基于低空熱紅外影像的城市軌道交通風(fēng)險(xiǎn)安全監(jiān)護(hù)關(guān)鍵技術(shù)
中圖分類號:P631.7;U293.6 文獻(xiàn)標(biāo)志碼:A 文章編號:2095-1329(2025)02-0065-07
Abstract:Ispeoofailtansitsetyprotectioonsisiticalmeasuefoesuringurbanailtasitsaety.Howeveincoplex noctumalenvironents,traditioalmanalinspectiosandUAVvisiblelightechnoloiesstruggletoetispctionqts.o adresthesecallnges,tispaperproposesaintellgentmoitoringmetodintegratigteralinfraredimageryechnologywiththe YOLOv5 deep learing algorithm.The approach involves equippng unmanned aerial vehicles (UAVs)with thermal infrared cameras for nocturnalimageacquisitioninprotectionzones.TheYOLOv5 modelisemployedfortarget detectionofconstructionequipment intheralinfraredimagery,wilethermalanomalyfeatureextractio,dynamicbackground modeling,andamulti-ruleclasifier arecomprehensivelyappliedtoachieveautomaticidentificationand judgmentofconstruction equipment tatus.This studyselects theLiuchenRoadDepotofShanghaiMetroLine21astheexperimentalarea,conducting testresearchthroughroutedesign,dataset preparation,oeltngdpfoaceaatExpetalsultsemostratecuracipententti statusmonitoring,with theoverall model algorithmprecision reaching 94.33% andaKappacoefficientofO.89.Thismethod effectively fulfillsthedemandsofoctualailtransitispectios,enablingprciserecogitionofnightieconstructionequipmentsafety protectionzones,earlywamingofabnoralenvironmentaltemperaturechanges,anddiscriminationofequpmentoperatingstates.It provides a feasible technical solution for implementing nocturnal inspections of urban rail transit systems.
Keywords:rail tansitsfetyprotectionzoneralinfraredimageryUAV(unmanederialeicle)deepleaingiteliet monitoring
截至2024年底,上海軌道交通已形成896公里運(yùn)營里程、日均客運(yùn)量突破1027萬人次的超大規(guī)模系統(tǒng)[,線路兩側(cè)50米(地下段)范圍為軌道交通安全保護(hù)區(qū),保護(hù)區(qū)內(nèi)的違規(guī)施工、卸載、加載均會造成隧道變形、漏水甚至破損[2。(剩余9101字)
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