{"id":"https://openalex.org/W3085321288","doi":"https://doi.org/10.1109/ecoc48923.2020.9333297","title":"Machine learning-based EDFA Gain Model Generalizable to Multiple Physical Devices","display_name":"Machine learning-based EDFA Gain Model Generalizable to Multiple Physical Devices","publication_year":2020,"publication_date":"2020-12-01","ids":{"openalex":"https://openalex.org/W3085321288","doi":"https://doi.org/10.1109/ecoc48923.2020.9333297","mag":"3085321288"},"language":"en","primary_location":{"id":"doi:10.1109/ecoc48923.2020.9333297","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ecoc48923.2020.9333297","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":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2009.05326","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036145517","display_name":"Francesco Da Ros","orcid":"https://orcid.org/0000-0002-9068-9125"},"institutions":[{"id":"https://openalex.org/I96673099","display_name":"Technical University of Denmark","ror":"https://ror.org/04qtj9h94","country_code":"DK","type":"education","lineage":["https://openalex.org/I96673099"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Francesco da Ros","raw_affiliation_strings":["Department of Photonics Engineering, Technical University of Denmark, Kgs. Lyngby, Denmark","Technical University of Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Photonics Engineering, Technical University of Denmark, Kgs. Lyngby, Denmark","institution_ids":["https://openalex.org/I96673099"]},{"raw_affiliation_string":"Technical University of Denmark","institution_ids":["https://openalex.org/I96673099"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078673358","display_name":"Uiara Celine de Moura","orcid":"https://orcid.org/0000-0002-8820-0597"},"institutions":[{"id":"https://openalex.org/I96673099","display_name":"Technical University of Denmark","ror":"https://ror.org/04qtj9h94","country_code":"DK","type":"education","lineage":["https://openalex.org/I96673099"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Uiara Celine de Moura","raw_affiliation_strings":["Department of Photonics Engineering, Technical University of Denmark, Kgs. Lyngby, Denmark","Technical University of Denmark,Department of Photonics Engineering,Kgs. Lyngby,Denmark,2800"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Photonics Engineering, Technical University of Denmark, Kgs. Lyngby, Denmark","institution_ids":["https://openalex.org/I96673099"]},{"raw_affiliation_string":"Technical University of Denmark,Department of Photonics Engineering,Kgs. Lyngby,Denmark,2800","institution_ids":["https://openalex.org/I96673099"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091317407","display_name":"Metodi P. Yankov","orcid":"https://orcid.org/0000-0003-0682-7001"},"institutions":[{"id":"https://openalex.org/I96673099","display_name":"Technical University of Denmark","ror":"https://ror.org/04qtj9h94","country_code":"DK","type":"education","lineage":["https://openalex.org/I96673099"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Metodi P. Yankov","raw_affiliation_strings":["Department of Photonics Engineering, Technical University of Denmark, Kgs. Lyngby, Denmark","Technical University of Denmark,Department of Photonics Engineering,Kgs. Lyngby,Denmark,2800"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Photonics Engineering, Technical University of Denmark, Kgs. Lyngby, Denmark","institution_ids":["https://openalex.org/I96673099"]},{"raw_affiliation_string":"Technical University of Denmark,Department of Photonics Engineering,Kgs. Lyngby,Denmark,2800","institution_ids":["https://openalex.org/I96673099"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I96673099"],"apc_list":null,"apc_paid":null,"fwci":2.1473,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.87373149,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"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":1.0,"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":1.0,"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":0.9991000294685364,"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":0.9983000159263611,"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/erbium-doped-fiber-amplifier","display_name":"Erbium doped fiber amplifier","score":0.7538069486618042},{"id":"https://openalex.org/keywords/optical-amplifier","display_name":"Optical amplifier","score":0.7288818955421448},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.6313559412956238},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5568563938140869},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5435107350349426},{"id":"https://openalex.org/keywords/amplifier","display_name":"Amplifier","score":0.4862143099308014},{"id":"https://openalex.org/keywords/erbium","display_name":"Erbium","score":0.4481026530265808},{"id":"https://openalex.org/keywords/fiber-amplifier","display_name":"Fiber amplifier","score":0.41071152687072754},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.3612426221370697},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35968083143234253},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.28890717029571533},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.23800617456436157},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.22492745518684387},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.2058793604373932},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.19726815819740295},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.1644268035888672},{"id":"https://openalex.org/keywords/optoelectronics","display_name":"Optoelectronics","score":0.14888295531272888},{"id":"https://openalex.org/keywords/doping","display_name":"Doping","score":0.13847088813781738}],"concepts":[{"id":"https://openalex.org/C2984919002","wikidata":"https://www.wikidata.org/wiki/Q1359305","display_name":"Erbium doped fiber amplifier","level":4,"score":0.7538069486618042},{"id":"https://openalex.org/C101649071","wikidata":"https://www.wikidata.org/wiki/Q1359305","display_name":"Optical amplifier","level":3,"score":0.7288818955421448},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.6313559412956238},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5568563938140869},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5435107350349426},{"id":"https://openalex.org/C194257627","wikidata":"https://www.wikidata.org/wiki/Q211554","display_name":"Amplifier","level":3,"score":0.4862143099308014},{"id":"https://openalex.org/C513967374","wikidata":"https://www.wikidata.org/wiki/Q1849","display_name":"Erbium","level":3,"score":0.4481026530265808},{"id":"https://openalex.org/C2986726991","wikidata":"https://www.wikidata.org/wiki/Q1359305","display_name":"Fiber amplifier","level":4,"score":0.41071152687072754},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.3612426221370697},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35968083143234253},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.28890717029571533},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.23800617456436157},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.22492745518684387},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.2058793604373932},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.19726815819740295},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.1644268035888672},{"id":"https://openalex.org/C49040817","wikidata":"https://www.wikidata.org/wiki/Q193091","display_name":"Optoelectronics","level":1,"score":0.14888295531272888},{"id":"https://openalex.org/C57863236","wikidata":"https://www.wikidata.org/wiki/Q1130571","display_name":"Doping","level":2,"score":0.13847088813781738},{"id":"https://openalex.org/C520434653","wikidata":"https://www.wikidata.org/wiki/Q38867","display_name":"Laser","level":2,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1109/ecoc48923.2020.9333297","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ecoc48923.2020.9333297","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"},{"id":"pmh:oai:arXiv.org:2009.05326","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2009.05326","pdf_url":"https://arxiv.org/pdf/2009.05326","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"mag:3085321288","is_oa":true,"landing_page_url":"http://export.arxiv.org/pdf/2009.05326","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"pmh:oai:pure.atira.dk:publications/1c211656-5234-4d01-bbc1-e04a82659ab3","is_oa":false,"landing_page_url":"https://orbit.dtu.dk/en/publications/1c211656-5234-4d01-bbc1-e04a82659ab3","pdf_url":null,"source":{"id":"https://openalex.org/S4306400705","display_name":"Technical University of Denmark, DTU Orbit (Technical University of Denmark, DTU)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I96673099","host_organization_name":"Technical University of Denmark","host_organization_lineage":["https://openalex.org/I96673099"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Da Ros , F , De Moura , U C &amp; Yankov , M P 2020 , Machine learning-based EDFA Gain Model Generalizable to Multiple Physical Devices . in Proceedings of 2020 European Conference on Optical Communications . , 9333297 , IEEE , 46 th European Conference on Optical Communication , Brussels , Belgium , 06/12/2020 . https://doi.org/10.1109/ECOC48923.2020.9333297","raw_type":"contributionToPeriodical"},{"id":"doi:10.48550/arxiv.2009.05326","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2009.05326","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2009.05326","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2009.05326","pdf_url":"https://arxiv.org/pdf/2009.05326","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320943","display_name":"Danmarks Grundforskningsfond","ror":"https://ror.org/00znyv691"},{"id":"https://openalex.org/F4320332999","display_name":"Horizon 2020 Framework Programme","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3085321288.pdf","grobid_xml":"https://content.openalex.org/works/W3085321288.grobid-xml"},"referenced_works_count":14,"referenced_works":["https://openalex.org/W2152512991","https://openalex.org/W2901431223","https://openalex.org/W2973698061","https://openalex.org/W2985136126","https://openalex.org/W3007936269","https://openalex.org/W3008021668","https://openalex.org/W3008715599","https://openalex.org/W3010323141","https://openalex.org/W3010454279","https://openalex.org/W3036750379","https://openalex.org/W3085467608","https://openalex.org/W3086448810","https://openalex.org/W6774454381","https://openalex.org/W6783392990"],"related_works":["https://openalex.org/W2189142347","https://openalex.org/W2029447243","https://openalex.org/W2092727501","https://openalex.org/W2270981544","https://openalex.org/W2129984106","https://openalex.org/W1884729190","https://openalex.org/W3007284415","https://openalex.org/W2288532411","https://openalex.org/W2367750938","https://openalex.org/W2368902251","https://openalex.org/W2187117390","https://openalex.org/W2342405836","https://openalex.org/W2468367938","https://openalex.org/W2312548999","https://openalex.org/W2559032902","https://openalex.org/W3096640366","https://openalex.org/W2792734452","https://openalex.org/W2622234352","https://openalex.org/W2162708855","https://openalex.org/W2467872633"],"abstract_inverted_index":{"We":[0],"report":[1],"a":[2],"neural-network":[3],"based":[4],"erbium-doped":[5],"fiber":[6],"amplifier":[7],"(EDFA)":[8],"gain":[9],"model":[10,16],"built":[11],"from":[12],"experimental":[13],"measurements.":[14],"The":[15],"shows":[17],"low":[18],"gain-prediction":[19],"error":[20],"for":[21,27],"both":[22],"the":[23,39],"same":[24,40],"device":[25],"used":[26],"training":[28],"(":[29],"MSE":[30,43],"\u2264":[31,44],"0.04":[32],"dB2)":[33],"and":[34],"different":[35],"physical":[36],"units":[37],"of":[38],"make":[41],"(generalization":[42],"0.06":[45],"dB2).":[46]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":4},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-08-05T07:39:15.569665","created_date":"2025-10-10T00:00:00"}
