{"id":"https://openalex.org/W4402157253","doi":"https://doi.org/10.1109/icc51166.2024.10622220","title":"A DRL Approach with Network Service Deployment Transformer for Reliable SFC Deployment","display_name":"A DRL Approach with Network Service Deployment Transformer for Reliable SFC Deployment","publication_year":2024,"publication_date":"2024-06-09","ids":{"openalex":"https://openalex.org/W4402157253","doi":"https://doi.org/10.1109/icc51166.2024.10622220"},"language":"en","primary_location":{"id":"doi:10.1109/icc51166.2024.10622220","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icc51166.2024.10622220","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2024 - IEEE International Conference on Communications","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/A5006869296","display_name":"Yihan Zhong","orcid":"https://orcid.org/0000-0002-1462-3642"},"institutions":[{"id":"https://openalex.org/I181565077","display_name":"Georgia State University","ror":"https://ror.org/03qt6ba18","country_code":"US","type":"education","lineage":["https://openalex.org/I181565077"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yihan Zhong","raw_affiliation_strings":["Georgia State University,Department of Computer Science,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Georgia State University,Department of Computer Science,USA","institution_ids":["https://openalex.org/I181565077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079356223","display_name":"Danyang Zheng","orcid":"https://orcid.org/0000-0002-3031-7856"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Danyang Zheng","raw_affiliation_strings":["School of Computing and Artificial Intelligence, Southwest Jiaotong University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing and Artificial Intelligence, Southwest Jiaotong University,China","institution_ids":["https://openalex.org/I4800084"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069042354","display_name":"Xiaojun Cao","orcid":"https://orcid.org/0000-0001-5670-8196"},"institutions":[{"id":"https://openalex.org/I181565077","display_name":"Georgia State University","ror":"https://ror.org/03qt6ba18","country_code":"US","type":"education","lineage":["https://openalex.org/I181565077"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiaojun Cao","raw_affiliation_strings":["Georgia State University,Department of Computer Science,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Georgia State University,Department of Computer Science,USA","institution_ids":["https://openalex.org/I181565077"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.2488,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.81077848,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"177","last_page":"182"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9991999864578247,"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":0.9991999864578247,"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":0.9984999895095825,"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/T10917","display_name":"Smart Grid Security and Resilience","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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":0.7993397116661072},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6363087296485901},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.3235833942890167},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.32245826721191406},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14470070600509644},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.1104181706905365}],"concepts":[{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.7993397116661072},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6363087296485901},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3235833942890167},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.32245826721191406},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14470070600509644},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.1104181706905365}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icc51166.2024.10622220","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icc51166.2024.10622220","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2024 - IEEE International Conference on Communications","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.5799999833106995,"display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2896457183","https://openalex.org/W2964015378","https://openalex.org/W3016047076","https://openalex.org/W3111506026","https://openalex.org/W3119427724","https://openalex.org/W3119483972","https://openalex.org/W3187538359","https://openalex.org/W4206694749","https://openalex.org/W4286252300","https://openalex.org/W4294558607","https://openalex.org/W4298857966","https://openalex.org/W4312290145","https://openalex.org/W4312609211","https://openalex.org/W4322730904","https://openalex.org/W4377086735","https://openalex.org/W4387870709","https://openalex.org/W6738964360"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2770234245","https://openalex.org/W96612179","https://openalex.org/W4229499248","https://openalex.org/W2566006169","https://openalex.org/W1567818861","https://openalex.org/W2987774938","https://openalex.org/W4256492088","https://openalex.org/W632915154"],"abstract_inverted_index":{"To":[0],"provide":[1],"dedicated":[2],"protection":[3],"in":[4],"Network":[5,81],"Function":[6,12],"Virtualization":[7],"(NFV),":[8],"a":[9,22,26,79,104,154],"reliability-aware":[10,56],"Service":[11,82],"Chain":[13],"(SFC)":[14],"can":[15,87],"be":[16,72],"deployed":[17],"using":[18],"two":[19,137],"disjoint":[20],"paths:":[21],"primary":[23,37],"path":[24,47],"and":[25,65,90,98,130,159],"backup":[27,46],"path.":[28],"In":[29,74],"the":[30,36,39,45,95,99,117,127,132,147,151],"event":[31],"of":[32,54,119,156],"network":[33,96,140,157,160],"failures":[34],"along":[35],"path,":[38],"working":[40],"traffic":[41],"is":[42,58,69],"switched":[43],"to":[44,48,61,71,114,125],"maintain":[49],"service":[50],"continuity.":[51],"The":[52],"process":[53,118],"accommodating":[55],"SFCs":[57],"commonly":[59],"referred":[60],"as":[62],"SFC":[63,100],"Deployment":[64,83],"Protection":[66],"(SFCDP),":[67],"which":[68],"proven":[70],"NP-hard.":[73],"this":[75],"work,":[76],"we":[77],"introduce":[78],"novel":[80],"(NSD)":[84],"transformer":[85,112,129,135,149],"that":[86,146],"effectively":[88,115],"incorporate":[89],"utilize":[91],"fine-grained":[92],"information":[93],"regarding":[94],"re-sources":[97],"requests.":[101],"We":[102,121],"develop":[103],"deep":[105],"reinforcement":[106],"learning":[107],"framework":[108],"based":[109],"on":[110],"NSD":[111,128,134,148],"(DRL-NSD)":[113],"optimize":[116],"SFCDP.":[120],"conduct":[122],"extensive":[123],"simulations":[124],"validate":[126],"compare":[131],"proposed":[133],"with":[136],"benchmark":[138],"neural":[139],"architectures.":[141],"Our":[142],"experimental":[143],"results":[144],"demonstrate":[145],"outperforms":[150],"benchmarks":[152],"across":[153],"variety":[155],"topologies":[158],"load":[161],"settings.":[162]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
