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About Machine Learning Techniques For Radar Target Detection
The document discusses using machine learning techniques for radar target detection. It provides an introduction to radar systems and traditional detection methods like MTI and MTD. It then introduces machine learning and deep learning, highlighting advantages. An experimental setup using a radar simulator tests random decision forests and LSTMs for detection compared to traditional Bayesian methods. LSTMs achieved 100% probability of detection while training in around twice the time of traditional ML. Future work is proposed to further evaluate CNNs and implement deep learning detectors on actual radar systems.
Detailed Information
Author: | ['josh'] |
---|---|
Publication Year: | 2022 |
Pages: | 48 |
Language: | English |
Format: | |
Price: | FREE |
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