{"id":"https://openalex.org/W4409761226","doi":"https://doi.org/10.1109/jiot.2025.3564058","title":"PSSNet: An Optimized High-Accuracy Method for Forest Fire Smoke Detection","display_name":"PSSNet: An Optimized High-Accuracy Method for Forest Fire Smoke Detection","publication_year":2025,"publication_date":"2025-04-24","ids":{"openalex":"https://openalex.org/W4409761226","doi":"https://doi.org/10.1109/jiot.2025.3564058"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2025.3564058","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3564058","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/A5112270652","display_name":"Shuqi Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I119273862","display_name":"Central South University of Forestry and Technology","ror":"https://ror.org/02czw2k81","country_code":"CN","type":"education","lineage":["https://openalex.org/I119273862"]},{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuqi Lin","raw_affiliation_strings":["Institute of Applied Artificial Intelligence, Central South University of Forestry and Technology, Changsha, Hunan, China"],"raw_orcid":"https://orcid.org/0009-0007-8965-9109","affiliations":[{"raw_affiliation_string":"Institute of Applied Artificial Intelligence, Central South University of Forestry and Technology, Changsha, Hunan, China","institution_ids":["https://openalex.org/I119273862","https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040935769","display_name":"Ziming Li","orcid":"https://orcid.org/0000-0003-0964-6724"},"institutions":[{"id":"https://openalex.org/I4210134523","display_name":"State Forestry and Grassland Administration","ror":"https://ror.org/03f2n3n81","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210134523"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziming Li","raw_affiliation_strings":["Department of Monitoring and Early Warning, Forest and Grassland Fire Prevention Monitoring and Dispatching Evaluation Center of Hunan Province, Changsha, China","Department of Forest and Grassland Fire Prevention Monitoring and Dispatching Evaluation Center of Hunan Province, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Monitoring and Early Warning, Forest and Grassland Fire Prevention Monitoring and Dispatching Evaluation Center of Hunan Province, Changsha, China","institution_ids":["https://openalex.org/I4210134523"]},{"raw_affiliation_string":"Department of Forest and Grassland Fire Prevention Monitoring and Dispatching Evaluation Center of Hunan Province, Changsha, China","institution_ids":["https://openalex.org/I4210134523"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005648428","display_name":"Zhuonong Xu","orcid":"https://orcid.org/0000-0002-5940-7599"},"institutions":[{"id":"https://openalex.org/I119273862","display_name":"Central South University of Forestry and Technology","ror":"https://ror.org/02czw2k81","country_code":"CN","type":"education","lineage":["https://openalex.org/I119273862"]},{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhuonong Xu","raw_affiliation_strings":["Institute of Applied Artificial Intelligence, Central South University of Forestry and Technology, Changsha, Hunan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Applied Artificial Intelligence, Central South University of Forestry and Technology, Changsha, Hunan, China","institution_ids":["https://openalex.org/I119273862","https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100683969","display_name":"Lixiang Sun","orcid":"https://orcid.org/0009-0007-6130-7443"},"institutions":[{"id":"https://openalex.org/I163340411","display_name":"Hohai University","ror":"https://ror.org/01wd4xt90","country_code":"CN","type":"education","lineage":["https://openalex.org/I163340411"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lixiang Sun","raw_affiliation_strings":["Department of Internet of Things Engineering, Hohai University, Changzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Internet of Things Engineering, Hohai University, Changzhou, China","institution_ids":["https://openalex.org/I163340411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102751840","display_name":"Guoxiong Zhou","orcid":"https://orcid.org/0000-0002-8295-3862"},"institutions":[{"id":"https://openalex.org/I119273862","display_name":"Central South University of Forestry and Technology","ror":"https://ror.org/02czw2k81","country_code":"CN","type":"education","lineage":["https://openalex.org/I119273862"]},{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guoxiong Zhou","raw_affiliation_strings":["Institute of Applied Artificial Intelligence, Central South University of Forestry and Technology, Changsha, Hunan, China"],"raw_orcid":"https://orcid.org/0000-0002-8295-3862","affiliations":[{"raw_affiliation_string":"Institute of Applied Artificial Intelligence, Central South University of Forestry and Technology, Changsha, Hunan, China","institution_ids":["https://openalex.org/I119273862","https://openalex.org/I139660479"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070719868","display_name":"Guangjie Han","orcid":"https://orcid.org/0000-0002-6921-7369"},"institutions":[{"id":"https://openalex.org/I163340411","display_name":"Hohai University","ror":"https://ror.org/01wd4xt90","country_code":"CN","type":"education","lineage":["https://openalex.org/I163340411"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangjie Han","raw_affiliation_strings":["Key Laboratory of Maritime Intelligent Network Information Technology, Ministry of Education, Hohai University, Changzhou, China","Ministry of Education, Key Laboratory of Maritime Intelligent Network Information Technology, Hohai University, China"],"raw_orcid":"https://orcid.org/0000-0002-6921-7369","affiliations":[{"raw_affiliation_string":"Key Laboratory of Maritime Intelligent Network Information Technology, Ministry of Education, Hohai University, Changzhou, China","institution_ids":["https://openalex.org/I163340411"]},{"raw_affiliation_string":"Ministry of Education, Key Laboratory of Maritime Intelligent Network Information Technology, Hohai University, China","institution_ids":["https://openalex.org/I163340411"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.9457,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.93349907,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"12","issue":"14","first_page":"27808","last_page":"27817"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12597","display_name":"Fire Detection and Safety Systems","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/T12597","display_name":"Fire Detection and Safety Systems","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/computer-science","display_name":"Computer science","score":0.7186341285705566},{"id":"https://openalex.org/keywords/smoke","display_name":"Smoke","score":0.5928937792778015},{"id":"https://openalex.org/keywords/fire-detection","display_name":"Fire detection","score":0.5079081654548645},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.38997095823287964},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.0956743061542511},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.08386620879173279}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7186341285705566},{"id":"https://openalex.org/C58874564","wikidata":"https://www.wikidata.org/wiki/Q130768","display_name":"Smoke","level":2,"score":0.5928937792778015},{"id":"https://openalex.org/C2780836893","wikidata":"https://www.wikidata.org/wiki/Q19922674","display_name":"Fire detection","level":2,"score":0.5079081654548645},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.38997095823287964},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0956743061542511},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.08386620879173279},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2025.3564058","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3564058","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":0.6600000262260437,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"}],"awards":[{"id":"https://openalex.org/G8724416716","display_name":null,"funder_award_id":"61902436","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":33,"referenced_works":["https://openalex.org/W1786686177","https://openalex.org/W2571300184","https://openalex.org/W2752782242","https://openalex.org/W2756554574","https://openalex.org/W2784833642","https://openalex.org/W2807860345","https://openalex.org/W2906161342","https://openalex.org/W2914296386","https://openalex.org/W2944039629","https://openalex.org/W2964121718","https://openalex.org/W2987761193","https://openalex.org/W2998028089","https://openalex.org/W3003845456","https://openalex.org/W3085323774","https://openalex.org/W3100742769","https://openalex.org/W3138516171","https://openalex.org/W4205231989","https://openalex.org/W4205785826","https://openalex.org/W4210314824","https://openalex.org/W4210433079","https://openalex.org/W4213019189","https://openalex.org/W4220719423","https://openalex.org/W4290717061","https://openalex.org/W4377079862","https://openalex.org/W4391157901","https://openalex.org/W4391849041","https://openalex.org/W4392187896","https://openalex.org/W4392697131","https://openalex.org/W4392904527","https://openalex.org/W4396918499","https://openalex.org/W4400212440","https://openalex.org/W6792222046","https://openalex.org/W6868582632"],"related_works":["https://openalex.org/W2999380063","https://openalex.org/W2392528038","https://openalex.org/W2015259196","https://openalex.org/W4386447087","https://openalex.org/W2770974135","https://openalex.org/W2803990755","https://openalex.org/W2373782842","https://openalex.org/W4283775558","https://openalex.org/W1482594609","https://openalex.org/W2049066971"],"abstract_inverted_index":{"In":[0,170],"the":[1,14,17,36,89,94,99,117,121,125,151,159,189,193,197,204,227],"field":[2],"of":[3,7,16,22,35,77,82,92,98,120,130,148,192,199,215,230],"early":[4],"automatic":[5],"detection":[6,24,55,176,220,229],"smoke":[8,23,54,131,219],"from":[9],"forest":[10,52,174,217,231,239],"fires,":[11],"there":[12],"is":[13,71,75,108,143,155,195,201,207],"issue":[15],"small":[18,58,84],"size":[19],"and":[20,85,91,96,115,128,132,162,203,222],"interference":[21,113],"by":[25,157],"clouds.":[26,133],"The":[27,184],"conventional":[28],"NMS":[29],"(Non-Maximum":[30],"Suppression)":[31],"requires":[32],"manual":[33],"adjustment":[34],"threshold,":[37],"which":[38,110],"may":[39],"result":[40],"in":[41,88],"missed":[42],"or":[43],"erroneous":[44],"detection.":[45],"This":[46,73,154],"paper":[47],"proposes":[48],"a":[49,61,102,135,146,164],"high-accuracy":[50],"anti-interference":[51],"fire":[53,175,218,232],"network":[56],"for":[57,226,238],"objects.":[59],"Firstly,":[60],"window":[62],"feature":[63],"extractor":[64,74],"based":[65,178],"on":[66,179],"singular":[67],"value":[68,191,198,206],"decomposition":[69],"(SVD-STR)":[70],"designed.":[72],"capable":[76],"extracting":[78],"more":[79],"representative":[80],"features,":[81,122],"capturing":[83],"inconspicuous":[86],"features":[87],"image,":[90],"reducing":[93],"complexity":[95],"computation":[97],"model.":[100],"Secondly,":[101],"SinThreshold":[103],"Screening":[104],"Attention":[105],"Mechanism":[106],"(SinAttention)":[107],"proposed,":[109],"can":[111,223],"filter":[112],"information":[114],"enhance":[116],"discriminative":[118],"power":[119],"thereby":[123,234],"facilitating":[124],"accurate":[126],"recognition":[127],"distinction":[129],"Subsequently,":[134],"variational":[136,166],"particle":[137,167],"swarm":[138,168],"soft":[139],"suppression":[140,160],"optimization":[141,152],"(PGS)":[142],"proposed":[144],"as":[145],"means":[147],"further":[149],"enhancing":[150],"effect.":[153],"achieved":[156],"adjusting":[158],"strategy":[161],"incorporating":[163],"Gaussian":[165],"algorithm.":[169],"conclusion,":[171],"an":[172],"IoT":[173],"system":[177],"PSSNet":[180],"has":[181],"been":[182],"constructed.":[183],"experimental":[185],"results":[186],"demonstrate":[187],"that":[188],"mAP50":[190],"method":[194],"98.2%,":[196],"mAP50-95":[200],"80.4%,":[202],"FPS":[205],"35.7.":[208],"These":[209],"values":[210],"are":[211],"superior":[212],"to":[213],"those":[214],"current":[216],"methods":[221],"be":[224],"utilized":[225],"precise":[228],"smoke,":[233],"providing":[235],"technical":[236],"support":[237],"ecological":[240],"protection.":[241]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":3}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}