MUAC 凝结尾迹试验.pdf

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1、?MUAC Contrail TrialsML for contrail detection with groundbased camerasDr.R.EhrmanntrautFly AI Forum2025-04-22 Brussels?iNMM:fully y digitalisediNMM:ullyfu y digitaliseddNetwork Management network coordination,capacity management,flow managementairport integrationcrisis management CNS monitoringavia

2、tion spectrumACC-MUAC Learning CentreInnovation HubR&I SimulationsTrainingMaastricht Upper Area Control MUAC16%of all flights passing through Europe use MUACs airspace.?MUAC controls more than 5,700aircraft per day80%of MUACs traffic is climbing and descendingAviation Global Warming Potential mitiga

3、tion contributors for GWP100(estimates)?Climate Change,Non-CO2,ISSR and Contrail Cirrus63MUAC Contrail Project 2021 Trial with DLRShine,K.and D.Lee,2021MUAC Contrail Trials2025 contrail trial with google?MUAC Contrail Servermulti camera systemHardware quad cameracheap custom boxes in 3D printcheap c

4、ommercial HD webcamsraspberry pismall distortionsHardware single camera with ADS-Bcheap custom mount in 3D printbehind window mountcheap commercial HD webcamsraspberry piHardware next camera with ADS-Bnight vision low priceraspberry piActual deploymentquad at Kermt,MUAC,Oostende(TUI)single at Aachen

5、MUAC Contrail Servercontrail detection ML 20231 2023,Dimitri Croes,Contrail Avoidance-Detecting contrails and/or contrail prone areas,Fontys University of Applied SciencesContrail detection work in 2023 1 labelling linear contrails fastAI library:very easy and fast results first promising results af

6、ter only some hundreds labelled images?MUAC Contrail Servercomputer vision for correlation with flight 20231.using computer vision(CV)to calibrate cameras2.use calibration of camera to project radar plot onto camera feed3.correlate projected flight with contra