{"id":"https://openalex.org/W4390960524","doi":"https://doi.org/10.23919/ofc49934.2023.10116302","title":"Experimental Demonstration of ML-Based DWDM System Margin Estimation","display_name":"Experimental Demonstration of ML-Based DWDM System Margin Estimation","publication_year":2023,"publication_date":"2023-03-01","ids":{"openalex":"https://openalex.org/W4390960524","doi":"https://doi.org/10.23919/ofc49934.2023.10116302"},"language":"en","primary_location":{"id":"doi:10.23919/ofc49934.2023.10116302","is_oa":false,"landing_page_url":"https://doi.org/10.23919/ofc49934.2023.10116302","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 Optical Fiber Communications Conference and Exhibition (OFC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.scopus.com/record/display.uri?eid=2-s2.0-85160202355&origin=resultslist&sort=plf-f&src=s&sid=845379b34495f62376cc2d774fb773ba&sot=b&sdt=b&s=TITLE-ABS-KEY(Experimental+Demonstration+of+ML-Based+DWDM+System+Margin+Estimation)&sl=83&sessionSearchId=845379b34495f62376cc2d774fb773ba","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043418748","display_name":"Jasper M\u00fcller","orcid":"https://orcid.org/0000-0002-7021-5416"},"institutions":[{"id":"https://openalex.org/I1338984714","display_name":"ADVA Optical Networking (Germany)","ror":"https://ror.org/055kr0e44","country_code":"DE","type":"company","lineage":["https://openalex.org/I1338984714"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Jasper M\u00fcller","raw_affiliation_strings":["ADVA,Martinsried/Munich,Germany,82152","ADVA, Fraunhoferstr. 9a, 82152 Martinsried/Munich, Germany","Chair of Communication Networks, Technical University of Munich, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"ADVA,Martinsried/Munich,Germany,82152","institution_ids":["https://openalex.org/I1338984714"]},{"raw_affiliation_string":"ADVA, Fraunhoferstr. 9a, 82152 Martinsried/Munich, Germany","institution_ids":["https://openalex.org/I1338984714"]},{"raw_affiliation_string":"Chair of Communication Networks, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018188298","display_name":"Frank Slyne","orcid":"https://orcid.org/0000-0002-4089-303X"},"institutions":[{"id":"https://openalex.org/I205274468","display_name":"Trinity College Dublin","ror":"https://ror.org/02tyrky19","country_code":"IE","type":"education","lineage":["https://openalex.org/I205274468"]},{"id":"https://openalex.org/I204442077","display_name":"Trinity College","ror":"https://ror.org/019dhar59","country_code":"CA","type":"education","lineage":["https://openalex.org/I204442077"]}],"countries":["CA","IE"],"is_corresponding":false,"raw_author_name":"Frank Slyne","raw_affiliation_strings":["Trinity College Dublin,Connect Research Centre, School of Computer Science and Statistics","Connect Research Centre, School of Computer Science and Statistics, Trinity College Dublin"],"affiliations":[{"raw_affiliation_string":"Trinity College Dublin,Connect Research Centre, School of Computer Science and Statistics","institution_ids":["https://openalex.org/I205274468","https://openalex.org/I204442077"]},{"raw_affiliation_string":"Connect Research Centre, School of Computer Science and Statistics, Trinity College Dublin","institution_ids":["https://openalex.org/I205274468"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084175788","display_name":"Kaida Kaeval","orcid":"https://orcid.org/0000-0002-2184-3045"},"institutions":[{"id":"https://openalex.org/I1338984714","display_name":"ADVA Optical Networking (Germany)","ror":"https://ror.org/055kr0e44","country_code":"DE","type":"company","lineage":["https://openalex.org/I1338984714"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Kaida Kaeval","raw_affiliation_strings":["ADVA,Martinsried/Munich,Germany,82152","ADVA, Fraunhoferstr. 9a, 82152 Martinsried/Munich, Germany"],"affiliations":[{"raw_affiliation_string":"ADVA,Martinsried/Munich,Germany,82152","institution_ids":["https://openalex.org/I1338984714"]},{"raw_affiliation_string":"ADVA, Fraunhoferstr. 9a, 82152 Martinsried/Munich, Germany","institution_ids":["https://openalex.org/I1338984714"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000140450","display_name":"Sebastian Tro\u00eca","orcid":"https://orcid.org/0000-0002-4712-3767"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Sebastian Troia","raw_affiliation_strings":["Informazione e Bioingegneria, Politecnico di Milano,Dipartimento di Elettronica,Milan,Italy,20133","Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milan 20133, Italy"],"affiliations":[{"raw_affiliation_string":"Informazione e Bioingegneria, Politecnico di Milano,Dipartimento di Elettronica,Milan,Italy,20133","institution_ids":["https://openalex.org/I93860229"]},{"raw_affiliation_string":"Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milan 20133, Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069817937","display_name":"Tobias Fehenberger","orcid":"https://orcid.org/0000-0003-2504-1426"},"institutions":[{"id":"https://openalex.org/I1338984714","display_name":"ADVA Optical Networking (Germany)","ror":"https://ror.org/055kr0e44","country_code":"DE","type":"company","lineage":["https://openalex.org/I1338984714"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tobias Fehenberger","raw_affiliation_strings":["ADVA,Martinsried/Munich,Germany,82152","ADVA, Fraunhoferstr. 9a, 82152 Martinsried/Munich, Germany"],"affiliations":[{"raw_affiliation_string":"ADVA,Martinsried/Munich,Germany,82152","institution_ids":["https://openalex.org/I1338984714"]},{"raw_affiliation_string":"ADVA, Fraunhoferstr. 9a, 82152 Martinsried/Munich, Germany","institution_ids":["https://openalex.org/I1338984714"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109054282","display_name":"J\u00f6rg-Peter Elbers","orcid":null},"institutions":[{"id":"https://openalex.org/I1338984714","display_name":"ADVA Optical Networking (Germany)","ror":"https://ror.org/055kr0e44","country_code":"DE","type":"company","lineage":["https://openalex.org/I1338984714"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"J\u00f6rg-Peter Elbers","raw_affiliation_strings":["ADVA,Martinsried/Munich,Germany,82152","ADVA, Fraunhoferstr. 9a, 82152 Martinsried/Munich, Germany"],"affiliations":[{"raw_affiliation_string":"ADVA,Martinsried/Munich,Germany,82152","institution_ids":["https://openalex.org/I1338984714"]},{"raw_affiliation_string":"ADVA, Fraunhoferstr. 9a, 82152 Martinsried/Munich, Germany","institution_ids":["https://openalex.org/I1338984714"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034922871","display_name":"Daniel C. Kilper","orcid":"https://orcid.org/0000-0003-3542-5335"},"institutions":[{"id":"https://openalex.org/I204442077","display_name":"Trinity College","ror":"https://ror.org/019dhar59","country_code":"CA","type":"education","lineage":["https://openalex.org/I204442077"]},{"id":"https://openalex.org/I205274468","display_name":"Trinity College Dublin","ror":"https://ror.org/02tyrky19","country_code":"IE","type":"education","lineage":["https://openalex.org/I205274468"]}],"countries":["CA","IE"],"is_corresponding":false,"raw_author_name":"Daniel C. Kilper","raw_affiliation_strings":["Trinity College Dublin,Connect Research Centre, School of Computer Science and Statistics","Connect Research Centre, School of Computer Science and Statistics, Trinity College Dublin"],"affiliations":[{"raw_affiliation_string":"Trinity College Dublin,Connect Research Centre, School of Computer Science and Statistics","institution_ids":["https://openalex.org/I205274468","https://openalex.org/I204442077"]},{"raw_affiliation_string":"Connect Research Centre, School of Computer Science and Statistics, Trinity College Dublin","institution_ids":["https://openalex.org/I205274468"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068107481","display_name":"Marco Ruffini","orcid":"https://orcid.org/0000-0001-6220-0065"},"institutions":[{"id":"https://openalex.org/I204442077","display_name":"Trinity College","ror":"https://ror.org/019dhar59","country_code":"CA","type":"education","lineage":["https://openalex.org/I204442077"]},{"id":"https://openalex.org/I205274468","display_name":"Trinity College Dublin","ror":"https://ror.org/02tyrky19","country_code":"IE","type":"education","lineage":["https://openalex.org/I205274468"]}],"countries":["CA","IE"],"is_corresponding":false,"raw_author_name":"Marco Ruffini","raw_affiliation_strings":["Trinity College Dublin,Connect Research Centre, School of Computer Science and Statistics","Connect Research Centre, School of Computer Science and Statistics, Trinity College Dublin"],"affiliations":[{"raw_affiliation_string":"Trinity College Dublin,Connect Research Centre, School of Computer Science and Statistics","institution_ids":["https://openalex.org/I205274468","https://openalex.org/I204442077"]},{"raw_affiliation_string":"Connect Research Centre, School of Computer Science and Statistics, Trinity College Dublin","institution_ids":["https://openalex.org/I205274468"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019971227","display_name":"Carmen Mas Machuca","orcid":"https://orcid.org/0000-0002-2348-2714"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Carmen Mas-Machuca","raw_affiliation_strings":["Technical University of Munich,Chair of Communication Networks,Munich,Germany","Chair of Communication Networks, Technical University of Munich, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Technical University of Munich,Chair of Communication Networks,Munich,Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"Chair of Communication Networks, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5043418748"],"corresponding_institution_ids":["https://openalex.org/I1338984714","https://openalex.org/I62916508"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.17986614,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"3"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10847","display_name":"Advanced Optical Network Technologies","score":0.9853000044822693,"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":0.9853000044822693,"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":0.9835000038146973,"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/T10741","display_name":"Video Coding and Compression Technologies","score":0.9003999829292297,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/wavelength-division-multiplexing","display_name":"Wavelength-division multiplexing","score":0.7239878177642822},{"id":"https://openalex.org/keywords/margin","display_name":"Margin (machine learning)","score":0.7165491580963135},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5956209301948547},{"id":"https://openalex.org/keywords/estimation","display_name":"Estimation","score":0.5065425634384155},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.17399540543556213},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16613182425498962},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.11047661304473877},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.10306304693222046},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.08088082075119019}],"concepts":[{"id":"https://openalex.org/C160724564","wikidata":"https://www.wikidata.org/wiki/Q1620670","display_name":"Wavelength-division multiplexing","level":3,"score":0.7239878177642822},{"id":"https://openalex.org/C774472","wikidata":"https://www.wikidata.org/wiki/Q6760393","display_name":"Margin (machine learning)","level":2,"score":0.7165491580963135},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5956209301948547},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.5065425634384155},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.17399540543556213},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16613182425498962},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.11047661304473877},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.10306304693222046},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.08088082075119019},{"id":"https://openalex.org/C6260449","wikidata":"https://www.wikidata.org/wiki/Q41364","display_name":"Wavelength","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.23919/ofc49934.2023.10116302","is_oa":false,"landing_page_url":"https://doi.org/10.23919/ofc49934.2023.10116302","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 Optical Fiber Communications Conference and Exhibition (OFC)","raw_type":"proceedings-article"},{"id":"pmh:oai:re.public.polimi.it:11311/1233814","is_oa":true,"landing_page_url":"https://www.scopus.com/record/display.uri?eid=2-s2.0-85160202355&origin=resultslist&sort=plf-f&src=s&sid=845379b34495f62376cc2d774fb773ba&sot=b&sdt=b&s=TITLE-ABS-KEY(Experimental+Demonstration+of+ML-Based+DWDM+System+Margin+Estimation)&sl=83&sessionSearchId=845379b34495f62376cc2d774fb773ba","pdf_url":null,"source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:re.public.polimi.it:11311/1233814","is_oa":true,"landing_page_url":"https://www.scopus.com/record/display.uri?eid=2-s2.0-85160202355&origin=resultslist&sort=plf-f&src=s&sid=845379b34495f62376cc2d774fb773ba&sot=b&sdt=b&s=TITLE-ABS-KEY(Experimental+Demonstration+of+ML-Based+DWDM+System+Margin+Estimation)&sl=83&sessionSearchId=845379b34495f62376cc2d774fb773ba","pdf_url":null,"source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320847","display_name":"Science Foundation Ireland","ror":"https://ror.org/0271asj38"},{"id":"https://openalex.org/F4320321408","display_name":"Ministry of Education","ror":"https://ror.org/01p262204"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":3,"referenced_works":["https://openalex.org/W2074245137","https://openalex.org/W4229005931","https://openalex.org/W6811057665"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W3125011624","https://openalex.org/W1508631387","https://openalex.org/W2370917603","https://openalex.org/W2390279801","https://openalex.org/W2952760143","https://openalex.org/W2358668433","https://openalex.org/W2017776670","https://openalex.org/W2347897961","https://openalex.org/W2376932109"],"abstract_inverted_index":{"SNR":[0],"margins":[1],"between":[2],"partially":[3],"and":[4],"fully":[5],"loaded":[6],"DWDM":[7],"systems":[8],"are":[9],"estimated
\\nwithout":[10],"detailed":[11],"knowledge":[12],"of":[13,31],"the":[14],"network.":[15],"The":[16],"ML":[17],"model,":[18],"trained":[19],"on":[20,25],"simulation
\\ndata,":[21],"achieves":[22],"accurate":[23],"predictions":[24],"experimental":[26],"data":[27],"with":[28],"an":[29],"RMSE":[30],"0.16
\\ndB.":[32]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}