DocumentCode
3101197
Title
Texture modeling and validation using recorded high resolution sea clutter data
Author
Gini, Fulvio ; Greco, Maria
Author_Institution
Dept. of Ingegneria dell´´Informazione, Pisa Univ., Italy
fYear
2001
fDate
2001
Firstpage
387
Lastpage
392
Abstract
We consider modeling and estimating the texture in high-resolution non-Gaussian sea clutter. The cyclostationarity of sea clutter is investigated and validated by processing measured high-resolution data. The clutter is modeled as a compound Gaussian process and the texture as the superposition of real cosines with unknown frequencies, amplitudes, and phases. We propose a method for estimating the model parameters and retrieving the texture component from the intensity data in the presence of multiplicative noise (the speckle) with unknown power spectral density. The method exploits the clutter cyclostationarity and is based on a relaxation optimization approach. The ability of the proposed method to retrieve texture information is investigated by processing simulated and measured sea clutter data
Keywords
optimisation; parameter estimation; radar clutter; radar resolution; radar theory; relaxation theory; speckle; compound Gaussian process; cosine superposition; cyclostationarity; high-resolution sea clutter data; multiplicative noise; non-Gaussian sea clutter; parameter estimation; power spectral density; relaxation optimization; speckle; texture; texture modeling; Fourier series; Frequency; Gaussian processes; Information retrieval; Parameter estimation; Radar clutter; Radar detection; Sea measurements; Sonar detection; Speckle;
fLanguage
English
Publisher
ieee
Conference_Titel
Radar Conference, 2001. Proceedings of the 2001 IEEE
Conference_Location
Atlanta, GA
Print_ISBN
0-7803-6707-3
Type
conf
DOI
10.1109/NRC.2001.923010
Filename
923010
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