Classification and Discrimination of Birds and Small Drones Using Radar Micro-Doppler Spectrogram Images
نویسندگان
چکیده
This paper investigates the use of micro-Doppler spectrogram signatures flying targets, such as drones and birds, to aid in their remote classification. Using a custom-designed 10-GHz continuous wave (CW) radar system, measurements from different scenarios on variety targets were recorded create datasets for image Time/velocity spectrograms generated analysis multiple birds used target identification movement classification using TensorFlow. support vector machines (SVMs), results showed an accuracy about 90% drone size classification, 96% vs. bird 85% individual distinction between five classes. Different characteristics detection explored, including landscape behavior target.
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ژورنال
عنوان ژورنال: Signals
سال: 2023
ISSN: ['2624-6120']
DOI: https://doi.org/10.3390/signals4020018