Coordinate descent for cognitve radar adaptation

By monitoring surroundings and adapting system parameters, cognitive radar has been shown to outperform traditional feed-forward radar systems. This paper builds upon the fully adaptive radar (FAR) framework for cognition. A coordinate descent (CD) algorithm is used with the FAR framework to adapt two radar parameters while tracking a single target. Simulated and experimental results are used to demonstrate how CD outperforms the sequential optimizations previously used with the FAR framework. Additional optimizations not previously used with the FAR framework are included for further comparisons.

[1]  Joel T. Johnson,et al.  Cognitive radar for target tracking using a software defined radar system , 2015, 2015 IEEE Radar Conference (RadarCon).

[2]  Joel T. Johnson,et al.  Experiments with cognitive radar , 2015, IEEE Aerospace and Electronic Systems Magazine.

[3]  S. Haykin,et al.  Cognitive radar: a way of the future , 2006, IEEE Signal Processing Magazine.

[4]  Joel T. Johnson,et al.  Fully adaptive radar for target tracking part I: Single target tracking , 2014, 2014 IEEE Radar Conference.

[5]  Richard O. Lane,et al.  Cognitive Radar: the Knowledge-Aided Fully Adaptive Approach. J. R. Guerci Artech House, 16 Sussex Street, London, SW1V 4RW, UK. 2010. 175pp. Illustrated. £66. ISBN 978-1-59693-364-4. , 2011, The Aeronautical Journal (1968).

[6]  Nathan A. Goodman,et al.  Cognitive Radar Network: Cooperative Adaptive Beamsteering for Integrated Search-and-Track Application , 2013, IEEE Transactions on Aerospace and Electronic Systems.

[7]  Joel T. Johnson,et al.  Fully adaptive radar for target tracking part II: Target detection and track initiation , 2014, 2014 IEEE Radar Conference.

[8]  Yurii Nesterov,et al.  Efficiency of Coordinate Descent Methods on Huge-Scale Optimization Problems , 2012, SIAM J. Optim..

[9]  Simon Haykin,et al.  Cognitive Control: Theory and Application , 2014, IEEE Access.

[10]  J. Fuster Cortex and mind : unifying cognition , 2003 .

[11]  Stephen J. Wright Coordinate descent algorithms , 2015, Mathematical Programming.