{"id":"https://openalex.org/W2901115716","doi":"https://doi.org/10.1109/ecoc.2018.8535338","title":"Perturbative Machine Learning Technique for Nonlinear Impairments Compensation in WDM Systems","display_name":"Perturbative Machine Learning Technique for Nonlinear Impairments Compensation in WDM Systems","publication_year":2018,"publication_date":"2018-09-01","ids":{"openalex":"https://openalex.org/W2901115716","doi":"https://doi.org/10.1109/ecoc.2018.8535338","mag":"2901115716"},"language":"en","primary_location":{"id":"doi:10.1109/ecoc.2018.8535338","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ecoc.2018.8535338","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 European Conference on Optical Communication (ECOC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://publications.aston.ac.uk/id/eprint/37699/1/Perturbative_machine_learning.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023222485","display_name":"Evgeny Averyanov","orcid":"https://orcid.org/0000-0001-7974-0375"},"institutions":[{"id":"https://openalex.org/I188973947","display_name":"Novosibirsk State University","ror":"https://ror.org/04t2ss102","country_code":"RU","type":"education","lineage":["https://openalex.org/I188973947"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Evgeny Averyanov","raw_affiliation_strings":["Novosibirsk State University, Novosibirsk, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Novosibirsk State University, Novosibirsk, Russia","institution_ids":["https://openalex.org/I188973947"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024585004","display_name":"Alexey Redyuk","orcid":"https://orcid.org/0000-0003-4125-7307"},"institutions":[{"id":"https://openalex.org/I188973947","display_name":"Novosibirsk State University","ror":"https://ror.org/04t2ss102","country_code":"RU","type":"education","lineage":["https://openalex.org/I188973947"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Alexey Redyuk","raw_affiliation_strings":["Novosibirsk State University, Novosibirsk, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Novosibirsk State University, Novosibirsk, Russia","institution_ids":["https://openalex.org/I188973947"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015336846","display_name":"Oleg Sidelnikov","orcid":"https://orcid.org/0000-0002-0746-1008"},"institutions":[{"id":"https://openalex.org/I188973947","display_name":"Novosibirsk State University","ror":"https://ror.org/04t2ss102","country_code":"RU","type":"education","lineage":["https://openalex.org/I188973947"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Oleg Sidelnikov","raw_affiliation_strings":["Novosibirsk State University, Novosibirsk, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Novosibirsk State University, Novosibirsk, Russia","institution_ids":["https://openalex.org/I188973947"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110584348","display_name":"Mariia Soroklna","orcid":null},"institutions":[{"id":"https://openalex.org/I169199633","display_name":"Aston University","ror":"https://ror.org/05j0ve876","country_code":"GB","type":"education","lineage":["https://openalex.org/I169199633"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mariia Soroklna","raw_affiliation_strings":["Aston Institute of Photonic Technologies, Aston University, Birmingham, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aston Institute of Photonic Technologies, Aston University, Birmingham, UK","institution_ids":["https://openalex.org/I169199633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090374647","display_name":"\u041c. \u041f. \u0424\u0435\u0434\u043e\u0440\u0443\u043a","orcid":"https://orcid.org/0000-0001-6136-8624"},"institutions":[{"id":"https://openalex.org/I188973947","display_name":"Novosibirsk State University","ror":"https://ror.org/04t2ss102","country_code":"RU","type":"education","lineage":["https://openalex.org/I188973947"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Mikhail Fedoruk","raw_affiliation_strings":["Novosibirsk State University, Novosibirsk, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Novosibirsk State University, Novosibirsk, Russia","institution_ids":["https://openalex.org/I188973947"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084823616","display_name":"Sergei K. Turitsyn","orcid":"https://orcid.org/0000-0003-0101-3834"},"institutions":[{"id":"https://openalex.org/I169199633","display_name":"Aston University","ror":"https://ror.org/05j0ve876","country_code":"GB","type":"education","lineage":["https://openalex.org/I169199633"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Sergei Turitsyn","raw_affiliation_strings":["Aston Institute of Photonic Technologies, Aston University, Birmingham, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aston Institute of Photonic Technologies, Aston University, Birmingham, UK","institution_ids":["https://openalex.org/I169199633"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.3379,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.89015684,"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":"3"},"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":0.9994000196456909,"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"}},{"id":"https://openalex.org/T10847","display_name":"Advanced Optical Network Technologies","score":0.9980999827384949,"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/computer-science","display_name":"Computer science","score":0.6878974437713623},{"id":"https://openalex.org/keywords/wavelength-division-multiplexing","display_name":"Wavelength-division multiplexing","score":0.6776496171951294},{"id":"https://openalex.org/keywords/compensation","display_name":"Compensation (psychology)","score":0.673607587814331},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.6237457990646362},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42906373739242554},{"id":"https://openalex.org/keywords/nonlinear-dynamical-systems","display_name":"Nonlinear dynamical systems","score":0.41204094886779785},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3388637900352478},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.3226964771747589},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14814969897270203},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.12616005539894104},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.11390769481658936},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.06915369629859924},{"id":"https://openalex.org/keywords/wavelength","display_name":"Wavelength","score":0.06639963388442993}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6878974437713623},{"id":"https://openalex.org/C160724564","wikidata":"https://www.wikidata.org/wiki/Q1620670","display_name":"Wavelength-division multiplexing","level":3,"score":0.6776496171951294},{"id":"https://openalex.org/C2780023022","wikidata":"https://www.wikidata.org/wiki/Q1338171","display_name":"Compensation (psychology)","level":2,"score":0.673607587814331},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.6237457990646362},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42906373739242554},{"id":"https://openalex.org/C2983030100","wikidata":"https://www.wikidata.org/wiki/Q638328","display_name":"Nonlinear dynamical systems","level":3,"score":0.41204094886779785},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3388637900352478},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.3226964771747589},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14814969897270203},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.12616005539894104},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.11390769481658936},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.06915369629859924},{"id":"https://openalex.org/C6260449","wikidata":"https://www.wikidata.org/wiki/Q41364","display_name":"Wavelength","level":2,"score":0.06639963388442993},{"id":"https://openalex.org/C11171543","wikidata":"https://www.wikidata.org/wiki/Q41630","display_name":"Psychoanalysis","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ecoc.2018.8535338","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ecoc.2018.8535338","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 European Conference on Optical Communication (ECOC)","raw_type":"proceedings-article"},{"id":"pmh:oai:publications.aston.ac.uk:37699","is_oa":true,"landing_page_url":"https://publications.aston.ac.uk/view/author/ec3d706122f997572478bf6e64a74c2b.html>,","pdf_url":"https://publications.aston.ac.uk/id/eprint/37699/1/Perturbative_machine_learning.pdf","source":{"id":"https://openalex.org/S4306400483","display_name":"Aston Publications Explorer (Aston University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I169199633","host_organization_name":"Aston University","host_organization_lineage":["https://openalex.org/I169199633"],"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":"Book Section"}],"best_oa_location":{"id":"pmh:oai:publications.aston.ac.uk:37699","is_oa":true,"landing_page_url":"https://publications.aston.ac.uk/view/author/ec3d706122f997572478bf6e64a74c2b.html>,","pdf_url":"https://publications.aston.ac.uk/id/eprint/37699/1/Perturbative_machine_learning.pdf","source":{"id":"https://openalex.org/S4306400483","display_name":"Aston Publications Explorer (Aston University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I169199633","host_organization_name":"Aston University","host_organization_lineage":["https://openalex.org/I169199633"],"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":"Book Section"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2901115716.pdf"},"referenced_works_count":7,"referenced_works":["https://openalex.org/W2004780014","https://openalex.org/W2032744903","https://openalex.org/W2056910557","https://openalex.org/W2118850151","https://openalex.org/W2145425707","https://openalex.org/W2294103580","https://openalex.org/W2565830380"],"related_works":["https://openalex.org/W2386715618","https://openalex.org/W2379084545","https://openalex.org/W2140316896","https://openalex.org/W1966008566","https://openalex.org/W2079574545","https://openalex.org/W3127651486","https://openalex.org/W4247979471","https://openalex.org/W2921182178","https://openalex.org/W2068281920","https://openalex.org/W2118964038"],"abstract_inverted_index":{"We":[0,16],"propose":[1],"a":[2],"perturbation-based":[3],"receiver-side":[4],"machine-learning":[5],"equalizer":[6],"for":[7,31],"inter-":[8],"and":[9,19,28],"intra-channel":[10],"nonlinearity":[11],"compensation":[12],"in":[13],"WDM":[14],"systems.":[15],"show":[17],"1.6dB":[18],"0.6":[20],"dB":[21],"Q2-factor":[22],"improvement":[23],"compared":[24],"with":[25],"linear":[26],"equalization":[27],"DBP":[29],"respectively":[30],"1000km":[32],"transmission":[33],"of":[34],"3\u00d7128Gbit/s":[35],"DP-16QAM":[36],"signal.":[37]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":1}],"updated_date":"2026-07-30T17:31:21.811387","created_date":"2025-10-10T00:00:00"}
