EC880 Deep Learning in Radar Signal Processing
Course Name:
EC880 Deep Learning in Radar Signal Processing
Programme:
Category:
Credits (L-T-P):
Content:
Review of machine learning (ML) algorithms. Applications of ML to Radar System design and analysis, processing range-Doppler using learning algorithms, various techniques applied to radar data acquisition, applications of ML algorithms to radar detection, designing ML algorithms for Radar target tracking and recognition. Principles of deep learning: various approaches of deep learning, Deep Learning Methods for Radar Detection, Classification/Estimation, and Tracking, tracking algorithms of multiple targets in multi-static configurations, Compressive-sensing-based learning technique, Through-the-wall imaging radars, MIMO radar applications, Deep learning-based adaptive radar detection and tracking, and automotive applications