{"id":"https://openalex.org/W3130927085","doi":"https://doi.org/10.1109/ecoc48923.2020.9333298","title":"A Reinforcement Learning Framework for Parameter Optimization in Elastic Optical Networks","display_name":"A Reinforcement Learning Framework for Parameter Optimization in Elastic Optical Networks","publication_year":2020,"publication_date":"2020-12-01","ids":{"openalex":"https://openalex.org/W3130927085","doi":"https://doi.org/10.1109/ecoc48923.2020.9333298","mag":"3130927085"},"language":"en","primary_location":{"id":"doi:10.1109/ecoc48923.2020.9333298","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ecoc48923.2020.9333298","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":"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/A5108738286","display_name":"Rebekka Weixer","orcid":null},"institutions":[{"id":"https://openalex.org/I32021983","display_name":"Christian-Albrechts-Universit\u00e4t zu Kiel","ror":"https://ror.org/04v76ef78","country_code":"DE","type":"education","lineage":["https://openalex.org/I32021983"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Rebekka Weixer","raw_affiliation_strings":["Kiel University, Kiel, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kiel University, Kiel, Germany","institution_ids":["https://openalex.org/I32021983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023978382","display_name":"Sebastian K\u00fchl","orcid":"https://orcid.org/0000-0001-5348-9362"},"institutions":[{"id":"https://openalex.org/I32021983","display_name":"Christian-Albrechts-Universit\u00e4t zu Kiel","ror":"https://ror.org/04v76ef78","country_code":"DE","type":"education","lineage":["https://openalex.org/I32021983"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sebastian Kuhl","raw_affiliation_strings":["Kiel University, Kiel, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kiel University, Kiel, Germany","institution_ids":["https://openalex.org/I32021983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029368422","display_name":"Rui Manuel Morais","orcid":"https://orcid.org/0000-0002-4396-5916"},"institutions":[{"id":"https://openalex.org/I4210122709","display_name":"Hospital de Santa Cruz","ror":"https://ror.org/02r581p42","country_code":"PT","type":"healthcare","lineage":["https://openalex.org/I4210122709"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Rui Manuel Morais","raw_affiliation_strings":["Infinera Portugal, Carnaxide, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Infinera Portugal, Carnaxide, Portugal","institution_ids":["https://openalex.org/I4210122709"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054553385","display_name":"Bernhard Spinnler","orcid":"https://orcid.org/0000-0001-9578-0297"},"institutions":[{"id":"https://openalex.org/I137594350","display_name":"Infineon Technologies (Germany)","ror":"https://ror.org/005kw6t15","country_code":"DE","type":"company","lineage":["https://openalex.org/I137594350"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Bernhard Spinnler","raw_affiliation_strings":["Infinera Germany, Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Infinera Germany, Munich, Germany","institution_ids":["https://openalex.org/I137594350"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037531192","display_name":"Wolfgang Schairer","orcid":"https://orcid.org/0000-0001-7417-9398"},"institutions":[{"id":"https://openalex.org/I137594350","display_name":"Infineon Technologies (Germany)","ror":"https://ror.org/005kw6t15","country_code":"DE","type":"company","lineage":["https://openalex.org/I137594350"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Wolfgang Schairer","raw_affiliation_strings":["Infinera Germany, Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Infinera Germany, Munich, Germany","institution_ids":["https://openalex.org/I137594350"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006066705","display_name":"Bernd Sommerkorn-Krombholz","orcid":null},"institutions":[{"id":"https://openalex.org/I137594350","display_name":"Infineon Technologies (Germany)","ror":"https://ror.org/005kw6t15","country_code":"DE","type":"company","lineage":["https://openalex.org/I137594350"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Bernd Sommerkorn-Krombholz","raw_affiliation_strings":["Infinera Germany, Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Infinera Germany, Munich, Germany","institution_ids":["https://openalex.org/I137594350"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050484173","display_name":"Stephan Pachnicke","orcid":"https://orcid.org/0000-0001-7321-7938"},"institutions":[{"id":"https://openalex.org/I32021983","display_name":"Christian-Albrechts-Universit\u00e4t zu Kiel","ror":"https://ror.org/04v76ef78","country_code":"DE","type":"education","lineage":["https://openalex.org/I32021983"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stephan Pachnicke","raw_affiliation_strings":["Kiel University, Kiel, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kiel University, Kiel, Germany","institution_ids":["https://openalex.org/I32021983"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"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/T10232","display_name":"Optical Network Technologies","score":0.9997000098228455,"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/T10232","display_name":"Optical Network Technologies","score":0.9997000098228455,"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/T10847","display_name":"Advanced 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":0.9980000257492065,"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":0.8926378488540649},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.7259145379066467},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7042872905731201},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5645716190338135},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5129115581512451},{"id":"https://openalex.org/keywords/transmission","display_name":"Transmission (telecommunications)","score":0.49408915638923645},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.4851716160774231},{"id":"https://openalex.org/keywords/reinforcement","display_name":"Reinforcement","score":0.47637006640434265},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4328126311302185},{"id":"https://openalex.org/keywords/optimization-algorithm","display_name":"Optimization algorithm","score":0.4113302230834961},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.25895267724990845},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2495233118534088},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16237524151802063},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09914112091064453},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.08671167492866516},{"id":"https://openalex.org/keywords/structural-engineering","display_name":"Structural engineering","score":0.06196904182434082}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8926378488540649},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.7259145379066467},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7042872905731201},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5645716190338135},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5129115581512451},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.49408915638923645},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4851716160774231},{"id":"https://openalex.org/C67203356","wikidata":"https://www.wikidata.org/wiki/Q1321905","display_name":"Reinforcement","level":2,"score":0.47637006640434265},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4328126311302185},{"id":"https://openalex.org/C2987595161","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Optimization algorithm","level":2,"score":0.4113302230834961},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.25895267724990845},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2495233118534088},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16237524151802063},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09914112091064453},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.08671167492866516},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.06196904182434082},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ecoc48923.2020.9333298","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ecoc48923.2020.9333298","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":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W1515851193","https://openalex.org/W1722667236","https://openalex.org/W1980735512","https://openalex.org/W1990721094","https://openalex.org/W1991329089","https://openalex.org/W2014853889","https://openalex.org/W2097571405","https://openalex.org/W2105673712","https://openalex.org/W2158362622","https://openalex.org/W2793477598","https://openalex.org/W2964043796","https://openalex.org/W2971919016","https://openalex.org/W4288267707","https://openalex.org/W6654402668","https://openalex.org/W6692846177","https://openalex.org/W6749563939"],"related_works":["https://openalex.org/W4310083477","https://openalex.org/W2328553770","https://openalex.org/W2920061524","https://openalex.org/W1977959518","https://openalex.org/W2038908348","https://openalex.org/W2382364780","https://openalex.org/W2073248645","https://openalex.org/W3212179065","https://openalex.org/W2184070258","https://openalex.org/W2348923905"],"abstract_inverted_index":{"We":[0],"present":[1],"a":[2,13,22,43],"reinforcement":[3],"learning":[4],"(RL)":[5],"framework":[6,36],"for":[7],"maximizing":[8],"the":[9,34],"total":[10],"capacity":[11],"of":[12,33],"51-channel":[14],"transmission":[15],"system,":[16],"which":[17],"runs":[18],"magnitudes":[19],"faster":[20],"than":[21],"genetic":[23],"algorithm":[24],"(GA)":[25],"based":[26],"optimization.":[27],"The":[28],"generalization":[29],"capabilities":[30],"and":[31],"performance":[32],"RL":[35],"are":[37],"compared":[38],"to":[39],"results":[40],"obtained":[41],"with":[42],"GA.":[44]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":6}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}