{"id":"https://openalex.org/W4404824207","doi":"https://doi.org/10.1155/int/4366040","title":"SFCNN: Separation and Fusion Convolutional Neural Network for Radio Frequency Fingerprint Identification","display_name":"SFCNN: Separation and Fusion Convolutional Neural Network for Radio Frequency Fingerprint Identification","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4404824207","doi":"https://doi.org/10.1155/int/4366040"},"language":"en","primary_location":{"id":"doi:10.1155/int/4366040","is_oa":true,"landing_page_url":"https://doi.org/10.1155/int/4366040","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/int/4366040","source":{"id":"https://openalex.org/S57950554","display_name":"International Journal of Intelligent Systems","issn_l":"0884-8173","issn":["0884-8173","1098-111X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/int/4366040","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Shiyuan Wang","orcid":"https://orcid.org/0009-0002-6843-3198"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shiyuan Wang","raw_affiliation_strings":["School of Electronics and Information ,  Northwestern Polytechnical University ,  Xi\u2019an ,  710129 , Shaanxi,  China ,  nwpu.edu.cn"],"raw_orcid":"https://orcid.org/0009-0002-6843-3198","affiliations":[{"raw_affiliation_string":"School of Electronics and Information ,  Northwestern Polytechnical University ,  Xi\u2019an ,  710129 , Shaanxi,  China ,  nwpu.edu.cn","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013368501","display_name":"Rugui Yao","orcid":"https://orcid.org/0000-0003-1396-3802"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rugui Yao","raw_affiliation_strings":["School of Electronics and Information ,  Northwestern Polytechnical University ,  Xi\u2019an ,  710129 , Shaanxi,  China ,  nwpu.edu.cn"],"raw_orcid":"https://orcid.org/0000-0003-1396-3802","affiliations":[{"raw_affiliation_string":"School of Electronics and Information ,  Northwestern Polytechnical University ,  Xi\u2019an ,  710129 , Shaanxi,  China ,  nwpu.edu.cn","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018427867","display_name":"Xiaoya Zuo","orcid":"https://orcid.org/0000-0003-1021-8225"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiaoya Zuo","raw_affiliation_strings":["School of Electronics and Information ,  Northwestern Polytechnical University ,  Xi\u2019an ,  710129 , Shaanxi,  China ,  nwpu.edu.cn"],"raw_orcid":"https://orcid.org/0000-0003-1021-8225","affiliations":[{"raw_affiliation_string":"School of Electronics and Information ,  Northwestern Polytechnical University ,  Xi\u2019an ,  710129 , Shaanxi,  China ,  nwpu.edu.cn","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079368253","display_name":"Ye Fan","orcid":"https://orcid.org/0000-0001-9969-787X"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]},{"id":"https://openalex.org/I182722699","display_name":"Shenzhen Polytechnic University","ror":"https://ror.org/00d2w9g53","country_code":"CN","type":"education","lineage":["https://openalex.org/I182722699"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ye Fan","raw_affiliation_strings":["Research and Development Institute of Northwestern Polytechnical University in Shenzhen ,  Shenzhen ,  518057 ,  China","School of Electronics and Information ,  Northwestern Polytechnical University ,  Xi\u2019an ,  710129 , Shaanxi,  China ,  nwpu.edu.cn"],"raw_orcid":"https://orcid.org/0000-0001-9969-787X","affiliations":[{"raw_affiliation_string":"Research and Development Institute of Northwestern Polytechnical University in Shenzhen ,  Shenzhen ,  518057 ,  China","institution_ids":["https://openalex.org/I182722699","https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Electronics and Information ,  Northwestern Polytechnical University ,  Xi\u2019an ,  710129 , Shaanxi,  China ,  nwpu.edu.cn","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114777976","display_name":"Xiongfei Li","orcid":"https://orcid.org/0009-0003-3883-000X"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]},{"id":"https://openalex.org/I4210129465","display_name":"Wuhan Ship Development & Design Institute","ror":"https://ror.org/02mcdae06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210129465"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiongfei Li","raw_affiliation_strings":["China Ship Development and Design Center ,  Wuhan ,  430000 , Hubei,  China ,  cmmsn.net","School of Cyberspace Security ,  Northwestern Polytechnical University ,  Xi\u2019an ,  710129 , Shaanxi,  China ,  nwpu.edu.cn"],"raw_orcid":"https://orcid.org/0009-0003-3883-000X","affiliations":[{"raw_affiliation_string":"China Ship Development and Design Center ,  Wuhan ,  430000 , Hubei,  China ,  cmmsn.net","institution_ids":["https://openalex.org/I4210129465"]},{"raw_affiliation_string":"School of Cyberspace Security ,  Northwestern Polytechnical University ,  Xi\u2019an ,  710129 , Shaanxi,  China ,  nwpu.edu.cn","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038166263","display_name":"Qingyan Guo","orcid":null},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingyan Guo","raw_affiliation_strings":["School of Electronics and Information ,  Northwestern Polytechnical University ,  Xi\u2019an ,  710129 , Shaanxi,  China ,  nwpu.edu.cn"],"raw_orcid":"https://orcid.org/0009-0008-3882-3009","affiliations":[{"raw_affiliation_string":"School of Electronics and Information ,  Northwestern Polytechnical University ,  Xi\u2019an ,  710129 , Shaanxi,  China ,  nwpu.edu.cn","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057758116","display_name":"Xudong Li","orcid":"https://orcid.org/0000-0003-2270-0182"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]},{"id":"https://openalex.org/I4210129465","display_name":"Wuhan Ship Development & Design Institute","ror":"https://ror.org/02mcdae06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210129465"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xudong Li","raw_affiliation_strings":["China Ship Development and Design Center ,  Wuhan ,  430000 , Hubei,  China ,  cmmsn.net","School of Cyberspace Security ,  Northwestern Polytechnical University ,  Xi\u2019an ,  710129 , Shaanxi,  China ,  nwpu.edu.cn"],"raw_orcid":"https://orcid.org/0000-0003-2270-0182","affiliations":[{"raw_affiliation_string":"China Ship Development and Design Center ,  Wuhan ,  430000 , Hubei,  China ,  cmmsn.net","institution_ids":["https://openalex.org/I4210129465"]},{"raw_affiliation_string":"School of Cyberspace Security ,  Northwestern Polytechnical University ,  Xi\u2019an ,  710129 , Shaanxi,  China ,  nwpu.edu.cn","institution_ids":["https://openalex.org/I17145004"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5018427867"],"corresponding_institution_ids":["https://openalex.org/I17145004"],"apc_list":{"value":2500,"currency":"USD","value_usd":2500},"apc_paid":{"value":2500,"currency":"USD","value_usd":2500},"fwci":0.3311,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.68253773,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"2024","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9998000264167786,"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/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9998000264167786,"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/T10828","display_name":"Biometric Identification and Security","score":0.9894999861717224,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10891","display_name":"Radar Systems and Signal Processing","score":0.9488000273704529,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/fingerprint","display_name":"Fingerprint (computing)","score":0.7272238731384277},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6292703747749329},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6206164360046387},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5505410432815552},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5331097841262817},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.5249588489532471},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.5128281712532043},{"id":"https://openalex.org/keywords/separation","display_name":"Separation (statistics)","score":0.45898163318634033},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4450388550758362},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4210384488105774},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2311939299106598}],"concepts":[{"id":"https://openalex.org/C2777826928","wikidata":"https://www.wikidata.org/wiki/Q3745713","display_name":"Fingerprint (computing)","level":2,"score":0.7272238731384277},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6292703747749329},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6206164360046387},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5505410432815552},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5331097841262817},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5249588489532471},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.5128281712532043},{"id":"https://openalex.org/C2776061190","wikidata":"https://www.wikidata.org/wiki/Q7451805","display_name":"Separation (statistics)","level":2,"score":0.45898163318634033},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4450388550758362},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4210384488105774},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2311939299106598},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1155/int/4366040","is_oa":true,"landing_page_url":"https://doi.org/10.1155/int/4366040","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/int/4366040","source":{"id":"https://openalex.org/S57950554","display_name":"International Journal of Intelligent Systems","issn_l":"0884-8173","issn":["0884-8173","1098-111X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1155/int/4366040","is_oa":true,"landing_page_url":"https://doi.org/10.1155/int/4366040","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/int/4366040","source":{"id":"https://openalex.org/S57950554","display_name":"International Journal of Intelligent Systems","issn_l":"0884-8173","issn":["0884-8173","1098-111X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G140344011","display_name":null,"funder_award_id":"2021A1515110077","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G2660855377","display_name":null,"funder_award_id":"D5000240239","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G405871939","display_name":null,"funder_award_id":"G2024WD0159","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G615440568","display_name":null,"funder_award_id":"62401473","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"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null},{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4404824207.pdf","grobid_xml":"https://content.openalex.org/works/W4404824207.grobid-xml"},"referenced_works_count":40,"referenced_works":["https://openalex.org/W1993691592","https://openalex.org/W2061534192","https://openalex.org/W2097117768","https://openalex.org/W2154579312","https://openalex.org/W2155886813","https://openalex.org/W2304380770","https://openalex.org/W2773170971","https://openalex.org/W2775383661","https://openalex.org/W2791256362","https://openalex.org/W2886145918","https://openalex.org/W2889741439","https://openalex.org/W2938144699","https://openalex.org/W2963037463","https://openalex.org/W2963454111","https://openalex.org/W2963910109","https://openalex.org/W2981392034","https://openalex.org/W2984025449","https://openalex.org/W3013935691","https://openalex.org/W3042612328","https://openalex.org/W3047279638","https://openalex.org/W3092863397","https://openalex.org/W3135870496","https://openalex.org/W3172135703","https://openalex.org/W3176020692","https://openalex.org/W3181667991","https://openalex.org/W3217401178","https://openalex.org/W4200468062","https://openalex.org/W4214713481","https://openalex.org/W4289538608","https://openalex.org/W4312602385","https://openalex.org/W4319069155","https://openalex.org/W4362653234","https://openalex.org/W4382053155","https://openalex.org/W4385834141","https://openalex.org/W4386472906","https://openalex.org/W4387623697","https://openalex.org/W4389802618","https://openalex.org/W4390787945","https://openalex.org/W4393972694","https://openalex.org/W6739879593"],"related_works":["https://openalex.org/W2071676784","https://openalex.org/W4292513318","https://openalex.org/W4308092240","https://openalex.org/W2287611352","https://openalex.org/W320684304","https://openalex.org/W1509352139","https://openalex.org/W4385464961","https://openalex.org/W2060903012","https://openalex.org/W2021161555","https://openalex.org/W4321487865"],"abstract_inverted_index":{"The":[0,90,134,163,182,212],"unique":[1],"fingerprints":[2],"of":[3,41,84,176,184,220],"radio":[4,31],"frequency":[5,32],"(RF)":[6],"devices":[7,86],"play":[8],"a":[9,38,59],"critical":[10],"role":[11],"in":[12],"enhancing":[13,80],"wireless":[14],"security,":[15],"optimizing":[16],"spectrum":[17],"management,":[18],"and":[19,43,70,118,140,160,198,218],"facilitating":[20],"device":[21],"authentication":[22],"through":[23],"accurate":[24],"identification.":[25],"However,":[26],"high\u2010accuracy":[27],"identification":[28,82,174,200],"models":[29,207],"for":[30,49,102],"fingerprint":[33],"(RFF)":[34],"often":[35],"come":[36],"with":[37,87,143,193,231],"significant":[39],"number":[40,183],"parameters":[42,145,185],"complexity,":[44,117],"making":[45],"them":[46],"less":[47],"practical":[48],"real\u2010world":[50],"deployment.":[51],"To":[52],"address":[53],"this":[54],"challenge,":[55],"our":[56],"research":[57],"presents":[58],"deep":[60,127],"convolutional":[61,72],"neural":[62,73],"network":[63,74],"(CNN)\u2013based":[64],"architecture":[65,77,230],"known":[66],"as":[67],"the":[68,81,96,104,110,115,119,148,152,161,168,195,199,206,216,221],"separation":[69,97],"fusion":[71,120,129],"(SFCNN).":[75],"This":[76],"focuses":[78],"on":[79,167],"accuracy":[83,139,175,201,219],"RF":[85],"limited":[88],"complexity.":[89],"SFCNN":[91,136,223],"incorporates":[92],"two":[93],"customizable":[94],"modules:":[95],"layer,":[98],"which":[99,122],"is":[100,123,186,202,227],"responsible":[101],"partitioning":[103],"data":[105],"group":[106],"size":[107],"adapted":[108],"to":[109,113,125,130,147],"channel":[111,128],"dimension":[112],"keep":[114],"low":[116],"layer":[121],"designed":[124],"perform":[126],"enhance":[131],"feature":[132],"representation.":[133],"proposed":[135,222],"demonstrates":[137],"improved":[138,203],"enhanced":[141],"robustness":[142],"fewer":[144],"compared":[146,192],"state\u2010of\u2010the\u2010art":[149],"techniques,":[150],"including":[151],"baseline":[153],"CNN,":[154],"Inception,":[155],"ResNet,":[156],"TCN,":[157],"MSCNN,":[158],"STFT\u2010CNN,":[159],"ResNet\u201050\u20101D.":[162],"experimental":[164],"results":[165],"based":[166],"public":[169],"datasets":[170],"demonstrate":[171],"an":[172,228],"average":[173],"97.78%":[177],"among":[178,204],"21":[179],"USRP":[180],"transmitters.":[181],"reduced":[187],"by":[188],"at":[189],"least":[190],"8%":[191],"all":[194,205],"other":[196],"models,":[197],"under":[208],"any":[209],"considered":[210],"scenarios.":[211],"trade\u2010off":[213],"performance":[214],"between":[215],"complexity":[217],"suggests":[224],"that":[225],"it":[226],"effective":[229],"remarkable":[232],"development":[233],"potential.":[234]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
