Journal
2021 IEEE RADAR CONFERENCE (RADARCONF21): RADAR ON THE MOVE
Volume -, Issue -, Pages -Publisher
IEEE
DOI: 10.1109/RadarConf2147009.2021.9455234
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The study introduces a solution for intelligent radar resource management using deep reinforcement learning, significantly improving runtime performance and providing new insights for the development of cognitive radar systems.
An intelligent radar resource management is an essential milestone in the development of a cognitive radar system. The quality of service based resource allocation model (Q-RAM) is a framework allowing for intelligent decision making but classical solutions seem insufficient for real-time application in a modern radar system. In this paper, we present a solution for the Q-RAM radar resource management problem using deep reinforcement learning considerably improving on runtime performance.
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