{"id":"https://openalex.org/W4388304539","doi":"https://doi.org/10.3390/rs15215227","title":"A Multi-Stream Attention-Aware Convolutional Neural Network: Monitoring of Sand and Dust Storms from Ordinary Urban Surveillance Cameras","display_name":"A Multi-Stream Attention-Aware Convolutional Neural Network: Monitoring of Sand and Dust Storms from Ordinary Urban Surveillance Cameras","publication_year":2023,"publication_date":"2023-11-03","ids":{"openalex":"https://openalex.org/W4388304539","doi":"https://doi.org/10.3390/rs15215227"},"language":"en","primary_location":{"id":"doi:10.3390/rs15215227","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15215227","pdf_url":"https://www.mdpi.com/2072-4292/15/21/5227/pdf?version=1699001370","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/15/21/5227/pdf?version=1699001370","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101728051","display_name":"Xing Wang","orcid":"https://orcid.org/0000-0003-3568-4994"},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]},{"id":"https://openalex.org/I2799736854","display_name":"Nanjing Institute of Technology","ror":"https://ror.org/00n6txq60","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799736854"]},{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xing Wang","raw_affiliation_strings":["Key Laboratory of Meteorological Disaster (KLME), Ministry of Education & Collaborative Innovation Center on Forecast and Evaluation of Meteorological Disasters (CIC-FEMD), Nanjing University of Information Science & Technology, Nanjing 210044, China","School of Atmosphere Science, Nanjing University, Nanjing 210023, China","School of Computer Engineering, Nanjing Institute of Technology, Nanjing 211167, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Meteorological Disaster (KLME), Ministry of Education & Collaborative Innovation Center on Forecast and Evaluation of Meteorological Disasters (CIC-FEMD), Nanjing University of Information Science & Technology, Nanjing 210044, China","institution_ids":["https://openalex.org/I200845125"]},{"raw_affiliation_string":"School of Atmosphere Science, Nanjing University, Nanjing 210023, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"School of Computer Engineering, Nanjing Institute of Technology, Nanjing 211167, China","institution_ids":["https://openalex.org/I2799736854"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024393567","display_name":"Zhengwei Yang","orcid":"https://orcid.org/0000-0002-8190-1438"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhengwei Yang","raw_affiliation_strings":["School of Atmosphere Science, Nanjing University, Nanjing 210023, China"],"affiliations":[{"raw_affiliation_string":"School of Atmosphere Science, Nanjing University, Nanjing 210023, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071462485","display_name":"Huihui Feng","orcid":"https://orcid.org/0000-0003-1535-9940"},"institutions":[{"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":"Huihui Feng","raw_affiliation_strings":["School of Geosciences and Info-Physics, Central South University, Changsha 410083, China"],"affiliations":[{"raw_affiliation_string":"School of Geosciences and Info-Physics, Central South University, Changsha 410083, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005133806","display_name":"Jiuwei Zhao","orcid":"https://orcid.org/0000-0001-9146-7500"},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiuwei Zhao","raw_affiliation_strings":["School of Atmospheric Sciences, Nanjing University of Information Science and Technology, Nanjing 210044, China"],"affiliations":[{"raw_affiliation_string":"School of Atmospheric Sciences, Nanjing University of Information Science and Technology, Nanjing 210044, China","institution_ids":["https://openalex.org/I200845125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056622146","display_name":"Shuaiyi Shi","orcid":"https://orcid.org/0000-0002-5136-0386"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210137199","display_name":"Aerospace Information Research Institute","ror":"https://ror.org/0419fj215","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210137199"]},{"id":"https://openalex.org/I4210166112","display_name":"State Key Laboratory of Remote Sensing Science","ror":"https://ror.org/05wzjqa24","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210166112"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuaiyi Shi","raw_affiliation_strings":["State Key Laboratory of Remote Sensing Science, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Remote Sensing Science, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China","institution_ids":["https://openalex.org/I4210137199","https://openalex.org/I19820366","https://openalex.org/I4210166112"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024288211","display_name":"Cheng Lu","orcid":"https://orcid.org/0000-0002-7651-3924"},"institutions":[{"id":"https://openalex.org/I308837","display_name":"Suzhou University of Science and Technology","ror":"https://ror.org/04en8wb91","country_code":"CN","type":"education","lineage":["https://openalex.org/I308837"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lu Cheng","raw_affiliation_strings":["School of Geography Science and Geomatics, Suzhou University of Science and Technology, Suzhou 215009, China"],"affiliations":[{"raw_affiliation_string":"School of Geography Science and Geomatics, Suzhou University of Science and Technology, Suzhou 215009, China","institution_ids":["https://openalex.org/I308837"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5024393567"],"corresponding_institution_ids":["https://openalex.org/I881766915"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":0.7963,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.71124349,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"15","issue":"21","first_page":"5227","last_page":"5227"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11019","display_name":"Image Enhancement Techniques","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T12597","display_name":"Fire Detection and Safety Systems","score":0.993399977684021,"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/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7993716597557068},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7055740356445312},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5116150975227356},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5049012303352356},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5012853145599365},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4841540455818176},{"id":"https://openalex.org/keywords/storm","display_name":"Storm","score":0.46615421772003174},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4633984863758087},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.41167712211608887},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.35940349102020264},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.32720521092414856},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.32049763202667236},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.15755462646484375},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.11199989914894104},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.0905657410621643}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7993716597557068},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7055740356445312},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5116150975227356},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5049012303352356},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5012853145599365},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4841540455818176},{"id":"https://openalex.org/C105306849","wikidata":"https://www.wikidata.org/wiki/Q81054","display_name":"Storm","level":2,"score":0.46615421772003174},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4633984863758087},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.41167712211608887},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.35940349102020264},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.32720521092414856},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.32049763202667236},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.15755462646484375},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.11199989914894104},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0905657410621643},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/rs15215227","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15215227","pdf_url":"https://www.mdpi.com/2072-4292/15/21/5227/pdf?version=1699001370","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:6819fae8a09744e2b997d9c9b09cf52f","is_oa":true,"landing_page_url":"https://doaj.org/article/6819fae8a09744e2b997d9c9b09cf52f","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 15, Iss 21, p 5227 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/rs15215227","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15215227","pdf_url":"https://www.mdpi.com/2072-4292/15/21/5227/pdf?version=1699001370","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11","score":0.4399999976158142}],"awards":[{"id":"https://openalex.org/G5037339338","display_name":null,"funder_award_id":"42005104","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5636344169","display_name":null,"funder_award_id":"42105022","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":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4388304539.pdf"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W1936750108","https://openalex.org/W1990592195","https://openalex.org/W2006699470","https://openalex.org/W2012579661","https://openalex.org/W2013428977","https://openalex.org/W2028990532","https://openalex.org/W2121880036","https://openalex.org/W2150561649","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2419417739","https://openalex.org/W2531409750","https://openalex.org/W2884109965","https://openalex.org/W2884585870","https://openalex.org/W2943529206","https://openalex.org/W2963446712","https://openalex.org/W2964081807","https://openalex.org/W3003727919","https://openalex.org/W3015839981","https://openalex.org/W3049182905","https://openalex.org/W3096244810","https://openalex.org/W3097698292","https://openalex.org/W3146366485","https://openalex.org/W3158247675","https://openalex.org/W3170405112","https://openalex.org/W3212604410","https://openalex.org/W4200350836","https://openalex.org/W4291115863","https://openalex.org/W4318567277","https://openalex.org/W6676391317","https://openalex.org/W6762514217"],"related_works":["https://openalex.org/W4293226380","https://openalex.org/W4375867731","https://openalex.org/W2611989081","https://openalex.org/W4313906399","https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3193565141","https://openalex.org/W3133861977","https://openalex.org/W3167935049","https://openalex.org/W3029198973"],"abstract_inverted_index":{"Sand":[0],"and":[1,20,75,103,115,151,179],"dust":[2],"storm":[3],"(SDS)":[4],"weather":[5],"has":[6],"caused":[7],"several":[8],"severe":[9],"hazards":[10],"in":[11,153],"many":[12],"regions":[13],"worldwide,":[14],"e.g.,":[15],"environmental":[16],"pollution,":[17],"traffic":[18],"disruptions,":[19],"human":[21],"casualties.":[22],"Widespread":[23],"surveillance":[24,43,168],"cameras":[25],"show":[26],"great":[27],"potential":[28],"for":[29,87,125],"high":[30],"spatiotemporal":[31],"resolution":[32],"SDS":[33,48,52,65,90,177,185],"observation.":[34],"This":[35],"study":[36],"explores":[37],"the":[38,42,82,105,132,141,160,164,174],"possibility":[39],"of":[40,138,176],"employing":[41],"camera":[44],"as":[45],"an":[46,77,88,120,135],"alternative":[47],"monitor.":[49],"Based":[50],"on":[51,119,140],"image":[53,66],"feature":[54],"analysis,":[55],"a":[56,72,94],"Multi-Stream":[57],"Attention-aware":[58],"Convolutional":[59],"Neural":[60],"Network":[61],"(MA-CNN),":[62],"which":[63,158],"learns":[64],"features":[67],"at":[68],"different":[69,155],"scales":[70],"through":[71],"multi-stream":[73],"structure":[74],"employs":[76],"attention":[78,121],"mechanism":[79],"to":[80,101,148,183],"enhance":[81],"detection":[83],"performance,":[84],"is":[85,159],"constructed":[86],"accurate":[89],"observation":[91,186],"task.":[92],"Moreover,":[93],"dataset":[95],"with":[96],"13,216":[97],"images":[98],"was":[99],"built":[100,118],"train":[102],"test":[104],"MA-CNN.":[106],"Eighteen":[107],"algorithms,":[108],"including":[109],"nine":[110],"well-known":[111],"deep":[112],"learning":[113],"models":[114],"their":[116],"variants":[117],"mechanism,":[122],"were":[123],"used":[124],"comparison.":[126],"The":[127],"experimental":[128],"results":[129],"showed":[130],"that":[131],"MA-CNN":[133],"achieved":[134],"accuracy":[136],"performance":[137,162],"0.857":[139],"training":[142],"dataset,":[143],"while":[144],"this":[145],"value":[146],"changed":[147],"0.945,":[149],"0.919,":[150],"0.953":[152],"three":[154],"real-world":[156],"scenarios,":[157],"optimal":[161],"among":[163],"compared":[165],"algorithms.":[166],"Therefore,":[167],"camera-based":[169],"monitors":[170],"can":[171],"effectively":[172],"observe":[173],"occurrence":[175],"disasters":[178],"provide":[180],"valuable":[181],"supplements":[182],"existing":[184],"networks.":[187]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2023,"cited_by_count":1}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
