Title :
Model reconstruction of chaotic dynamics: first preliminary radar results
Author :
Haykin, Simon ; Leung, Henry
Author_Institution :
McMaster Univ., Hamilton, Ont., Canada
Abstract :
The authors briefly review the use of a random process and a dynamical system as mathematical models in the context of radar clutter. Experimental results are summarized for the correlation dimension of sea clutter, which provides an appropriate estimate for the embedding dimension of the process. The authors use the embedding dimension of sea clutter so estimated as a parameter in the design of a radial basis function (RBF) network for model reconstruction; here again experimental data are presented to support the theory
Keywords :
chaos; correlation methods; dynamics; radar applications; radar clutter; signal detection; correlation dimension; dynamical system; embedding dimension; mathematical models; model reconstruction; radar clutter; radial basis function; random process; sea clutter; Backscatter; Chaos; Decision theory; Mathematical model; Parameter estimation; Predictive models; Radar clutter; Radar theory; Random processes; Sea measurements;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1992. ICASSP-92., 1992 IEEE International Conference on
Conference_Location :
San Francisco, CA
Print_ISBN :
0-7803-0532-9
DOI :
10.1109/ICASSP.1992.226470