{"id":"https://openalex.org/W4308090227","doi":"https://doi.org/10.1109/secon55815.2022.9918615","title":"Blocking Island Paradigm Enhanced Intelligent Coordinated Virtual Network Embedding Based on Deep Reinforcement Learning","display_name":"Blocking Island Paradigm Enhanced Intelligent Coordinated Virtual Network Embedding Based on Deep Reinforcement Learning","publication_year":2022,"publication_date":"2022-09-20","ids":{"openalex":"https://openalex.org/W4308090227","doi":"https://doi.org/10.1109/secon55815.2022.9918615"},"language":"en","primary_location":{"id":"doi:10.1109/secon55815.2022.9918615","is_oa":false,"landing_page_url":"https://doi.org/10.1109/secon55815.2022.9918615","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 19th Annual IEEE International Conference on Sensing, Communication, and Networking (SECON)","raw_type":"proceedings-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/A5067164243","display_name":"Ting Wang","orcid":"https://orcid.org/0000-0002-7223-8849"},"institutions":[{"id":"https://openalex.org/I4210139618","display_name":"Shanghai Key Laboratory of Trustworthy Computing","ror":"https://ror.org/030qbr085","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210139618"]},{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ting Wang","raw_affiliation_strings":["MoE Engineering Research Center of Software/Hardware Co-design Technology and Application, East China Normal University,Shanghai Key Laboratory of Trustworthy Computing,Shanghai,China","Shanghai Key Laboratory of Trustworthy Computing, MoE Engineering Research Center of Software/Hardware Co-design Technology and Application, East China Normal University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"MoE Engineering Research Center of Software/Hardware Co-design Technology and Application, East China Normal University,Shanghai Key Laboratory of Trustworthy Computing,Shanghai,China","institution_ids":["https://openalex.org/I4210139618","https://openalex.org/I66867065"]},{"raw_affiliation_string":"Shanghai Key Laboratory of Trustworthy Computing, MoE Engineering Research Center of Software/Hardware Co-design Technology and Application, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I4210139618","https://openalex.org/I66867065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101993775","display_name":"Peng Yang","orcid":"https://orcid.org/0000-0002-0137-7788"},"institutions":[{"id":"https://openalex.org/I4210139618","display_name":"Shanghai Key Laboratory of Trustworthy Computing","ror":"https://ror.org/030qbr085","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210139618"]},{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Yang","raw_affiliation_strings":["MoE Engineering Research Center of Software/Hardware Co-design Technology and Application, East China Normal University,Shanghai Key Laboratory of Trustworthy Computing,Shanghai,China","Shanghai Key Laboratory of Trustworthy Computing, MoE Engineering Research Center of Software/Hardware Co-design Technology and Application, East China Normal University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"MoE Engineering Research Center of Software/Hardware Co-design Technology and Application, East China Normal University,Shanghai Key Laboratory of Trustworthy Computing,Shanghai,China","institution_ids":["https://openalex.org/I4210139618","https://openalex.org/I66867065"]},{"raw_affiliation_string":"Shanghai Key Laboratory of Trustworthy Computing, MoE Engineering Research Center of Software/Hardware Co-design Technology and Application, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I4210139618","https://openalex.org/I66867065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100409172","display_name":"Zhihao Wang","orcid":"https://orcid.org/0000-0003-1989-3067"},"institutions":[{"id":"https://openalex.org/I4210139618","display_name":"Shanghai Key Laboratory of Trustworthy Computing","ror":"https://ror.org/030qbr085","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210139618"]},{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhihao Wang","raw_affiliation_strings":["MoE Engineering Research Center of Software/Hardware Co-design Technology and Application, East China Normal University,Shanghai Key Laboratory of Trustworthy Computing,Shanghai,China","Shanghai Key Laboratory of Trustworthy Computing, MoE Engineering Research Center of Software/Hardware Co-design Technology and Application, East China Normal University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"MoE Engineering Research Center of Software/Hardware Co-design Technology and Application, East China Normal University,Shanghai Key Laboratory of Trustworthy Computing,Shanghai,China","institution_ids":["https://openalex.org/I4210139618","https://openalex.org/I66867065"]},{"raw_affiliation_string":"Shanghai Key Laboratory of Trustworthy Computing, MoE Engineering Research Center of Software/Hardware Co-design Technology and Application, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I4210139618","https://openalex.org/I66867065"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101931026","display_name":"Haibin Cai","orcid":"https://orcid.org/0000-0003-1398-6676"},"institutions":[{"id":"https://openalex.org/I4210139618","display_name":"Shanghai Key Laboratory of Trustworthy Computing","ror":"https://ror.org/030qbr085","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210139618"]},{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haibin Cai","raw_affiliation_strings":["MoE Engineering Research Center of Software/Hardware Co-design Technology and Application, East China Normal University,Shanghai Key Laboratory of Trustworthy Computing,Shanghai,China","Shanghai Key Laboratory of Trustworthy Computing, MoE Engineering Research Center of Software/Hardware Co-design Technology and Application, East China Normal University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"MoE Engineering Research Center of Software/Hardware Co-design Technology and Application, East China Normal University,Shanghai Key Laboratory of Trustworthy Computing,Shanghai,China","institution_ids":["https://openalex.org/I4210139618","https://openalex.org/I66867065"]},{"raw_affiliation_string":"Shanghai Key Laboratory of Trustworthy Computing, MoE Engineering Research Center of Software/Hardware Co-design Technology and Application, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I4210139618","https://openalex.org/I66867065"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5067164243"],"corresponding_institution_ids":["https://openalex.org/I4210139618","https://openalex.org/I66867065"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.13736995,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"37","last_page":"45"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9976999759674072,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9976999759674072,"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/T10847","display_name":"Advanced Optical Network Technologies","score":0.968999981880188,"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":0.7675256729125977},{"id":"https://openalex.org/keywords/network-virtualization","display_name":"Network virtualization","score":0.7272382974624634},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.6989675760269165},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6154341697692871},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5952237248420715},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.5838133692741394},{"id":"https://openalex.org/keywords/blocking","display_name":"Blocking (statistics)","score":0.5268767476081848},{"id":"https://openalex.org/keywords/virtualization","display_name":"Virtualization","score":0.4771296977996826},{"id":"https://openalex.org/keywords/shared-resource","display_name":"Shared resource","score":0.43498554825782776},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36378219723701477},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3381273150444031},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.2606174945831299},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.24214103817939758}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7675256729125977},{"id":"https://openalex.org/C2779898492","wikidata":"https://www.wikidata.org/wiki/Q4112081","display_name":"Network virtualization","level":4,"score":0.7272382974624634},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.6989675760269165},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6154341697692871},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5952237248420715},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.5838133692741394},{"id":"https://openalex.org/C144745244","wikidata":"https://www.wikidata.org/wiki/Q4927286","display_name":"Blocking (statistics)","level":2,"score":0.5268767476081848},{"id":"https://openalex.org/C513985346","wikidata":"https://www.wikidata.org/wiki/Q270471","display_name":"Virtualization","level":3,"score":0.4771296977996826},{"id":"https://openalex.org/C51332947","wikidata":"https://www.wikidata.org/wiki/Q1172305","display_name":"Shared resource","level":2,"score":0.43498554825782776},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36378219723701477},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3381273150444031},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.2606174945831299},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.24214103817939758},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/secon55815.2022.9918615","is_oa":false,"landing_page_url":"https://doi.org/10.1109/secon55815.2022.9918615","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 19th Annual IEEE International Conference on Sensing, Communication, and Networking (SECON)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.47999998927116394}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2461440407","https://openalex.org/W2317094215","https://openalex.org/W2947277503","https://openalex.org/W112648010","https://openalex.org/W2038957884","https://openalex.org/W206565998","https://openalex.org/W2111213071","https://openalex.org/W2122873612","https://openalex.org/W2802062002","https://openalex.org/W1661390099"],"abstract_inverted_index":{"As":[0],"an":[1,51,121],"efficient":[2,122],"technique":[3],"for":[4],"resource":[5,13,123,156],"sharing":[6],"in":[7,94],"data":[8],"centers,":[9],"network":[10,39,45,85],"virtualization":[11],"enables":[12],"multiplexing":[14],"by":[15],"allowing":[16],"multiple":[17],"heterogeneous":[18],"virtual":[19,44],"networks":[20],"(VNs)":[21],"to":[22,31,69,87,149,154],"simultaneously":[23],"coexist":[24],"on":[25],"the":[26,34,37,43,54,74,116,132,136,150,163,174,179],"shared":[27],"substrate":[28,38,84],"infrastructure.":[29],"How":[30],"effectively":[32],"embed":[33],"VNs":[35],"onto":[36],"is":[40],"known":[41],"as":[42,50],"embedding":[46,89,146,164],"(VNE)":[47],"problem.":[48],"However,":[49,73],"NP-hard":[52],"problem,":[53],"VNE":[55,107],"problem-solving":[56],"suffers":[57],"a":[58,66,99],"high":[59],"computation":[60,117],"complexity.":[61],"Artificial":[62],"Intelligence":[63],"(AI)":[64],"provides":[65],"promising":[67],"way":[68],"alleviate":[70],"these":[71],"issues.":[72],"existing":[75],"AI-based":[76],"works":[77],"still":[78],"cannot":[79],"fully":[80],"and":[81,140,158,178],"efficiently":[82,144],"leverage":[83],"information":[86],"formulate":[88],"policies.":[90],"To":[91,114],"this":[92,95],"end,":[93],"paper":[96],"we":[97],"propose":[98],"novel":[100],"deep":[101],"reinforcement":[102],"learning":[103],"(DRL)":[104],"based":[105],"coordinated":[106],"algorithm,":[108],"called":[109],"Intelligent":[110],"Coordinated":[111],"Embedding":[112],"(ICE).":[113],"reduce":[115],"complexity,":[118],"ICE":[119,142,171],"adopts":[120],"abstraction":[124],"model,":[125],"Blocking":[126],"Island":[127],"(BI),":[128],"which":[129],"greatly":[130],"reduces":[131],"search":[133],"space.":[134],"With":[135],"benefit":[137],"of":[138],"DRL":[139],"BI,":[141],"can":[143],"adjust":[145],"strategies":[147],"according":[148],"environment":[151],"states,":[152],"aiming":[153],"maximize":[155],"utilization":[157],"overall":[159],"revenue":[160],"while":[161],"minimizing":[162],"cost.":[165],"The":[166],"experimental":[167],"results":[168],"prove":[169],"that":[170],"outperforms":[172],"both":[173],"traditional":[175],"non-DRL-based":[176],"approach":[177],"state-of-the-art":[180],"DRL-based":[181],"approach.":[182]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
