Constrained Contextual Bandit Learning for Adaptive Radar Waveform Selection
Charles E. Thornton,
R. Michael Buehrer,
Anthony F. Martone
Abstract:A sequential decision process in which an adaptive radar system repeatedly interacts with a finitestate target channel is studied. The radar is capable of passively sensing the spectrum at regular intervals, which provides side information for the waveform selection process. The radar transmitter uses the sequence of spectrum observations as well as feedback from a collocated receiver to select waveforms which accurately estimate target parameters. It is shown that the waveform selection problem can be effecti… Show more
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