{"id":"https://openalex.org/W4285169428","doi":"https://doi.org/10.1109/jiot.2022.3181013","title":"DRL-Based Deadline-Driven Advance Reservation Allocation in EONs for Cloud\u2013Edge Computing","display_name":"DRL-Based Deadline-Driven Advance Reservation Allocation in EONs for Cloud\u2013Edge Computing","publication_year":2022,"publication_date":"2022-06-08","ids":{"openalex":"https://openalex.org/W4285169428","doi":"https://doi.org/10.1109/jiot.2022.3181013"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2022.3181013","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2022.3181013","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5027563148","display_name":"Ruijie Zhu","orcid":"https://orcid.org/0000-0003-1210-546X"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ruijie Zhu","raw_affiliation_strings":["School of Information Engineering, Zhengzhou University, Zhengzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011721425","display_name":"Li Gong","orcid":"https://orcid.org/0000-0002-6960-9522"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gong Li","raw_affiliation_strings":["Henan Institute of Advanced Technology, Zhengzhou University, Zhengzhou, China"],"affiliations":[{"raw_affiliation_string":"Henan Institute of Advanced Technology, Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048409629","display_name":"Peisen Wang","orcid":"https://orcid.org/0000-0001-6419-5706"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peisen Wang","raw_affiliation_strings":["Henan Institute of Advanced Technology, Zhengzhou University, Zhengzhou, China"],"affiliations":[{"raw_affiliation_string":"Henan Institute of Advanced Technology, Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081346568","display_name":"Mingliang Xu","orcid":"https://orcid.org/0000-0002-6885-3451"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingliang Xu","raw_affiliation_strings":["School of Information Engineering, Zhengzhou University, Zhengzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005228053","display_name":"Shui Yu","orcid":"https://orcid.org/0000-0003-4485-6743"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Shui Yu","raw_affiliation_strings":["School of Computer Science, University of Technology Sydney, Ultimo, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Technology Sydney, Ultimo, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5027563148"],"corresponding_institution_ids":["https://openalex.org/I38877650"],"apc_list":null,"apc_paid":null,"fwci":4.2341,"has_fulltext":false,"cited_by_count":46,"citation_normalized_percentile":{"value":0.94953551,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"9","issue":"21","first_page":"21444","last_page":"21457"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10847","display_name":"Advanced Optical Network Technologies","score":0.9998999834060669,"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/T10847","display_name":"Advanced Optical Network Technologies","score":0.9998999834060669,"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/T10232","display_name":"Optical Network Technologies","score":0.9993000030517578,"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/T10767","display_name":"Advanced Photonic Communication Systems","score":0.9991000294685364,"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":0.875568151473999},{"id":"https://openalex.org/keywords/reservation","display_name":"Reservation","score":0.7078070640563965},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.599499523639679},{"id":"https://openalex.org/keywords/heuristics","display_name":"Heuristics","score":0.5976936221122742},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5968784093856812},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5455921292304993},{"id":"https://openalex.org/keywords/backup","display_name":"Backup","score":0.5266934633255005},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.5040256381034851},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.48376989364624023},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.48104193806648254},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.47694364190101624},{"id":"https://openalex.org/keywords/provisioning","display_name":"Provisioning","score":0.4370739161968231},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.4216618239879608},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.4130031168460846},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3676588833332062},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.18278393149375916}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.875568151473999},{"id":"https://openalex.org/C2777632111","wikidata":"https://www.wikidata.org/wiki/Q1937518","display_name":"Reservation","level":2,"score":0.7078070640563965},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.599499523639679},{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.5976936221122742},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5968784093856812},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5455921292304993},{"id":"https://openalex.org/C2780945871","wikidata":"https://www.wikidata.org/wiki/Q194274","display_name":"Backup","level":2,"score":0.5266934633255005},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.5040256381034851},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.48376989364624023},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.48104193806648254},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.47694364190101624},{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.4370739161968231},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.4216618239879608},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.4130031168460846},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3676588833332062},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.18278393149375916},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2022.3181013","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2022.3181013","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1381433840","display_name":null,"funder_award_id":"2021T140622","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G6490785931","display_name":null,"funder_award_id":"22HASTIT016","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G7823778866","display_name":null,"funder_award_id":"62001422","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/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W2011282943","https://openalex.org/W2084966368","https://openalex.org/W2442915726","https://openalex.org/W2586571788","https://openalex.org/W2616221356","https://openalex.org/W2735985768","https://openalex.org/W2751559155","https://openalex.org/W2754165073","https://openalex.org/W2774292658","https://openalex.org/W2789324201","https://openalex.org/W2791147286","https://openalex.org/W2792645523","https://openalex.org/W2794753193","https://openalex.org/W2887260721","https://openalex.org/W2889109032","https://openalex.org/W2897263453","https://openalex.org/W2897567510","https://openalex.org/W2898035736","https://openalex.org/W2898903238","https://openalex.org/W2906981918","https://openalex.org/W2912267671","https://openalex.org/W2914388298","https://openalex.org/W2914576459","https://openalex.org/W2916801593","https://openalex.org/W2918334020","https://openalex.org/W2919334842","https://openalex.org/W2921691489","https://openalex.org/W2939531416","https://openalex.org/W2951309479","https://openalex.org/W2963864421","https://openalex.org/W2969088690","https://openalex.org/W2969330916","https://openalex.org/W2980800034","https://openalex.org/W2988399381","https://openalex.org/W2990501361","https://openalex.org/W2997529945","https://openalex.org/W2997901910","https://openalex.org/W2999146029","https://openalex.org/W3005111087","https://openalex.org/W3007967430","https://openalex.org/W3009046417","https://openalex.org/W3011716511","https://openalex.org/W3024370646","https://openalex.org/W3036749975","https://openalex.org/W3095597212","https://openalex.org/W3098133185","https://openalex.org/W3104749580","https://openalex.org/W3111489359","https://openalex.org/W3133993636","https://openalex.org/W6684921986"],"related_works":["https://openalex.org/W2955195711","https://openalex.org/W2354454611","https://openalex.org/W2993266126","https://openalex.org/W2392283887","https://openalex.org/W2351388597","https://openalex.org/W2939925694","https://openalex.org/W2829881200","https://openalex.org/W4241986464","https://openalex.org/W2184647741","https://openalex.org/W1985525502"],"abstract_inverted_index":{"The":[0],"ongoing":[1],"roll-out":[2],"of":[3,8,16,33,110,139],"cloud\u2013edge":[4],"computing":[5],"and":[6,26,59,86,88,151,170],"Internet":[7],"Things":[9],"(IoT)":[10],"has":[11],"been":[12],"simulating":[13],"the":[14,31,56,67,72,108,116,127,135,143,162],"boom":[15],"new":[17],"advance":[18],"reservation":[19],"(AR)":[20],"services,":[21],"such":[22],"as":[23],"bulk-data":[24],"migration":[25],"virtual":[27],"machine":[28],"backup,":[29],"driving":[30],"development":[32],"substrate":[34],"elastic":[35],"optical":[36],"networks":[37],"(EONs).":[38],"These":[39],"AR":[40,128],"requests":[41],"are":[42,46],"initial-delay-insensitive":[43],"if":[44],"they":[45],"guaranteed":[47],"to":[48,66,118,125],"be":[49,91],"completed":[50],"before":[51],"a":[52,100],"predefined":[53],"deadline.":[54],"Therefore,":[55],"routing,":[57],"modulation,":[58],"spectrum":[60,74],"assignment":[61],"(RMSA)":[62],"problem":[63],"is":[64,115,146],"extended":[65],"time-spectrum":[68],"domain":[69],"rather":[70],"than":[71],"single":[73,136],"domain.":[75],"Traditional":[76],"heuristic":[77],"RMSA":[78],"algorithms":[79,165],"follow":[80],"static":[81,150,168],"procedures":[82],"under":[83],"handcrafted":[84],"rules":[85],"assumptions,":[87],"thus":[89],"cannot":[90],"optimized":[92],"automatically.":[93],"To":[94,107],"solve":[95,126],"this":[96,113],"problem,":[97],"we":[98],"propose":[99],"deep":[101,120],"reinforced":[102],"deadline-driven":[103],"allocation":[104,130],"(DRDA)":[105],"algorithm.":[106],"best":[109],"our":[111,158],"knowledge,":[112],"work":[114],"first":[117],"leverage":[119],"reinforcement":[121],"learning":[122],"(DRL)":[123],"methods":[124],"resource":[129],"problem.":[131],"Moreover,":[132],"compared":[133],"with":[134],"experiment":[137],"scenario":[138,169],"many":[140],"existing":[141],"works,":[142],"DRDA":[144,159],"algorithm":[145,160],"evaluated":[147],"in":[148,166],"both":[149,167],"dynamic":[152,171],"scenarios.":[153],"Simulation":[154],"results":[155],"show":[156],"that":[157],"outperforms":[161],"other":[163],"leading":[164],"scenario.":[172]},"counts_by_year":[{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":16},{"year":2023,"cited_by_count":18},{"year":2022,"cited_by_count":4}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}