[{"id":"https://openalex.org/G2373057471","display_name":null,"funder_award_id":"2022NSCQ","funder_id":"https://openalex.org/F4320323172","funder_display_name":"Natural Science Foundation of Chongqing"},{"id":"https://openalex.org/G2796437284","display_name":null,"funder_award_id":"CSTB2022NSCQ","funder_id":"https://openalex.org/F4320323172","funder_display_name":"Natural Science Foundation of Chongqing"},{"id":"https://openalex.org/G3910605392","display_name":null,"funder_award_id":"NSCQ-","funder_id":"https://openalex.org/F4320323172","funder_display_name":"Natural Science Foundation of Chongqing"},{"id":"https://openalex.org/G892430918","display_name":null,"funder_award_id":"CSTB2022NSCQ-MSX0368","funder_id":"https://openalex.org/F4320323172","funder_display_name":"Natural Science Foundation of Chongqing"}],"funders":[{"id":"https://openalex.org/F4320323172","display_name":"Natural Science Foundation of Chongqing","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320327639","display_name":"Centre Scientifique et Technique du B\u00e2timent","ror":"https://ror.org/02fsd1928"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4385647779.pdf"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W1962496800","https://openalex.org/W2145339207","https://openalex.org/W2605270919","https://openalex.org/W2807902932","https://openalex.org/W2808614313","https://openalex.org/W2904036678","https://openalex.org/W2966753637","https://openalex.org/W2982650630","https://openalex.org/W3009048608","https://openalex.org/W3036866442","https://openalex.org/W3040845653","https://openalex.org/W3108435000","https://openalex.org/W3111145724","https://openalex.org/W3128045956","https://openalex.org/W3156032009","https://openalex.org/W4200317075","https://openalex.org/W4206731724","https://openalex.org/W4206772869","https://openalex.org/W4220967177","https://openalex.org/W4224210818","https://openalex.org/W4230715394","https://openalex.org/W4234418978","https://openalex.org/W4286435224","https://openalex.org/W4293195712","https://openalex.org/W4293916805","https://openalex.org/W4294677170","https://openalex.org/W4295347215","https://openalex.org/W4311216084","https://openalex.org/W4312389599","https://openalex.org/W4324116470","https://openalex.org/W4376456793","https://openalex.org/W4376643890","https://openalex.org/W4380203367","https://openalex.org/W4400876885"],"related_works":["https://openalex.org/W4322761281","https://openalex.org/W4238233472","https://openalex.org/W4313463218","https://openalex.org/W4312996489","https://openalex.org/W3111395152","https://openalex.org/W4313526662","https://openalex.org/W3106131444","https://openalex.org/W3216099748","https://openalex.org/W4205963435","https://openalex.org/W4319161913"],"abstract_inverted_index":{"Abstract":[0],"In":[1,86,114],"vehicular":[2],"edge":[3,15,35,39,55,124],"computing,":[4],"the":[5,11,14,18,22,26,44,48,62,67,75,90,117,137,143,152,161,189,193],"low-delay":[6],"services":[7,78,139],"are":[8,70,126,140,157,198],"invoked":[9],"by":[10,94,128],"vehicles":[12,19],"from":[13],"clouds":[16,56,125],"while":[17],"moving":[20],"on":[21],"roads.":[23],"Because":[24],"of":[25,28,119,122,145],"insufficiency":[27],"computing":[29],"capacity":[30],"and":[31,46,74,135],"storage":[32],"resource":[33],"for":[34,83,214],"clouds,":[36],"a":[37,80,97,129,176],"single":[38],"cloud":[40],"cannot":[41],"handle":[42],"all":[43],"services,":[45],"thus":[47],"efficient":[49],"service":[50,63,68,84,99,120,131,146,153,166,178,208,215],"deployment":[51,102,180],"strategy":[52],"in":[53,72],"multi":[54],"should":[57],"be":[58],"designed":[59],"according":[60],"to":[61,88,159,164,187],"demands.":[64],"Noticed":[65],"that":[66],"demands":[69,132],"dynamic":[71,101,179],"temporal,":[73],"inter-relationship":[76],"between":[77,173],"is":[79,108,111,185],"non-negligible":[81],"factor":[82],"deployment.":[85,216],"order":[87],"address":[89],"new":[91],"challenges":[92],"produced":[93],"these":[95],"factors,":[96],"collaborative":[98,177],"on-demand":[100],"approach":[103,204],"with":[104,169,182],"deep":[105],"reinforcement":[106],"learning":[107],"proposed,":[109],"which":[110],"named":[112],"CODD-DQN.":[113],"our":[115,203],"approach,":[116],"number":[118],"request":[121],"each":[123],"forecasted":[127],"time-aware":[130],"prediction":[133],"algorithm,":[134],"then":[136],"interacting":[138,190],"discovered":[141],"through":[142],"analysis":[144],"invoking":[147],"logs.":[148],"On":[149],"this":[150],"basis,":[151],"response":[154,167,209],"time":[155,168,210],"models":[156],"constructed":[158],"formulated":[160],"problem,":[162],"aiming":[163],"minimize":[165],"data":[170],"transmission":[171],"delay":[172],"services.":[174,191],"Furthermore,":[175],"algorithm":[181],"DQN":[183],"model":[184],"proposed":[186],"deploy":[188],"Finally,":[192],"real-world":[194],"dataset":[195],"based":[196],"experiments":[197],"conducted.":[199],"The":[200],"results":[201],"show":[202],"can":[205],"achieve":[206],"lowest":[207],"than":[211],"other":[212],"algorithms":[213]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":15},{"year":2023,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}