{"id":"https://openalex.org/W4390552048","doi":"https://doi.org/10.1109/iscit57293.2023.10376122","title":"Optimizing Optical Signal Quality with Deep Learning Dispersion Compensation at Various Distances","display_name":"Optimizing Optical Signal Quality with Deep Learning Dispersion Compensation at Various Distances","publication_year":2023,"publication_date":"2023-10-16","ids":{"openalex":"https://openalex.org/W4390552048","doi":"https://doi.org/10.1109/iscit57293.2023.10376122"},"language":"en","primary_location":{"id":"doi:10.1109/iscit57293.2023.10376122","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iscit57293.2023.10376122","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 22nd International Symposium on Communications and Information Technologies (ISCIT)","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/A5091318140","display_name":"Muhammad Harry Bintang Pratama","orcid":null},"institutions":[{"id":"https://openalex.org/I207014233","display_name":"Kyushu Institute of Technology","ror":"https://ror.org/02278tr80","country_code":"JP","type":"education","lineage":["https://openalex.org/I207014233"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Muhammad Harry Bintang Pratama","raw_affiliation_strings":["Kyushu Institute of Technology,Grad. School of Computer Science and System Engineering,Iizuka,Japan","Grad. School of Computer Science and System Engineering, Kyushu Institute of Technology, Iizuka, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kyushu Institute of Technology,Grad. School of Computer Science and System Engineering,Iizuka,Japan","institution_ids":["https://openalex.org/I207014233"]},{"raw_affiliation_string":"Grad. School of Computer Science and System Engineering, Kyushu Institute of Technology, Iizuka, Japan","institution_ids":["https://openalex.org/I207014233"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001329577","display_name":"Lina Marlina","orcid":"https://orcid.org/0009-0005-5481-1065"},"institutions":[{"id":"https://openalex.org/I118292597","display_name":"National Taipei University of Technology","ror":"https://ror.org/00cn92c09","country_code":"TW","type":"education","lineage":["https://openalex.org/I118292597"]},{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Lina Marlina","raw_affiliation_strings":["Grad. Institute of Electro-Optical Engineering, National Taiwan University of Science and Technology,Taipei,Taiwan","Grad. Institute of Electro-Optical Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Grad. Institute of Electro-Optical Engineering, National Taiwan University of Science and Technology,Taipei,Taiwan","institution_ids":["https://openalex.org/I118292597","https://openalex.org/I154864474"]},{"raw_affiliation_string":"Grad. Institute of Electro-Optical Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004395697","display_name":"Muhammad Fajar Faliasthiunus Pradipta","orcid":"https://orcid.org/0009-0006-5100-3190"},"institutions":[{"id":"https://openalex.org/I118292597","display_name":"National Taipei University of Technology","ror":"https://ror.org/00cn92c09","country_code":"TW","type":"education","lineage":["https://openalex.org/I118292597"]},{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Muhammad Fajar Faliasthiunus Pradipta","raw_affiliation_strings":["Grad. Institute of Electro-Optical Engineering, National Taiwan University of Science and Technology,Taipei,Taiwan","Grad. Institute of Electro-Optical Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Grad. Institute of Electro-Optical Engineering, National Taiwan University of Science and Technology,Taipei,Taiwan","institution_ids":["https://openalex.org/I118292597","https://openalex.org/I154864474"]},{"raw_affiliation_string":"Grad. Institute of Electro-Optical Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080947901","display_name":"Shien\u2010Kuei Liaw","orcid":"https://orcid.org/0000-0001-6225-9382"},"institutions":[{"id":"https://openalex.org/I118292597","display_name":"National Taipei University of Technology","ror":"https://ror.org/00cn92c09","country_code":"TW","type":"education","lineage":["https://openalex.org/I118292597"]},{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Shien-Kuei Liaw","raw_affiliation_strings":["Grad. Institute of Electro-Optical Engineering, National Taiwan University of Science and Technology,Taipei,Taiwan","Grad. Institute of Electro-Optical Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Grad. Institute of Electro-Optical Engineering, National Taiwan University of Science and Technology,Taipei,Taiwan","institution_ids":["https://openalex.org/I118292597","https://openalex.org/I154864474"]},{"raw_affiliation_string":"Grad. Institute of Electro-Optical Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085351803","display_name":"Masayuki Kurosaki","orcid":"https://orcid.org/0000-0001-7016-8931"},"institutions":[{"id":"https://openalex.org/I207014233","display_name":"Kyushu Institute of Technology","ror":"https://ror.org/02278tr80","country_code":"JP","type":"education","lineage":["https://openalex.org/I207014233"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Masayuki Kurosaki","raw_affiliation_strings":["Kyushu Institute of Technology,Grad. School of Computer Science and System Engineering,Iizuka,Japan","Grad. School of Computer Science and System Engineering, Kyushu Institute of Technology, Iizuka, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kyushu Institute of Technology,Grad. School of Computer Science and System Engineering,Iizuka,Japan","institution_ids":["https://openalex.org/I207014233"]},{"raw_affiliation_string":"Grad. School of Computer Science and System Engineering, Kyushu Institute of Technology, Iizuka, Japan","institution_ids":["https://openalex.org/I207014233"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110010949","display_name":"Hiroshi Ochi","orcid":null},"institutions":[{"id":"https://openalex.org/I207014233","display_name":"Kyushu Institute of Technology","ror":"https://ror.org/02278tr80","country_code":"JP","type":"education","lineage":["https://openalex.org/I207014233"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Hiroshi Ochi","raw_affiliation_strings":["Kyushu Institute of Technology,Grad. School of Computer Science and System Engineering,Iizuka,Japan","Grad. School of Computer Science and System Engineering, Kyushu Institute of Technology, Iizuka, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kyushu Institute of Technology,Grad. School of Computer Science and System Engineering,Iizuka,Japan","institution_ids":["https://openalex.org/I207014233"]},{"raw_affiliation_string":"Grad. School of Computer Science and System Engineering, Kyushu Institute of Technology, Iizuka, Japan","institution_ids":["https://openalex.org/I207014233"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"6","issue":null,"first_page":"226","last_page":"230"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10232","display_name":"Optical Network Technologies","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9991999864578247,"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/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.9939000010490417,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/dispersion","display_name":"Dispersion (optics)","score":0.7477116584777832},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.691917896270752},{"id":"https://openalex.org/keywords/compensation","display_name":"Compensation (psychology)","score":0.685797393321991},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.653496503829956},{"id":"https://openalex.org/keywords/intersymbol-interference","display_name":"Intersymbol interference","score":0.5474286079406738},{"id":"https://openalex.org/keywords/limiting","display_name":"Limiting","score":0.5194620490074158},{"id":"https://openalex.org/keywords/optical-fiber","display_name":"Optical fiber","score":0.4513581395149231},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.43374910950660706},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.42850685119628906},{"id":"https://openalex.org/keywords/interference","display_name":"Interference (communication)","score":0.42723989486694336},{"id":"https://openalex.org/keywords/polarization-mode-dispersion","display_name":"Polarization mode dispersion","score":0.42629221081733704},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.3742835819721222},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.26604190468788147},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1779610812664032},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.17261052131652832}],"concepts":[{"id":"https://openalex.org/C177562468","wikidata":"https://www.wikidata.org/wiki/Q182893","display_name":"Dispersion (optics)","level":2,"score":0.7477116584777832},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.691917896270752},{"id":"https://openalex.org/C2780023022","wikidata":"https://www.wikidata.org/wiki/Q1338171","display_name":"Compensation (psychology)","level":2,"score":0.685797393321991},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.653496503829956},{"id":"https://openalex.org/C97812054","wikidata":"https://www.wikidata.org/wiki/Q2166055","display_name":"Intersymbol interference","level":3,"score":0.5474286079406738},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.5194620490074158},{"id":"https://openalex.org/C194232370","wikidata":"https://www.wikidata.org/wiki/Q162","display_name":"Optical fiber","level":2,"score":0.4513581395149231},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.43374910950660706},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.42850685119628906},{"id":"https://openalex.org/C32022120","wikidata":"https://www.wikidata.org/wiki/Q797225","display_name":"Interference (communication)","level":3,"score":0.42723989486694336},{"id":"https://openalex.org/C178557918","wikidata":"https://www.wikidata.org/wiki/Q435910","display_name":"Polarization mode dispersion","level":3,"score":0.42629221081733704},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.3742835819721222},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.26604190468788147},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1779610812664032},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.17261052131652832},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","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/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},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscit57293.2023.10376122","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iscit57293.2023.10376122","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 22nd International Symposium on Communications and Information Technologies (ISCIT)","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":8,"referenced_works":["https://openalex.org/W2131425763","https://openalex.org/W2549239585","https://openalex.org/W2797033345","https://openalex.org/W2984969516","https://openalex.org/W3036987607","https://openalex.org/W4200357297","https://openalex.org/W4210356262","https://openalex.org/W4313526397"],"related_works":["https://openalex.org/W2150616327","https://openalex.org/W2068165465","https://openalex.org/W2005714873","https://openalex.org/W2389906300","https://openalex.org/W2368244508","https://openalex.org/W2136181406","https://openalex.org/W2135294057","https://openalex.org/W2350290990","https://openalex.org/W2026134365","https://openalex.org/W2136127613"],"abstract_inverted_index":{"One":[0],"of":[1,142],"the":[2,23,32,51,94,99,103,116,130,140],"limiting":[3],"factors":[4],"in":[5,65,119,125],"long-distance":[6],"communication":[7],"with":[8],"optical":[9,15],"fiber":[10],"is":[11,42,63,105,110],"dispersion.":[12],"Dispersion":[13],"causes":[14],"pulses":[16],"to":[17,26,49,55,93],"broaden":[18],"as":[19,90],"they":[20],"travel":[21],"through":[22,115],"fiber,":[24],"leading":[25],"intersymbol":[27],"interference":[28],"that":[29],"ultimately":[30],"degrades":[31],"signal":[33,53],"quality.":[34],"To":[35],"solve":[36],"this":[37,60,80,126],"problem,":[38],"a":[39,46,76,84],"dispersion":[40,88,144],"compensator":[41,89,96],"usually":[43],"applied":[44],"after":[45],"certain":[47],"distance":[48,104],"bring":[50],"broadened":[52],"back":[54],"its":[56],"original":[57],"form.":[58],"However,":[59],"conventional":[61,143],"approach":[62,101],"ineffective":[64],"cost":[66],"and":[67,97],"implementation":[68],"since":[69],"more":[70],"compensators":[71],"should":[72],"be":[73],"added":[74],"for":[75],"longer":[77],"distance.":[78],"In":[79],"paper,":[81],"we":[82],"propose":[83],"deep":[85],"learning":[86],"(DL)-based":[87],"an":[91],"alternative":[92],"current":[95,100],"supplement":[98],"if":[102],"very":[106],"long.":[107],"The":[108],"dataset":[109],"created":[111],"from":[112,133],"signals":[113,132],"obtained":[114],"simulation":[117],"done":[118],"optisystem.":[120],"Different":[121],"DL":[122],"algorithms":[123],"proposed":[124],"paper":[127],"can":[128],"classify":[129],"received":[131],"various":[134],"distances":[135],"into":[136],"binary":[137],"values":[138],"without":[139],"help":[141],"compensation.":[145]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
