{"id":"https://openalex.org/W3129672668","doi":"https://doi.org/10.1109/ecoc48923.2020.9333250","title":"DeepCMS<sup>3</sup>: A Deep Reinforcement Learning Framework for Core, Mode and Spectrum Sequential Scheduling over Optical Transport Network","display_name":"DeepCMS<sup>3</sup>: A Deep Reinforcement Learning Framework for Core, Mode and Spectrum Sequential Scheduling over Optical Transport Network","publication_year":2020,"publication_date":"2020-12-01","ids":{"openalex":"https://openalex.org/W3129672668","doi":"https://doi.org/10.1109/ecoc48923.2020.9333250","mag":"3129672668"},"language":"en","primary_location":{"id":"doi:10.1109/ecoc48923.2020.9333250","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ecoc48923.2020.9333250","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 European Conference on Optical Communications (ECOC)","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/A5101842485","display_name":"Cen Wang","orcid":"https://orcid.org/0000-0001-6034-4292"},"institutions":[{"id":"https://openalex.org/I4210164495","display_name":"KDDI Research (Japan)","ror":"https://ror.org/05qsqt662","country_code":"JP","type":"company","lineage":["https://openalex.org/I4210164495"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Cen Wang","raw_affiliation_strings":["Photonic Transport Network Laboratory, KDDI Research Inc"],"affiliations":[{"raw_affiliation_string":"Photonic Transport Network Laboratory, KDDI Research Inc","institution_ids":["https://openalex.org/I4210164495"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045423278","display_name":"Noboru Yoshikane","orcid":"https://orcid.org/0000-0003-0475-5075"},"institutions":[{"id":"https://openalex.org/I4210164495","display_name":"KDDI Research (Japan)","ror":"https://ror.org/05qsqt662","country_code":"JP","type":"company","lineage":["https://openalex.org/I4210164495"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Noboru Yoshikane","raw_affiliation_strings":["Photonic Transport Network Laboratory, KDDI Research Inc"],"affiliations":[{"raw_affiliation_string":"Photonic Transport Network Laboratory, KDDI Research Inc","institution_ids":["https://openalex.org/I4210164495"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061157223","display_name":"Filippos Balasis","orcid":null},"institutions":[{"id":"https://openalex.org/I4210164495","display_name":"KDDI Research (Japan)","ror":"https://ror.org/05qsqt662","country_code":"JP","type":"company","lineage":["https://openalex.org/I4210164495"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Filippos Balasis","raw_affiliation_strings":["Photonic Transport Network Laboratory, KDDI Research Inc"],"affiliations":[{"raw_affiliation_string":"Photonic Transport Network Laboratory, KDDI Research Inc","institution_ids":["https://openalex.org/I4210164495"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086292750","display_name":"Takehiro Tsuritani","orcid":"https://orcid.org/0000-0002-5209-9650"},"institutions":[{"id":"https://openalex.org/I4210164495","display_name":"KDDI Research (Japan)","ror":"https://ror.org/05qsqt662","country_code":"JP","type":"company","lineage":["https://openalex.org/I4210164495"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Takehiro Tsuritani","raw_affiliation_strings":["Photonic Transport Network Laboratory, KDDI Research Inc"],"affiliations":[{"raw_affiliation_string":"Photonic Transport Network Laboratory, KDDI Research Inc","institution_ids":["https://openalex.org/I4210164495"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101842485"],"corresponding_institution_ids":["https://openalex.org/I4210164495"],"apc_list":null,"apc_paid":null,"fwci":0.1027,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.4637938,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"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":0.9998000264167786,"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":0.9994000196456909,"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.7233180403709412},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6249978542327881},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5458084940910339},{"id":"https://openalex.org/keywords/core","display_name":"Core (optical fiber)","score":0.4498717188835144},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.27730441093444824},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.22109848260879517},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.08793377876281738},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07548409700393677}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7233180403709412},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6249978542327881},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5458084940910339},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.4498717188835144},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27730441093444824},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.22109848260879517},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.08793377876281738},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07548409700393677}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ecoc48923.2020.9333250","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ecoc48923.2020.9333250","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 European Conference on Optical Communications (ECOC)","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":10,"referenced_works":["https://openalex.org/W2173248099","https://openalex.org/W2180924262","https://openalex.org/W2546571074","https://openalex.org/W2720618112","https://openalex.org/W2748734647","https://openalex.org/W2809485428","https://openalex.org/W2915431577","https://openalex.org/W2951309479","https://openalex.org/W2963864421","https://openalex.org/W3110686588"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4306904969","https://openalex.org/W2358668433","https://openalex.org/W2138720691","https://openalex.org/W2376932109","https://openalex.org/W4362501864","https://openalex.org/W2001405890","https://openalex.org/W4380318855","https://openalex.org/W2031695474"],"abstract_inverted_index":{"This":[0],"paper":[1],"proposes":[2],"a":[3],"deep":[4],"reinforcement":[5],"learning":[6],"based":[7],"framework":[8],"for":[9],"core,":[10],"mode":[11],"and":[12,44],"spectrum":[13],"resource":[14,42],"sequential":[15],"scheduling":[16],"(CMS":[17],"<sup":[18,23,31,36],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[19,24,32,37],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">3</sup>":[20,25,33,38],"),":[21],"DeepCMS":[22,35],".":[26],"Compared":[27],"to":[28],"previous":[29],"CMS":[30],"algorithm,":[34],"can":[39],"achieve":[40],"higher":[41],"utilization":[43],"lower":[45],"blocking":[46],"rate.":[47]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
