{"id":"https://openalex.org/W4412379423","doi":"https://doi.org/10.61467/2007.1558.2025.v16i3.714","title":"Implementing Deep Learning for Real-Time Fuel Tank Detection in UAV Surveillance Systems","display_name":"Implementing Deep Learning for Real-Time Fuel Tank Detection in UAV Surveillance Systems","publication_year":2025,"publication_date":"2025-07-14","ids":{"openalex":"https://openalex.org/W4412379423","doi":"https://doi.org/10.61467/2007.1558.2025.v16i3.714"},"language":"en","primary_location":{"id":"doi:10.61467/2007.1558.2025.v16i3.714","doi":"https://doi.org/10.61467/2007.1558.2025.v16i3.714","is_oa":true,"landing_page_url":"https://doi.org/10.61467/2007.1558.2025.v16i3.714","pdf_url":"https://ijcopi.org/ojs/article/download/714/410","source":{"id":"https://openalex.org/S4404675559","display_name":"International Journal of Combinatorial Optimization Problems and Informatics.","issn_l":"2007-1558","issn":["2007-1558"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["latindex"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Combinatorial Optimization Problems and Informatics","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://ijcopi.org/ojs/article/download/714/410","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Ali Bin Khalifa","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Ali Bin Khalifa","raw_affiliation_strings":["Computer Engineering Department, Qatar University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Engineering Department, Qatar University","institution_ids":["https://openalex.org/I60342839"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5118970390","display_name":"Hamad Al-Nuaimi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Hamad Al-Nuaimi","raw_affiliation_strings":["Computer Engineering Department, Qatar University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Engineering Department, Qatar University","institution_ids":["https://openalex.org/I60342839"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Latifa Bint Ahmed","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4401041587","display_name":"Lusail University","ror":"https://ror.org/05cz9j146","country_code":null,"type":"education","lineage":["https://openalex.org/I4401041587"]}],"countries":[],"is_corresponding":false,"raw_author_name":"Latifa Bint Ahmed","raw_affiliation_strings":["Department of Information Technology, Lusail University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Technology, Lusail University","institution_ids":["https://openalex.org/I4401041587"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Salem Jassim","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Salem Jassim","raw_affiliation_strings":["Computer Engineering Department, Qatar University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Engineering Department, Qatar University","institution_ids":["https://openalex.org/I60342839"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5107159236","display_name":"Affan Alkim","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4401041587","display_name":"Lusail University","ror":"https://ror.org/05cz9j146","country_code":null,"type":"education","lineage":["https://openalex.org/I4401041587"]}],"countries":[],"is_corresponding":false,"raw_author_name":"Affan Alkim","raw_affiliation_strings":["Department of Information Technology, Lusail University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Technology, Lusail University","institution_ids":["https://openalex.org/I4401041587"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.12496033,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"16","issue":"3","first_page":"310","last_page":"322"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9937000274658203,"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"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9937000274658203,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.002199999988079071,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.0017000000225380063,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/yolov8","display_name":"YOLOv8","score":0.9200000166893005},{"id":"https://openalex.org/keywords/unmanned-aerial-vehicles","display_name":"unmanned aerial vehicles","score":0.871999979019165},{"id":"https://openalex.org/keywords/uav-surveillance","display_name":"UAV surveillance","score":0.7829999923706055},{"id":"https://openalex.org/keywords/real-time-object-detection","display_name":"real-time object detection","score":0.9610000252723694},{"id":"https://openalex.org/keywords/one-stage-object-detection","display_name":"one-stage object detection","score":0.8619999885559082},{"id":"https://openalex.org/keywords/false-positive-results","display_name":"false positives","score":0.5009999871253967}],"concepts":[{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.616951584815979},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5584052801132202},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.51992267370224},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49216359853744507},{"id":"https://openalex.org/C178802073","wikidata":"https://www.wikidata.org/wiki/Q8421","display_name":"Aeronautics","level":1,"score":0.36777129769325256},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2675367593765259}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.61467/2007.1558.2025.v16i3.714","doi":"https://doi.org/10.61467/2007.1558.2025.v16i3.714","is_oa":true,"landing_page_url":"https://doi.org/10.61467/2007.1558.2025.v16i3.714","pdf_url":"https://ijcopi.org/ojs/article/download/714/410","source":{"id":"https://openalex.org/S4404675559","display_name":"International Journal of Combinatorial Optimization Problems and Informatics.","issn_l":"2007-1558","issn":["2007-1558"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["latindex"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Combinatorial Optimization Problems and Informatics","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.61467/2007.1558.2025.v16i3.714","doi":"https://doi.org/10.61467/2007.1558.2025.v16i3.714","is_oa":true,"landing_page_url":"https://doi.org/10.61467/2007.1558.2025.v16i3.714","pdf_url":"https://ijcopi.org/ojs/article/download/714/410","source":{"id":"https://openalex.org/S4404675559","display_name":"International Journal of Combinatorial Optimization Problems and Informatics.","issn_l":"2007-1558","issn":["2007-1558"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["latindex"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Combinatorial Optimization Problems and Informatics","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5378999710083008}],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412379423.pdf","grobid_xml":"https://content.openalex.org/works/W4412379423.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W3215138031","https://openalex.org/W3009238340","https://openalex.org/W4360585206","https://openalex.org/W4321369474","https://openalex.org/W4285208911","https://openalex.org/W3082895349","https://openalex.org/W4213079790","https://openalex.org/W2248239756","https://openalex.org/W3086377361"],"abstract_inverted_index":{"This":[0,154],"study":[1,196],"investigates":[2],"the":[3,6,43,75,131,157,195,198,204,220],"performance":[4],"of":[5,45,58,112,115,119,133,142,159,203,222],"YOLOv8":[7,61,145,227],"object":[8,85,104,230],"detection":[9,14,44,86,105,191,231],"algorithm":[10,205],"for":[11,103,151,166,177,200,228],"fuel":[12,46,127,180],"tank":[13,181],"using":[15],"unmanned":[16],"aerial":[17],"vehicles":[18],"(UAVs)":[19],"under":[20,236],"various":[21,54],"conditions":[22],"and":[23,30,69,77,101,117,129,135,162,173,183,210,233],"perspectives.":[24],"UAVs,":[25],"with":[26,60],"their":[27,175,234],"agile":[28],"mobility":[29],"ability":[31],"to":[32,41,64,92,147,206],"capture":[33],"high-quality":[34],"images":[35],"from":[36],"different":[37],"angles,":[38],"are":[39,193],"proven":[40],"facilitate":[42],"tanks,":[47],"which":[48],"play":[49],"a":[50,81,110,139],"critical":[51],"role":[52],"in":[53,67,71,99,125,170,179,213],"industries.":[55,188],"The":[56,107],"integration":[57],"UAVs":[59,161],"has":[62],"led":[63],"significant":[65],"advancements":[66],"automation":[68],"precision":[70,111],"inspection":[72],"processes":[73],"within":[74],"energy":[76,136],"industrial":[78,134],"sectors.":[79],"YOLOv8,":[80],"single-stage":[82],"deep":[83,163],"learning-based":[84],"model,":[87],"demonstrates":[88,174],"superior":[89],"architecture":[90],"compared":[91],"previous":[93],"YOLO":[94],"iterations,":[95],"showcasing":[96],"its":[97,122],"strengths":[98],"speed":[100],"accuracy":[102],"tasks.":[106],"model":[108],"achieves":[109],"0.888,":[113],"recall":[114],"0.896,":[116],"mAP":[118],"0.891,":[120],"confirming":[121],"strong":[123],"capabilities":[124],"detecting":[126],"tanks":[128],"supporting":[130],"sustainability":[132],"operations.":[137],"With":[138],"processing":[140],"time":[141],"41":[143],"ms,":[144],"proves":[146],"be":[148],"highly":[149],"effective":[150],"real-time":[152],"applications.":[153,215],"research":[155],"highlights":[156],"importance":[158],"optimizing":[160],"learning":[164],"models":[165],"reliable":[167],"data":[168],"collection":[169],"challenging":[171],"environments":[172],"potential":[176],"use":[178],"monitoring":[182],"infrastructure":[184],"reliability":[185],"tracking":[186],"across":[187],"While":[189],"accurate":[190],"successes":[192],"noted,":[194],"emphasizes":[197],"need":[199],"further":[201],"optimization":[202],"address":[207],"false":[208],"positives":[209],"undetected":[211],"objects":[212],"real-world":[214],"Future":[216],"work":[217],"will":[218],"explore":[219],"adaptation":[221],"high-performance":[223],"algorithms":[224],"such":[225],"as":[226],"broader":[229],"scenarios":[232],"testing":[235],"diverse":[237],"environmental":[238],"conditions.":[239]},"counts_by_year":[],"updated_date":"2026-09-29T14:09:16.559479","created_date":"2025-10-10T00:00:00"}