{"id":"https://openalex.org/W4403674548","doi":"https://doi.org/10.1109/jiot.2024.3484999","title":"AutoGMM-RWKV: A Detecting Scheme Based on Attention Mechanisms Against Selective Forwarding Attacks in Wireless Sensor Networks","display_name":"AutoGMM-RWKV: A Detecting Scheme Based on Attention Mechanisms Against Selective Forwarding Attacks in Wireless Sensor Networks","publication_year":2024,"publication_date":"2024-10-23","ids":{"openalex":"https://openalex.org/W4403674548","doi":"https://doi.org/10.1109/jiot.2024.3484999"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2024.3484999","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3484999","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","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/A5114371646","display_name":"Shihao Xie","orcid":"https://orcid.org/0000-0001-8647-4554"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shihao Xie","raw_affiliation_strings":["School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China","School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China, Chengdu, ON, China"],"raw_orcid":"https://orcid.org/0000-0001-8647-4554","affiliations":[{"raw_affiliation_string":"School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China, Chengdu, ON, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yida Li","orcid":"https://orcid.org/0009-0004-8513-8101"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yida Li","raw_affiliation_strings":["School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China","School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China, Chengdu, ON, China"],"raw_orcid":"https://orcid.org/0009-0004-8513-8101","affiliations":[{"raw_affiliation_string":"School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China, Chengdu, ON, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103216555","display_name":"Yilun Ma","orcid":"https://orcid.org/0000-0003-4216-7178"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yilun Ma","raw_affiliation_strings":["School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China","School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China, Chengdu, ON, China"],"raw_orcid":"https://orcid.org/0000-0003-4216-7178","affiliations":[{"raw_affiliation_string":"School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China, Chengdu, ON, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090823658","display_name":"Yuanming Wu","orcid":"https://orcid.org/0000-0002-2927-0034"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanming Wu","raw_affiliation_strings":["School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China","School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China, Chengdu, ON, China"],"raw_orcid":"https://orcid.org/0000-0002-2927-0034","affiliations":[{"raw_affiliation_string":"School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China, Chengdu, ON, China","institution_ids":["https://openalex.org/I150229711"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5114371646"],"corresponding_institution_ids":["https://openalex.org/I150229711"],"apc_list":null,"apc_paid":null,"fwci":0.9764,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.78019632,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"12","issue":"4","first_page":"4403","last_page":"4419"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11498","display_name":"Security in Wireless Sensor Networks","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11498","display_name":"Security in Wireless Sensor Networks","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9901000261306763,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.9729999899864197,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/computer-science","display_name":"Computer science","score":0.8026336431503296},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.7380704879760742},{"id":"https://openalex.org/keywords/wireless-sensor-network","display_name":"Wireless sensor network","score":0.6755779981613159},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.5779274106025696},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.48457658290863037},{"id":"https://openalex.org/keywords/key-distribution-in-wireless-sensor-networks","display_name":"Key distribution in wireless sensor networks","score":0.4473608136177063},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3426976203918457},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.333548367023468},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.21712088584899902}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8026336431503296},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.7380704879760742},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.6755779981613159},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.5779274106025696},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.48457658290863037},{"id":"https://openalex.org/C41971633","wikidata":"https://www.wikidata.org/wiki/Q6398155","display_name":"Key distribution in wireless sensor networks","level":4,"score":0.4473608136177063},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3426976203918457},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.333548367023468},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.21712088584899902},{"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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2024.3484999","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3484999","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4399999976158142,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[{"id":"https://openalex.org/G6324373422","display_name":null,"funder_award_id":"202310614306","funder_id":"https://openalex.org/F4320323292","funder_display_name":"University of Electronic Science and Technology of China"}],"funders":[{"id":"https://openalex.org/F4320323292","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W1572063013","https://openalex.org/W2000618191","https://openalex.org/W2002982772","https://openalex.org/W2064675550","https://openalex.org/W2105550315","https://openalex.org/W2148140427","https://openalex.org/W2149229264","https://openalex.org/W2180184689","https://openalex.org/W2195341266","https://openalex.org/W2244398552","https://openalex.org/W2302255633","https://openalex.org/W2336888468","https://openalex.org/W2342973982","https://openalex.org/W2555784798","https://openalex.org/W2592811821","https://openalex.org/W2805721894","https://openalex.org/W2926450167","https://openalex.org/W2943252163","https://openalex.org/W2958006772","https://openalex.org/W2977990537","https://openalex.org/W2981788461","https://openalex.org/W2991521149","https://openalex.org/W2996529140","https://openalex.org/W2997034283","https://openalex.org/W3025561182","https://openalex.org/W3109340983","https://openalex.org/W3121768390","https://openalex.org/W3133624139","https://openalex.org/W3159562992","https://openalex.org/W3165778968","https://openalex.org/W3201909053","https://openalex.org/W4205997634","https://openalex.org/W4226314999","https://openalex.org/W4231753281","https://openalex.org/W4255885670","https://openalex.org/W4283366757","https://openalex.org/W4285222706","https://openalex.org/W4316506193","https://openalex.org/W4361009416","https://openalex.org/W4377090383","https://openalex.org/W4383069985","https://openalex.org/W4385245566","https://openalex.org/W4386860489","https://openalex.org/W4387252282","https://openalex.org/W4388591642","https://openalex.org/W4389524555","https://openalex.org/W4390841724","https://openalex.org/W4392302794","https://openalex.org/W6631190155","https://openalex.org/W6678914141","https://openalex.org/W6713011198","https://openalex.org/W6748102297","https://openalex.org/W6780226713","https://openalex.org/W6859298233"],"related_works":["https://openalex.org/W1975451135","https://openalex.org/W917005982","https://openalex.org/W2148549110","https://openalex.org/W2295628284","https://openalex.org/W2890570089","https://openalex.org/W3095958166","https://openalex.org/W2129477171","https://openalex.org/W3148968234","https://openalex.org/W2593729912","https://openalex.org/W2012250365"],"abstract_inverted_index":{"Integrating":[0],"wireless":[1],"sensor":[2],"networks":[3],"(WSNs)":[4],"technologies":[5],"into":[6,158],"Internet":[7],"of":[8,29,87,97,121,197,206,217,226,243],"Things":[9],"amplifies":[10],"their":[11],"monitoring":[12],"capabilities":[13],"by":[14,116,190],"enabling":[15],"real-time":[16],"data":[17],"collection":[18],"and":[19,32,94,128,138,161,194,219],"analysis":[20],"across":[21],"various":[22],"environments.":[23],"Nevertheless,":[24],"the":[25,89,99,118,126,159,169,192,204,207,241],"selective":[26,78,246],"forwarding":[27,34,55,79,105,247],"attacks":[28,80],"malicious":[30,139,179,188],"nodes":[31,38,140,189],"diminished":[33],"rates":[35,56,66,106],"among":[36],"normal":[37,137],"due":[39],"to":[40,142,176,186],"degraded":[41],"channel":[42],"conditions":[43],"in":[44,81],"harsh":[45,82,230],"environments":[46,83],"collectively":[47],"undermine":[48],"WSNs\u2019":[49],"reliability.":[50],"Previous":[51],"methods":[52],"chose":[53],"cumulative":[54],"(CFRs)":[57],"as":[58],"input":[59],"features":[60,115,127],"that":[61],"struggle":[62],"with":[63,210],"increased":[64],"error":[65],"under":[67,228],"such":[68],"conditions.":[69,232],"This":[70,233],"study":[71],"presents":[72],"a":[73,236],"novel":[74],"scheme":[75,100],"for":[76,110,239],"detecting":[77],"using":[84],"an":[85,211,220],"integration":[86],"autoencoder,":[88],"Gaussian":[90,144],"mixture":[91],"model":[92],"(GMM),":[93],"K-means.":[95],"Instead":[96],"CFRs,":[98],"focuses":[101],"on":[102],"node":[103,129],"single-round":[104],"(SFRs)":[107],"time":[108],"series":[109,120],"analysis.":[111],"The":[112],"autoencoder":[113,160],"extracts":[114],"reconstructing":[117],"SFRs":[119],"all":[122],"nodes.":[123,180],"GMM":[124],"classifies":[125],"reconstruction":[130],"errors,":[131],"constructing":[132],"nodes\u2019":[133,198],"evaluation":[134,199],"values":[135],"assuming":[136],"belong":[141],"different":[143],"distributions.":[145],"A":[146],"linear":[147],"attention":[148],"mechanism":[149],"called":[150],"receptance":[151],"weighted":[152],"key":[153],"value":[154],"(RWKV)":[155],"is":[156,174,183],"introduced":[157],"GMM,":[162],"significantly":[163],"improving":[164],"our":[165],"detection":[166,171,214,223],"accuracy.":[167],"In":[168],"initial":[170],"round,":[172],"K-means":[173],"employed":[175],"identify":[177],"potential":[178],"Adaptive":[181],"thresholding":[182],"then":[184],"used":[185],"detect":[187],"computing":[191],"mean":[193],"standard":[195],"deviation":[196],"values.":[200],"Simulation":[201],"results":[202],"demonstrate":[203],"effectiveness":[205],"proposed":[208],"scheme,":[209],"average":[212,221],"false":[213],"rate":[215,224],"(FDR)":[216],"0.09%":[218],"missing":[222],"(MDR)":[225],"0.56%":[227],"mobile":[229],"environmental":[231],"research":[234],"offers":[235],"robust":[237],"solution":[238],"enhancing":[240],"resilience":[242],"WSNs":[244],"against":[245],"attacks.":[248]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-05-14T08:36:36.166977","created_date":"2025-10-10T00:00:00"}
