{"id":"https://openalex.org/W4401541300","doi":"https://doi.org/10.1109/infocomwkshps61880.2024.10620793","title":"Opti-DeepRoute: A Topology-Adaptive Deep Reinforcement Learning Based Service Provisioning Framework for Elastic Optical Network","display_name":"Opti-DeepRoute: A Topology-Adaptive Deep Reinforcement Learning Based Service Provisioning Framework for Elastic Optical Network","publication_year":2024,"publication_date":"2024-05-20","ids":{"openalex":"https://openalex.org/W4401541300","doi":"https://doi.org/10.1109/infocomwkshps61880.2024.10620793"},"language":"en","primary_location":{"id":"doi:10.1109/infocomwkshps61880.2024.10620793","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocomwkshps61880.2024.10620793","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2024 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5004499177","display_name":"Zexi Zhou","orcid":"https://orcid.org/0000-0002-7817-724X"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4391767763","display_name":"State Key Laboratory of Information Photonics and Optical Communications","ror":"https://ror.org/02v9wg343","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4391767763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zexi Zhou","raw_affiliation_strings":["Beijing University of Posts and Telecommunications (BUPT),State Key Lab of Information Photonics and Optical Communications,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications (BUPT),State Key Lab of Information Photonics and Optical Communications,Beijing,China","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4391767763"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091039444","display_name":"Rentao Gu","orcid":"https://orcid.org/0000-0003-3183-2857"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4391767763","display_name":"State Key Laboratory of Information Photonics and Optical Communications","ror":"https://ror.org/02v9wg343","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4391767763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rentao Gu","raw_affiliation_strings":["Beijing University of Posts and Telecommunications (BUPT),State Key Lab of Information Photonics and Optical Communications,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications (BUPT),State Key Lab of Information Photonics and Optical Communications,Beijing,China","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4391767763"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100718901","display_name":"Xiaoya Zhang","orcid":"https://orcid.org/0000-0002-3907-7174"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4391767763","display_name":"State Key Laboratory of Information Photonics and Optical Communications","ror":"https://ror.org/02v9wg343","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4391767763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoya Zhang","raw_affiliation_strings":["Beijing University of Posts and Telecommunications (BUPT),State Key Lab of Information Photonics and Optical Communications,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications (BUPT),State Key Lab of Information Photonics and Optical Communications,Beijing,China","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4391767763"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106463513","display_name":"L. Yunxuan","orcid":null},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4391767763","display_name":"State Key Laboratory of Information Photonics and Optical Communications","ror":"https://ror.org/02v9wg343","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4391767763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"L. Yunxuan","raw_affiliation_strings":["Beijing University of Posts and Telecommunications (BUPT),State Key Lab of Information Photonics and Optical Communications,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications (BUPT),State Key Lab of Information Photonics and Optical Communications,Beijing,China","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4391767763"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101940487","display_name":"Lin Bai","orcid":"https://orcid.org/0009-0005-9221-4202"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Bai","raw_affiliation_strings":["School of Economics and Management, Beijing University of Posts and Telecommunications (BUPT),Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Economics and Management, Beijing University of Posts and Telecommunications (BUPT),Beijing,China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103658792","display_name":"JI Yue-feng","orcid":null},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4391767763","display_name":"State Key Laboratory of Information Photonics and Optical Communications","ror":"https://ror.org/02v9wg343","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4391767763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"J. Yuefeng","raw_affiliation_strings":["Beijing University of Posts and Telecommunications (BUPT),State Key Lab of Information Photonics and Optical Communications,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications (BUPT),State Key Lab of Information Photonics and Optical Communications,Beijing,China","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4391767763"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9271,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.66519546,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"2"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10847","display_name":"Advanced Optical Network Technologies","score":0.9973999857902527,"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":0.9973999857902527,"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":0.9969000220298767,"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":0.9883000254631042,"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/provisioning","display_name":"Provisioning","score":0.8314201831817627},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7227693796157837},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6757000088691711},{"id":"https://openalex.org/keywords/network-topology","display_name":"Network topology","score":0.6137372255325317},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.47941824793815613},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.44342273473739624},{"id":"https://openalex.org/keywords/topology","display_name":"Topology (electrical circuits)","score":0.38696929812431335},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2630120813846588},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11233246326446533},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.06704053282737732}],"concepts":[{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.8314201831817627},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7227693796157837},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6757000088691711},{"id":"https://openalex.org/C199845137","wikidata":"https://www.wikidata.org/wiki/Q145490","display_name":"Network topology","level":2,"score":0.6137372255325317},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.47941824793815613},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.44342273473739624},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.38696929812431335},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2630120813846588},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11233246326446533},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.06704053282737732}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/infocomwkshps61880.2024.10620793","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocomwkshps61880.2024.10620793","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2024 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":5,"referenced_works":["https://openalex.org/W2951309479","https://openalex.org/W3028110392","https://openalex.org/W3154784371","https://openalex.org/W4385300645","https://openalex.org/W4386260589"],"related_works":["https://openalex.org/W2017432143","https://openalex.org/W1973694374","https://openalex.org/W2983574358","https://openalex.org/W2370475531","https://openalex.org/W4385924768","https://openalex.org/W4256551238","https://openalex.org/W2610550183","https://openalex.org/W2914112812","https://openalex.org/W2125830297","https://openalex.org/W2207720586"],"abstract_inverted_index":{"The":[0],"satisfaction":[1],"of":[2,72,106,143,147],"AI":[3],"computing":[4],"demands":[5],"relies":[6],"on":[7,76],"the":[8,66,69,73,77,104,110,119,124,141],"robust":[9],"computational":[10],"foundation":[11],"provided":[12,117],"by":[13,118],"efficient":[14],"optical":[15,31],"backbone":[16],"network.":[17],"Deep":[18],"reinforcement":[19],"learning":[20],"(DRL)":[21],"methods":[22],"have":[23],"been":[24],"widely":[25],"adopted":[26],"recently":[27],"to":[28,64,99,134],"address":[29],"elastic":[30],"network":[32,58,128],"(EON)":[33],"service":[34,87],"provisioning":[35,88],"problems":[36],"with":[37,151],"complex":[38],"spectrum":[39],"constraints.":[40],"However,":[41],"previous":[42],"frameworks":[43],"utilizing":[44],"path-level":[45,51],"decision":[46],"spaces":[47],"face":[48],"challenges":[49],"as":[50],"features":[52],"cannot":[53],"be":[54],"directly":[55],"transferred":[56],"when":[57],"topology":[59],"changes,":[60],"making":[61],"it":[62],"necessary":[63],"retrain":[65],"agent,":[67],"hindering":[68],"practical":[70],"deployment":[71],"algorithm.":[74],"Based":[75],"above":[78],"observations,":[79],"this":[80],"paper":[81],"proposes":[82],"a":[83],"novel":[84],"hop-by-hop":[85],"DRL":[86,153],"framework":[89],"for":[90],"EON:":[91],"Opti-DeepRoute.":[92],"A":[93],"node-level":[94],"feature":[95],"engineering":[96],"is":[97],"employed":[98],"construct":[100],"solutions":[101],"incrementally":[102],"through":[103],"creation":[105],"node":[107],"sequences.":[108],"Utilizing":[109],"topological":[111,136,148],"and":[112,130],"spectral":[113],"local":[114,127],"receptive":[115],"fields":[116],"Graph":[120],"Attention":[121],"Network":[122],"(GAT),":[123],"agent":[125],"acquires":[126],"states":[129],"partial":[131],"solution":[132],"information":[133],"achieve":[135],"adaptability.":[137],"Preliminary":[138],"evaluations":[139],"demonstrate":[140],"advantages":[142],"Opti-DeepRoute":[144],"in":[145],"terms":[146],"adaptability":[149],"compared":[150],"SOTA":[152],"approaches.":[154]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}