Title :
Radar tracking waveform design in continuous space and optimization selection using differential evolution
Author :
Paul, Bryan ; Bliss, Daniel W. ; Papandreou-Suppappola, Antonia
Author_Institution :
Sch. of Electr., Comput. & Energy Eng., Arizona State Univ., Tempe, AZ, USA
Abstract :
Waveform design that allows for a wide variety of chirps has proven benefits. However, dictionary based optimization is limited and gradient search methods are often intractable. A new method is proposed using differential evolution (DE) to design cubic chirps with coefficients constrained to the three-dimensional (3D) unit sphere. Nonlinear functions sufficiently approximated by a third order Maclaurin series can be represented in this chirp space. Cascaded integrator methods for generating polynomial chirps allow for practical implementation in real world systems. While simplified tracking models and finite waveform dictionaries have information theoretic results, we explore two-dimensional (2D) tracking continuous waveform design in cluttered environments.
Keywords :
evolutionary computation; gradient methods; nonlinear functions; radar clutter; radar signal processing; radar tracking; search problems; 2D radar tracking continuous space waveform design; 3D unit sphere; DE; cascaded integrator method; cluttered environments; cubic chirps; differential evolution; finite waveform dictionaries; gradient search method; nonlinear functions; optimization selection; polynomial chirps; third order Maclaurin series; three-dimensional unit sphere; two-dimensional tracking continuous waveform design; Chirp; Clutter; Frequency modulation; Optimization; Polynomials; Radar tracking; Target tracking;
Conference_Titel :
Signals, Systems and Computers, 2014 48th Asilomar Conference on
Print_ISBN :
978-1-4799-8295-0
DOI :
10.1109/ACSSC.2014.7094829