DocumentCode
2014997
Title
A hybrid method for generating correlated Gamma sequences for sea-clutter simulation
Author
Yunhan Dong ; Rosenberg, Luke ; Weinberg, Graham V.
Author_Institution
Defence Sci. & Technol. Organ., Edinburgh, SA, Australia
fYear
2013
fDate
9-12 Sept. 2013
Firstpage
548
Lastpage
553
Abstract
This paper presents a hybrid method for simulating sequences of correlated Gamma random variables for modelling sea-clutter, using a combination of linear and/or nonlinear transforms. Depending on the shape parameter, this method minimises the use of non-linear transforms. Mathematically the method is simpler than its counterpart methods. Two memoryless nonlinear transform (MNLT) approaches are studied with comparative results showing that the hybrid approach is more computationally efficient and slightly more accurate for low shape parameters. Necessary conditions of realisable correlation (bounded to physics and independent of simulation methods) are given. The drawback of the proposed method is, however, that it can only handle positive correlations whilst the two MNLT methods are capable of handling both positive and negative correlations.
Keywords
radar clutter; transforms; MNLT methods; correlated gamma random variables sequences; gamma correlation; linear transforms; memoryless nonlinear transform approaches; negative correlations; nonlinear transforms; positive correlations; radar community; radar sea-clutter; sea-clutter modelling; sea-clutter simulation; Correlation; Gaussian processes; Hybrid power systems; Polynomials; Random processes; Shape; Transforms; correlation; gamma distribution; non-Gaussian simulation; sea-clutter;
fLanguage
English
Publisher
ieee
Conference_Titel
Radar (Radar), 2013 International Conference on
Conference_Location
Adelaide, SA
Print_ISBN
978-1-4673-5177-5
Type
conf
DOI
10.1109/RADAR.2013.6652047
Filename
6652047
Link To Document