{"id":"https://openalex.org/W4200441995","doi":"https://doi.org/10.3233/faia210454","title":"OSNR Prediction Based on Federal Learning in Multi-Domain Optical Networks","display_name":"OSNR Prediction Based on Federal Learning in Multi-Domain Optical Networks","publication_year":2021,"publication_date":"2021-12-22","ids":{"openalex":"https://openalex.org/W4200441995","doi":"https://doi.org/10.3233/faia210454"},"language":"en","primary_location":{"id":"doi:10.3233/faia210454","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia210454","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA210454","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA210454","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101758751","display_name":"Junhua Huang","orcid":"https://orcid.org/0000-0002-0092-396X"},"institutions":[{"id":"https://openalex.org/I17442442","display_name":"State Grid Corporation of China (China)","ror":"https://ror.org/05twwhs70","country_code":"CN","type":"company","lineage":["https://openalex.org/I17442442"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Junhua Huang","raw_affiliation_strings":["Information and Communication Branch of State Grid Corporation of China, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information and Communication Branch of State Grid Corporation of China, China","institution_ids":["https://openalex.org/I17442442"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103057241","display_name":"Bohan Zhu","orcid":"https://orcid.org/0009-0003-9823-8630"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bohan Zhu","raw_affiliation_strings":["Beijing University of Posts and Telecommunications, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028505771","display_name":"Hongxi Zhou","orcid":"https://orcid.org/0009-0002-3390-6733"},"institutions":[{"id":"https://openalex.org/I17442442","display_name":"State Grid Corporation of China (China)","ror":"https://ror.org/05twwhs70","country_code":"CN","type":"company","lineage":["https://openalex.org/I17442442"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongxi Zhou","raw_affiliation_strings":["Information and Communication Branch of State Grid Corporation of China, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information and Communication Branch of State Grid Corporation of China, China","institution_ids":["https://openalex.org/I17442442"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065256563","display_name":"Qiwei Zheng","orcid":null},"institutions":[{"id":"https://openalex.org/I17442442","display_name":"State Grid Corporation of China (China)","ror":"https://ror.org/05twwhs70","country_code":"CN","type":"company","lineage":["https://openalex.org/I17442442"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiwei Zheng","raw_affiliation_strings":["Information and Communication Branch of State Grid Corporation of China, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information and Communication Branch of State Grid Corporation of China, China","institution_ids":["https://openalex.org/I17442442"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100736422","display_name":"Zhuo Chen","orcid":"https://orcid.org/0000-0003-4847-5614"},"institutions":[{"id":"https://openalex.org/I17442442","display_name":"State Grid Corporation of China (China)","ror":"https://ror.org/05twwhs70","country_code":"CN","type":"company","lineage":["https://openalex.org/I17442442"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhuo Chen","raw_affiliation_strings":["Information and Communication Branch of State Grid Corporation of China, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information and Communication Branch of State Grid Corporation of China, China","institution_ids":["https://openalex.org/I17442442"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103252827","display_name":"Tong Lin","orcid":"https://orcid.org/0000-0002-0238-2263"},"institutions":[{"id":"https://openalex.org/I17442442","display_name":"State Grid Corporation of China (China)","ror":"https://ror.org/05twwhs70","country_code":"CN","type":"company","lineage":["https://openalex.org/I17442442"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tong Lin","raw_affiliation_strings":["Information and Communication Branch of State Grid Corporation of China, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information and Communication Branch of State Grid Corporation of China, China","institution_ids":["https://openalex.org/I17442442"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087232801","display_name":"Yuanyuan Zhao","orcid":"https://orcid.org/0000-0001-5298-2948"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I17442442","display_name":"State Grid Corporation of China (China)","ror":"https://ror.org/05twwhs70","country_code":"CN","type":"company","lineage":["https://openalex.org/I17442442"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanyuan Zhao","raw_affiliation_strings":["Beijing University of Posts and Telecommunications, China","Information and Communication Branch of State Grid Corporation of China, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I139759216"]},{"raw_affiliation_string":"Information and Communication Branch of State Grid Corporation of China, China","institution_ids":["https://openalex.org/I17442442"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005000676","display_name":"Ziqi Dong","orcid":"https://orcid.org/0009-0003-2939-1594"},"institutions":[{"id":"https://openalex.org/I17442442","display_name":"State Grid Corporation of China (China)","ror":"https://ror.org/05twwhs70","country_code":"CN","type":"company","lineage":["https://openalex.org/I17442442"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziqi Dong","raw_affiliation_strings":["Information and Communication Branch of State Grid Corporation of China, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information and Communication Branch of State Grid Corporation of China, China","institution_ids":["https://openalex.org/I17442442"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070867325","display_name":"Xiaofang Gao","orcid":null},"institutions":[{"id":"https://openalex.org/I17442442","display_name":"State Grid Corporation of China (China)","ror":"https://ror.org/05twwhs70","country_code":"CN","type":"company","lineage":["https://openalex.org/I17442442"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaofang Gao","raw_affiliation_strings":["Information and Communication Branch of State Grid Corporation of China, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information and Communication Branch of State Grid Corporation of China, China","institution_ids":["https://openalex.org/I17442442"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030811766","display_name":"Yongli Zhao","orcid":"https://orcid.org/0000-0003-3716-8248"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I17442442","display_name":"State Grid Corporation of China (China)","ror":"https://ror.org/05twwhs70","country_code":"CN","type":"company","lineage":["https://openalex.org/I17442442"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongli Zhao","raw_affiliation_strings":["Beijing University of Posts and Telecommunications, China","Information and Communication Branch of State Grid Corporation of China, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I139759216"]},{"raw_affiliation_string":"Information and Communication Branch of State Grid Corporation of China, China","institution_ids":["https://openalex.org/I17442442"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5101758751"],"corresponding_institution_ids":["https://openalex.org/I17442442"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.34988791,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10767","display_name":"Advanced Photonic Communication Systems","score":0.9955999851226807,"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/T10767","display_name":"Advanced Photonic Communication Systems","score":0.9955999851226807,"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":0.9925000071525574,"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":0.9872000217437744,"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":0.7515071630477905},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.6537467241287231},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.6084200143814087},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.5415760278701782},{"id":"https://openalex.org/keywords/time-domain","display_name":"Time domain","score":0.47491133213043213},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4561270475387573},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4318048357963562},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.39909443259239197},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.32400497794151306},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.12140390276908875},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09376361966133118}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7515071630477905},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.6537467241287231},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.6084200143814087},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.5415760278701782},{"id":"https://openalex.org/C103824480","wikidata":"https://www.wikidata.org/wiki/Q185889","display_name":"Time domain","level":2,"score":0.47491133213043213},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4561270475387573},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4318048357963562},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.39909443259239197},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.32400497794151306},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.12140390276908875},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09376361966133118},{"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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/faia210454","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia210454","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA210454","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.3233/faia210454","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia210454","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA210454","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"sustainable_development_goals":[{"score":0.8500000238418579,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[{"id":"https://openalex.org/G1862840185","display_name":null,"funder_award_id":"61822105","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4191016924","display_name":null,"funder_award_id":"62021005","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4200441995.pdf","grobid_xml":"https://content.openalex.org/works/W4200441995.grobid-xml"},"referenced_works_count":10,"referenced_works":["https://openalex.org/W1948800134","https://openalex.org/W2138178898","https://openalex.org/W2187772852","https://openalex.org/W2532702805","https://openalex.org/W2811204324","https://openalex.org/W2907793766","https://openalex.org/W2964101383","https://openalex.org/W3041919900","https://openalex.org/W3049199110","https://openalex.org/W3147452814"],"related_works":["https://openalex.org/W1975289146","https://openalex.org/W2105887828","https://openalex.org/W2087240539","https://openalex.org/W4236520801","https://openalex.org/W2122599759","https://openalex.org/W1537234410","https://openalex.org/W1995022398","https://openalex.org/W2961085424","https://openalex.org/W115923022","https://openalex.org/W2484602794"],"abstract_inverted_index":{"With":[0],"the":[1,5,12,19,36,75,78,96,111,123,142,153,158,167,173,179],"continuous":[2],"expansion":[3],"of":[4,7,15,22,38,64,77,98,110,125,144,157,169,175,181],"scale":[6],"optical":[8,24,57,69,135],"communication":[9],"network":[10,16,25,182],"and":[11,52,128,178],"rapid":[13],"increase":[14],"traffic":[17],"demand,":[18],"management":[20],"form":[21],"multi-domain":[23,56,68,134],"has":[26],"widely":[27],"existed.":[28],"OSNR":[29,46,79,176],"is":[30,41,71,84,101,114],"an":[31],"important":[32,43],"indicator":[33],"to":[34,44,73,85,138],"judge":[35],"quality":[37],"communication.":[39],"It":[40,164],"very":[42],"predict":[45],"more":[47],"accurately":[48],"in":[49,55,67,91,106],"a":[50,62],"low-cost":[51],"energy-saving":[53],"way":[54],"networks.":[58],"In":[59],"this":[60,149],"paper,":[61],"scheme":[63,113],"federal":[65,99],"learning":[66,89,100,171],"networks":[70],"proposed":[72,112],"improve":[74,166],"accuracy":[76],"prediction.":[80],"The":[81,108,119],"main":[82],"idea":[83],"train":[86],"hybrid":[87],"machine":[88,170],"model":[90,129,160],"each":[92],"single":[93],"domain,":[94],"then":[95],"strategy":[97,120,150],"used":[102],"for":[103],"optimization":[104],"it":[105],"multi-domains.":[107],"performance":[109,168],"verified":[115],"by":[116,133,161],"simulation":[117,139],"experiments.":[118],"can":[121,165],"alleviate":[122],"problems":[124],"data":[126,145],"silos":[127],"training":[130],"set":[131],"caused":[132],"network.":[136],"According":[137],"result,":[140],"when":[141],"amount":[143],"reaches":[146],"5\u00d7103,":[147],"adding":[148],"will":[151],"reduce":[152],"mean":[154],"square":[155],"error":[156],"prediction":[159,177],"about":[162],"18%.":[163],"model,":[172],"ability":[174],"reliability":[180],"operation.":[183]},"counts_by_year":[],"updated_date":"2026-05-21T09:19:25.381259","created_date":"2025-10-10T00:00:00"}
