Sensors · 2021 · 12 citations · 28 references
ComputingAerospace EngineeringComputer ScienceAerial RoboticsComputer VisionUnmanned Aircraft SystemsObject RecognitionStereo VisionBird Strike ProtectionDesign MethodologyFixed-wing Drone DesignHuman Safety RisksRunway SafetySystem Performance Modeling
In 2020, over 10,000 bird strikes were reported in the USA, with average repair costs exceeding $200 million annually, rising to $1.2 billion worldwide. These collisions of avifauna with airplanes pose a significant threat to human safety and wildlife. This article presents a system dedicated to monitoring the space over an airport and is used to localize and identify moving objects. The solution is a stereovision based real-time bird protection system, which uses IoT and distributed computing concepts together with advanced HMI to provide the setup's flexibility and usability. To create a high degree of customization, a modified stereovision system with freely oriented optical axes is proposed. To provide a market tailored solution affordable for small and medium size airports, a user-driven design methodology is used. The mathematical model is implemented and optimized in MATLAB. The implemented system prototype is verified in a real environment. The quantitative validation of the system performance is carried out using fixed-wing drones with GPS recorders. The results obtained prove the system's high efficiency for detection and size classification in real-time, as well as a high degree of localization certainty.
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Densely Connected Convolutional Networks
Gao Huang, Zhuang Liu, Laurens van der Maaten et al. · 2017 · 44.7K citations
Application of Deep-Learning Methods to Bird Detection Using Unmanned Aerial Vehicle Imagery
Suk-Ju Hong, Yunhyeok Han, Sang-Yeon Kim et al. · Sensors · 2019 · 224 citations · Full text
bioRad: biological analysis and visualization of weather radar data
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Life Sciences, Ecology, Zoology +10