{"id":"https://openalex.org/W4404317076","doi":"https://doi.org/10.1109/tvt.2024.3497582","title":"Adaptive Broad Learning Network for Lightweight Multi-Dimensional Spectrum Prediction","display_name":"Adaptive Broad Learning Network for Lightweight Multi-Dimensional Spectrum Prediction","publication_year":2024,"publication_date":"2024-11-13","ids":{"openalex":"https://openalex.org/W4404317076","doi":"https://doi.org/10.1109/tvt.2024.3497582"},"language":"en","primary_location":{"id":"doi:10.1109/tvt.2024.3497582","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvt.2024.3497582","pdf_url":null,"source":{"id":"https://openalex.org/S10936095","display_name":"IEEE Transactions on Vehicular Technology","issn_l":"0018-9545","issn":["0018-9545","1939-9359"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Vehicular Technology","raw_type":"journal-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/A5079331260","display_name":"Niancong Ji","orcid":null},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Niancong Ji","raw_affiliation_strings":["College of Telecommunications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"College of Telecommunications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100381197","display_name":"Yibin Zhang","orcid":"https://orcid.org/0000-0001-6988-7592"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yibin Zhang","raw_affiliation_strings":["College of Telecommunications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"College of Telecommunications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101476445","display_name":"Yongan Guo","orcid":"https://orcid.org/0000-0003-1388-6771"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongan Guo","raw_affiliation_strings":["College of Telecommunications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"College of Telecommunications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017851308","display_name":"Yu Wang","orcid":"https://orcid.org/0000-0001-7763-4261"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Wang","raw_affiliation_strings":["College of Telecommunications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"College of Telecommunications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048082803","display_name":"Lantu Guo","orcid":"https://orcid.org/0000-0001-7399-8770"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lantu Guo","raw_affiliation_strings":["China Research Institute of Radiowave Propagation, Qingdao, China"],"affiliations":[{"raw_affiliation_string":"China Research Institute of Radiowave Propagation, Qingdao, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100778980","display_name":"Yun Lin","orcid":"https://orcid.org/0000-0002-4002-1282"},"institutions":[{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yun Lin","raw_affiliation_strings":["College of Information and Communication Engineering, Harbin Engineering University, Harbin, China"],"affiliations":[{"raw_affiliation_string":"College of Information and Communication Engineering, Harbin Engineering University, Harbin, China","institution_ids":["https://openalex.org/I151727225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013760675","display_name":"Abolfazl Mehbodniya","orcid":"https://orcid.org/0000-0002-0945-512X"},"institutions":[{"id":"https://openalex.org/I4210111408","display_name":"Kuwait College of Science and Technology","ror":"https://ror.org/01vjvsj67","country_code":"KW","type":"education","lineage":["https://openalex.org/I4210111408"]}],"countries":["KW"],"is_corresponding":false,"raw_author_name":"Abolfazl Mehbodniya","raw_affiliation_strings":["Department of Electronics and Communication Engineering, Kuwait College of Science and Technology (KCST), Doha, Kuwait","Department of Electronics and Communication Engineering, Kuwait College of Science and Technology (KCST), Kuwait"],"affiliations":[{"raw_affiliation_string":"Department of Electronics and Communication Engineering, Kuwait College of Science and Technology (KCST), Doha, Kuwait","institution_ids":["https://openalex.org/I4210111408"]},{"raw_affiliation_string":"Department of Electronics and Communication Engineering, Kuwait College of Science and Technology (KCST), Kuwait","institution_ids":["https://openalex.org/I4210111408"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027367677","display_name":"Guan Gui","orcid":"https://orcid.org/0000-0003-3888-2881"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guan Gui","raw_affiliation_strings":["College of Telecommunications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"College of Telecommunications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087599025","display_name":"Hikmet Sari","orcid":"https://orcid.org/0000-0001-8114-6164"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hikmet Sari","raw_affiliation_strings":["College of Telecommunications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"College of Telecommunications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing, China","institution_ids":["https://openalex.org/I41198531"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5079331260"],"corresponding_institution_ids":["https://openalex.org/I41198531"],"apc_list":null,"apc_paid":null,"fwci":0.3284,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.60559875,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"74","issue":"3","first_page":"4498","last_page":"4509"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13717","display_name":"Advanced Algorithms and Applications","score":0.8607000112533569,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T13717","display_name":"Advanced Algorithms and Applications","score":0.8607000112533569,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T14225","display_name":"Advanced Sensor and Control Systems","score":0.8349000215530396,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T10876","display_name":"Fault Detection and Control Systems","score":0.8240000009536743,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/broad-spectrum","display_name":"Broad spectrum","score":0.5480813980102539},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4684203863143921},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4201706349849701},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3760991394519806},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.36043012142181396},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2948352098464966}],"concepts":[{"id":"https://openalex.org/C3020442560","wikidata":"https://www.wikidata.org/wiki/Q4971815","display_name":"Broad spectrum","level":2,"score":0.5480813980102539},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4684203863143921},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4201706349849701},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3760991394519806},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.36043012142181396},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2948352098464966},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C21951064","wikidata":"https://www.wikidata.org/wiki/Q899212","display_name":"Combinatorial chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tvt.2024.3497582","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvt.2024.3497582","pdf_url":null,"source":{"id":"https://openalex.org/S10936095","display_name":"IEEE Transactions on Vehicular Technology","issn_l":"0018-9545","issn":["0018-9545","1939-9359"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Vehicular Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4894451427","display_name":null,"funder_award_id":"62401281","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8425202413","display_name":null,"funder_award_id":"62471247","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8994372146","display_name":null,"funder_award_id":"62472019","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":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1980945332","https://openalex.org/W1986278072","https://openalex.org/W1996640396","https://openalex.org/W2012638612","https://openalex.org/W2022002249","https://openalex.org/W2049212621","https://openalex.org/W2063369767","https://openalex.org/W2188852294","https://openalex.org/W2505036611","https://openalex.org/W2605049359","https://openalex.org/W2735751793","https://openalex.org/W2738226240","https://openalex.org/W2755056899","https://openalex.org/W2887576641","https://openalex.org/W2890126432","https://openalex.org/W2907492528","https://openalex.org/W2916820451","https://openalex.org/W2988379071","https://openalex.org/W3006949164","https://openalex.org/W3016147814","https://openalex.org/W3034246103","https://openalex.org/W3088383832","https://openalex.org/W3098755434","https://openalex.org/W3106121695","https://openalex.org/W3111272036","https://openalex.org/W3120002035","https://openalex.org/W3138794164","https://openalex.org/W3214963840","https://openalex.org/W4200379301","https://openalex.org/W4206114819","https://openalex.org/W4226332866","https://openalex.org/W4292972304","https://openalex.org/W4295832353","https://openalex.org/W4315630102","https://openalex.org/W4317418978","https://openalex.org/W4317438594","https://openalex.org/W4319341653","https://openalex.org/W4323796443","https://openalex.org/W4327522867","https://openalex.org/W4386737214","https://openalex.org/W4399767670"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Multi-dimensional":[0],"spectrum":[1,7,11,19,29,74,95,165],"prediction":[2,30,75,181,188],"is":[3,132,153],"pivotal":[4],"for":[5,17,92],"enabling":[6],"sharing":[8],"and":[9,22,97,106,113,128,183,196],"dynamic":[10],"access":[12],"(DSA),":[13],"which":[14],"are":[15,121],"critical":[16],"mitigating":[18],"resource":[20],"scarcity":[21],"enhancing":[23],"wireless":[24],"communication":[25],"system":[26],"performance.":[27],"Traditional":[28],"techniques":[31,55],"predominantly":[32],"employ":[33],"machine":[34],"learning":[35,39,82,136],"(ML)":[36],"or":[37],"deep":[38],"(DL)":[40],"approaches.":[41],"However,":[42],"ML-based":[43],"methods":[44],"often":[45],"require":[46],"manual":[47],"feature":[48,104],"extraction,":[49],"leading":[50],"to":[51,155],"inefficiencies,":[52],"while":[53],"DL-based":[54],"typically":[56],"demand":[57],"computationally":[58],"intensive":[59],"graphics":[60],"processing":[61],"units":[62],"(GPUs).":[63],"To":[64],"address":[65],"these":[66],"limitations,":[67],"this":[68],"paper":[69],"proposes":[70],"a":[71,88],"lightweight":[72],"multi-dimensional":[73],"model":[76,86,192],"based":[77],"on":[78,163],"an":[79,99,148],"adaptive":[80,149],"broad":[81],"network":[83,120,130],"(ABLN).":[84],"The":[85,115],"utilizes":[87],"sliding":[89],"window":[90],"approach":[91],"preprocessing":[93],"historical":[94],"data":[96],"establishes":[98],"input":[100],"layer":[101],"containing":[102],"mapped":[103],"nodes":[105,108],"enhancement":[107],"by":[109,123,134],"randomly":[110],"generating":[111],"weights":[112],"biases.":[114],"weight":[116],"parameters":[117],"of":[118,179],"the":[119,125,129,143,158,169,191],"determined":[122],"solving":[124],"pseudo-inverse":[126],"problem,":[127],"structure":[131],"extended":[133],"incremental":[135],"method":[137,172],"without":[138],"necessitating":[139],"retraining,":[140],"effectively":[141],"reducing":[142],"model's":[144],"computational":[145,184],"complexity.":[146],"Furthermore,":[147],"node":[150],"increment":[151],"module":[152],"employed":[154],"quickly":[156],"obtain":[157],"optimal":[159],"hyperparameters.":[160],"Experimental":[161],"results":[162],"real-world":[164],"datasets":[166],"demonstrate":[167],"that":[168],"proposed":[170],"ABLN":[171],"consistently":[173],"outperforms":[174],"benchmark":[175],"algorithms":[176],"in":[177,198],"terms":[178],"both":[180],"accuracy":[182],"efficiency":[185],"across":[186],"multi-step":[187],"tasks.":[189],"Additionally,":[190],"exhibits":[193],"robust":[194],"stability":[195],"adaptability":[197],"diverse":[199],"scenarios.":[200]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}