deep learning and advanced augmentation toolbox for wind ...€¦ · deep learning and advanced...
Post on 23-Feb-2021
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Deep learning and advanced augmentation toolbox for wind
turbine drone inspection analysis
DTU Compute, DTU Wind, EasyInspect Aps
ASM Shihavuddin
Xiao Chen
Vladimir Fedorov
Anders Nymark Christensen
Nicolai Andre Brogaard Riis
Kim Branner
Anders Bjorholm Dahl
Rasmus Reinhold Paulsen
Drone based inspection
• Cheaper
• Faster
• Safer
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https://abjdrones.com/drone-wind-turbine-inspection/
Manual analysis of inspection images
• Tedious, prone to human error
• Not reproducible
• Expensive
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Deep learning - learn by example source. Nvidia
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Deep learning - Faster-RCNN
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Initial results
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With pyramid, patching and regular augmentation
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Thanks
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