{"id":"https://openalex.org/W4391086970","doi":"https://doi.org/10.23919/ofc49934.2023.10116236","title":"KerrNet: Machine Learning to Speed up Exact Nonlinear Variance Computation of Arbitrary Links","display_name":"KerrNet: Machine Learning to Speed up Exact Nonlinear Variance Computation of Arbitrary Links","publication_year":2023,"publication_date":"2023-03-01","ids":{"openalex":"https://openalex.org/W4391086970","doi":"https://doi.org/10.23919/ofc49934.2023.10116236"},"language":"en","primary_location":{"id":"doi:10.23919/ofc49934.2023.10116236","is_oa":false,"landing_page_url":"http://dx.doi.org/10.23919/ofc49934.2023.10116236","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":"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/A5016005865","display_name":"Xiaoyan Ye","orcid":"https://orcid.org/0000-0002-4387-802X"},"institutions":[{"id":"https://openalex.org/I4210149358","display_name":"Nokia (France)","ror":"https://ror.org/04kwfkk85","country_code":"FR","type":"company","lineage":["https://openalex.org/I2738502077","https://openalex.org/I4210149358"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Xiaoyan Ye","raw_affiliation_strings":["Nokia Bell Labs Paris-Saclay,Nozay,France,91620"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nokia Bell Labs Paris-Saclay,Nozay,France,91620","institution_ids":["https://openalex.org/I4210149358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021063471","display_name":"Amirhossein Ghazisaeidi","orcid":"https://orcid.org/0000-0002-8679-5320"},"institutions":[{"id":"https://openalex.org/I4210149358","display_name":"Nokia (France)","ror":"https://ror.org/04kwfkk85","country_code":"FR","type":"company","lineage":["https://openalex.org/I2738502077","https://openalex.org/I4210149358"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Amirhossein Ghazisaeidi","raw_affiliation_strings":["Nokia Bell Labs Paris-Saclay,Nozay,France,91620"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nokia Bell Labs Paris-Saclay,Nozay,France,91620","institution_ids":["https://openalex.org/I4210149358"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210149358"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.30277837,"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/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":0.9980000257492065,"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"}},{"id":"https://openalex.org/T10299","display_name":"Photonic and Optical Devices","score":0.9976999759674072,"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/computation","display_name":"Computation","score":0.8342286944389343},{"id":"https://openalex.org/keywords/variance","display_name":"Variance (accounting)","score":0.6937923431396484},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6909288167953491},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.661584734916687},{"id":"https://openalex.org/keywords/speedup","display_name":"Speedup","score":0.6172826290130615},{"id":"https://openalex.org/keywords/transmission","display_name":"Transmission (telecommunications)","score":0.5638787150382996},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5457446575164795},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4889053404331207},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4191175699234009},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.10944390296936035},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.07877224683761597},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.07559928297996521}],"concepts":[{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.8342286944389343},{"id":"https://openalex.org/C196083921","wikidata":"https://www.wikidata.org/wiki/Q7915758","display_name":"Variance (accounting)","level":2,"score":0.6937923431396484},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6909288167953491},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.661584734916687},{"id":"https://openalex.org/C68339613","wikidata":"https://www.wikidata.org/wiki/Q1549489","display_name":"Speedup","level":2,"score":0.6172826290130615},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.5638787150382996},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5457446575164795},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4889053404331207},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4191175699234009},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.10944390296936035},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.07877224683761597},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.07559928297996521},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0},{"id":"https://openalex.org/C121955636","wikidata":"https://www.wikidata.org/wiki/Q4116214","display_name":"Accounting","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":1,"locations":[{"id":"doi:10.23919/ofc49934.2023.10116236","is_oa":false,"landing_page_url":"http://dx.doi.org/10.23919/ofc49934.2023.10116236","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"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":4,"referenced_works":["https://openalex.org/W1980735512","https://openalex.org/W2047901238","https://openalex.org/W3099935252","https://openalex.org/W3185476479"],"related_works":["https://openalex.org/W2058965144","https://openalex.org/W2164382479","https://openalex.org/W98480971","https://openalex.org/W2150291671","https://openalex.org/W2027972911","https://openalex.org/W2146343568","https://openalex.org/W2013643406","https://openalex.org/W2157978810","https://openalex.org/W2597809628","https://openalex.org/W3046370962"],"abstract_inverted_index":{"We":[0],"introduce":[1],"a":[2],"new":[3],"QoT":[4],"tool":[5],"handling":[6],"arbitrary":[7],"transmission":[8],"configurations":[9],"based":[10],"on":[11],"neural":[12],"networks,":[13],"accelerating":[14],"exact":[15],"models":[16],"for":[17],"nonlinear":[18],"variance:":[19],"the":[20],"computation":[21],"time":[22],"is":[23,32],"reduced":[24],"by":[25],"six":[26],"orders":[27],"of":[28],"magnitude":[29],"while":[30],"accuracy":[31],"not":[33],"compromised.":[34]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}