Title :
Identification of the scale-free interval in HF radar sea clutter correlation dimension calculation
Author :
Ji, Zhenyuan ; Yi, Chunlei ; Xie, Junhao ; Li, Yang
Author_Institution :
Dept. of Electron. Eng., Harbin Inst. of Technol., Harbin, China
fDate :
Oct. 29 2012-Nov. 2 2012
Abstract :
The fact that HF radar sea clutter has chaotic characteristics was proved many years ago. Correlation dimension is one of the key parameters to determine whether the time series are chaotic or not. We must identify the scale-free interval firstly in order to calculate it. However, the identification results of many methods aren´t accuracy enough. So, a new method, which is the fuzzy 2-means algorithm, is proposed to identify the scale-free interval of correlation integral curve in this paper. The conclusion that the method is effective is demonstrated by simulation based on the measured data of HF radar sea clutter and the data produced by several typical chaotic attractors.
Keywords :
chaos; complex networks; correlation methods; fuzzy set theory; radar clutter; time series; HF radar sea clutter correlation dimension calculation; chaotic characteristics; correlation integral curve; fuzzy 2-means algorithm; measured data-based simulation; scale-free interval identification; time series; typical chaotic attractors; Chaos; Clutter; Correlation; Fractals; Logistics; Radar; Time series analysis;
Conference_Titel :
Antennas and Propagation (ISAP), 2012 International Symposium on
Conference_Location :
Nagoys
Print_ISBN :
978-1-4673-1001-7