{"id":"https://openalex.org/W4385482682","doi":"https://doi.org/10.1109/ijcnn54540.2023.10191220","title":"Reservoir Computing for Symbol Detection of Optical Wireless Scattering Communications","display_name":"Reservoir Computing for Symbol Detection of Optical Wireless Scattering Communications","publication_year":2023,"publication_date":"2023-06-18","ids":{"openalex":"https://openalex.org/W4385482682","doi":"https://doi.org/10.1109/ijcnn54540.2023.10191220"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn54540.2023.10191220","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ijcnn54540.2023.10191220","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"article","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/A5100711883","display_name":"Haotian Chen","orcid":"https://orcid.org/0000-0003-2388-2299"},"institutions":[{"id":"https://openalex.org/I14396692","display_name":"Tokyo University of Information Sciences","ror":"https://ror.org/044bdx604","country_code":"JP","type":"education","lineage":["https://openalex.org/I14396692"]},{"id":"https://openalex.org/I74801974","display_name":"The University of Tokyo","ror":"https://ror.org/057zh3y96","country_code":"JP","type":"education","lineage":["https://openalex.org/I74801974"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Haotian Chen","raw_affiliation_strings":["The University of Tokyo,Department of Electrical Engineering and Information Systems,Tokyo,Japan","Department of Electrical Engineering and Information Systems, The University of Tokyo, Tokyo, Japan"],"affiliations":[{"raw_affiliation_string":"The University of Tokyo,Department of Electrical Engineering and Information Systems,Tokyo,Japan","institution_ids":["https://openalex.org/I14396692","https://openalex.org/I74801974"]},{"raw_affiliation_string":"Department of Electrical Engineering and Information Systems, The University of Tokyo, Tokyo, Japan","institution_ids":["https://openalex.org/I14396692","https://openalex.org/I74801974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080770673","display_name":"Ryo Natsuaki","orcid":"https://orcid.org/0000-0003-2291-4375"},"institutions":[{"id":"https://openalex.org/I74801974","display_name":"The University of Tokyo","ror":"https://ror.org/057zh3y96","country_code":"JP","type":"education","lineage":["https://openalex.org/I74801974"]},{"id":"https://openalex.org/I14396692","display_name":"Tokyo University of Information Sciences","ror":"https://ror.org/044bdx604","country_code":"JP","type":"education","lineage":["https://openalex.org/I14396692"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Natsuaki Ryo","raw_affiliation_strings":["The University of Tokyo,Department of Electrical Engineering and Information Systems,Tokyo,Japan","Department of Electrical Engineering and Information Systems, The University of Tokyo, Tokyo, Japan"],"affiliations":[{"raw_affiliation_string":"The University of Tokyo,Department of Electrical Engineering and Information Systems,Tokyo,Japan","institution_ids":["https://openalex.org/I14396692","https://openalex.org/I74801974"]},{"raw_affiliation_string":"Department of Electrical Engineering and Information Systems, The University of Tokyo, Tokyo, Japan","institution_ids":["https://openalex.org/I14396692","https://openalex.org/I74801974"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075783559","display_name":"Akira Hirose","orcid":"https://orcid.org/0000-0002-6936-9733"},"institutions":[{"id":"https://openalex.org/I74801974","display_name":"The University of Tokyo","ror":"https://ror.org/057zh3y96","country_code":"JP","type":"education","lineage":["https://openalex.org/I74801974"]},{"id":"https://openalex.org/I14396692","display_name":"Tokyo University of Information Sciences","ror":"https://ror.org/044bdx604","country_code":"JP","type":"education","lineage":["https://openalex.org/I14396692"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Akira Hirose","raw_affiliation_strings":["The University of Tokyo,Department of Electrical Engineering and Information Systems,Tokyo,Japan","Department of Electrical Engineering and Information Systems, The University of Tokyo, Tokyo, Japan"],"affiliations":[{"raw_affiliation_string":"The University of Tokyo,Department of Electrical Engineering and Information Systems,Tokyo,Japan","institution_ids":["https://openalex.org/I14396692","https://openalex.org/I74801974"]},{"raw_affiliation_string":"Department of Electrical Engineering and Information Systems, The University of Tokyo, Tokyo, Japan","institution_ids":["https://openalex.org/I14396692","https://openalex.org/I74801974"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100711883"],"corresponding_institution_ids":["https://openalex.org/I14396692","https://openalex.org/I74801974"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.08439462,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"3","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12611","display_name":"Neural Networks and Reservoir Computing","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T12611","display_name":"Neural Networks and Reservoir Computing","score":1.0,"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"}},{"id":"https://openalex.org/T10232","display_name":"Optical Network Technologies","score":0.9991000294685364,"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":0.9944999814033508,"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/non-line-of-sight-propagation","display_name":"Non-line-of-sight propagation","score":0.7747195959091187},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7507510781288147},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.6250619888305664},{"id":"https://openalex.org/keywords/optical-wireless","display_name":"Optical wireless","score":0.5619593262672424},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.5450180172920227},{"id":"https://openalex.org/keywords/interference","display_name":"Interference (communication)","score":0.5287984013557434},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.5267428755760193},{"id":"https://openalex.org/keywords/perceptron","display_name":"Perceptron","score":0.497135192155838},{"id":"https://openalex.org/keywords/bit-error-rate","display_name":"Bit error rate","score":0.4739430248737335},{"id":"https://openalex.org/keywords/optical-wireless-communications","display_name":"Optical wireless communications","score":0.4448610544204712},{"id":"https://openalex.org/keywords/intersymbol-interference","display_name":"Intersymbol interference","score":0.43831273913383484},{"id":"https://openalex.org/keywords/symbol","display_name":"Symbol (formal)","score":0.4281449019908905},{"id":"https://openalex.org/keywords/detector","display_name":"Detector","score":0.4156602621078491},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37935930490493774},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.37429744005203247},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3607025742530823},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.2568833827972412},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.23747718334197998},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15194717049598694}],"concepts":[{"id":"https://openalex.org/C154910267","wikidata":"https://www.wikidata.org/wiki/Q1740982","display_name":"Non-line-of-sight propagation","level":3,"score":0.7747195959091187},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7507510781288147},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.6250619888305664},{"id":"https://openalex.org/C2781305180","wikidata":"https://www.wikidata.org/wiki/Q7098907","display_name":"Optical wireless","level":3,"score":0.5619593262672424},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.5450180172920227},{"id":"https://openalex.org/C32022120","wikidata":"https://www.wikidata.org/wiki/Q797225","display_name":"Interference (communication)","level":3,"score":0.5287984013557434},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.5267428755760193},{"id":"https://openalex.org/C60908668","wikidata":"https://www.wikidata.org/wiki/Q690207","display_name":"Perceptron","level":3,"score":0.497135192155838},{"id":"https://openalex.org/C56296756","wikidata":"https://www.wikidata.org/wiki/Q840922","display_name":"Bit error rate","level":3,"score":0.4739430248737335},{"id":"https://openalex.org/C107021485","wikidata":"https://www.wikidata.org/wiki/Q18385577","display_name":"Optical wireless communications","level":4,"score":0.4448610544204712},{"id":"https://openalex.org/C97812054","wikidata":"https://www.wikidata.org/wiki/Q2166055","display_name":"Intersymbol interference","level":3,"score":0.43831273913383484},{"id":"https://openalex.org/C134400042","wikidata":"https://www.wikidata.org/wiki/Q2372244","display_name":"Symbol (formal)","level":2,"score":0.4281449019908905},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.4156602621078491},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37935930490493774},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.37429744005203247},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3607025742530823},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2568833827972412},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.23747718334197998},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15194717049598694},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn54540.2023.10191220","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ijcnn54540.2023.10191220","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1485823550","https://openalex.org/W1667973931","https://openalex.org/W1971365287","https://openalex.org/W1989312953","https://openalex.org/W2024689049","https://openalex.org/W2030450686","https://openalex.org/W2047424115","https://openalex.org/W2047512436","https://openalex.org/W2069091451","https://openalex.org/W2084711475","https://openalex.org/W2092544038","https://openalex.org/W2127589417","https://openalex.org/W2135122391","https://openalex.org/W2143544124","https://openalex.org/W2171865010","https://openalex.org/W2515867024","https://openalex.org/W2773810651","https://openalex.org/W2784210264","https://openalex.org/W2804961103","https://openalex.org/W2887258823","https://openalex.org/W2963190722","https://openalex.org/W2997109520","https://openalex.org/W3009759501","https://openalex.org/W3153740699","https://openalex.org/W3161223230","https://openalex.org/W3200514678","https://openalex.org/W4296640300","https://openalex.org/W4324139473","https://openalex.org/W6844132669"],"related_works":["https://openalex.org/W3011705637","https://openalex.org/W2092431976","https://openalex.org/W1977047551","https://openalex.org/W2150032029","https://openalex.org/W1528121109","https://openalex.org/W1965959303","https://openalex.org/W2099434077","https://openalex.org/W3127439791","https://openalex.org/W2366233211","https://openalex.org/W2185135703"],"abstract_inverted_index":{"Non-line-of-sight":[0],"(NLOS)":[1],"optical":[2],"wireless":[3],"communication":[4],"(OWC)":[5],"based":[6],"on":[7,29],"atmospheric":[8],"scattering":[9,30],"attracts":[10],"more":[11,13],"and":[12,22,32,37,131],"attention":[14],"due":[15],"to":[16,73,99,104],"their":[17],"mitigation":[18],"of":[19,108],"pointing,":[20],"acquisition,":[21],"tracking":[23],"requirement.":[24],"However,":[25],"the":[26,101,121,140],"channel":[27,114,129],"relies":[28],"radiation":[31],"thus":[33],"causes":[34],"significant":[35],"dispersion":[36],"inter-symbol":[38],"interference":[39],"(ISI),":[40],"which":[41],"limits":[42],"high":[43],"data":[44,65],"rate":[45,137],"communications.":[46],"Reservoir":[47],"computing":[48],"(RC)":[49],"is":[50,61],"a":[51,84],"computational":[52],"framework":[53],"derived":[54],"from":[55],"recurrent":[56],"neural":[57],"networks":[58],"(RNNs).":[59],"It":[60],"suitable":[62],"for":[63],"sequential":[64],"processing":[66],"with":[67],"low":[68],"training":[69],"cost.":[70],"In":[71,94],"contrast":[72],"multilayer":[74],"perceptron":[75],"(MLP)-based":[76],"symbolwise":[77],"detectors":[78],"that":[79,89,120],"treat":[80],"ISI":[81,91],"as":[82],"noise,":[83],"RC":[85,102,122],"performs":[86],"sequence":[87],"detection":[88,126],"takes":[90],"into":[92],"account.":[93],"this":[95],"paper,":[96],"we":[97],"propose":[98],"employ":[100],"approach":[103],"detect":[105],"transmitted":[106],"symbols":[107],"NLOS":[109],"OWC":[110],"systems":[111],"without":[112],"knowing":[113],"state":[115],"information.":[116],"Our":[117],"simulations":[118],"show":[119],"can":[123],"perform":[124],"symbol":[125],"in":[127],"various":[128],"conditions":[130],"it":[132],"brings":[133],"lower":[134],"bit":[135],"error":[136],"results":[138],"than":[139],"MLP-based":[141],"detection.":[142]},"counts_by_year":[],"updated_date":"2025-12-24T23:09:58.560324","created_date":"2025-10-10T00:00:00"}