COGNITION IS THE KEY TO THE NEXT GENERATION OF RADAR SYSTEMS

被引:22
|
作者
Haykin, Simon [1 ]
机构
[1] McMaster Univ, Hamilton, ON, Canada
来源
2009 IEEE 13TH DIGITAL SIGNAL PROCESSING WORKSHOP & 5TH IEEE PROCESSING EDUCATION WORKSHOP, VOLS 1 AND 2, PROCEEDINGS | 2009年
关键词
Cognition; Tracking radar; cubature Kalman filter;
D O I
10.1109/DSP.2009.4785968
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Motivated by the echo-location system of a bat, I described the idea of cognitive radar in 2006 for the first time. This paper expands on this novel idea. In particular, the paper focuses on a cognitive tracking radar, the implementation of which comprises two distinct functional blocks, one in the receiver and the other in transmitter with a feedback link from the receiver to the transmitter. To sense the radar environment, the receiver uses approximate Bayesian filtering, which is closely realized by a new nonlinear sequential state estimator, named the Cubature Kalman filter. To control the radar illumination, the transmitter uses an incremental dynamic programming, known as the Q-learning algorithm.
引用
收藏
页码:463 / 467
页数:5
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