Title :
Nonlinear estimation using transformed Gauss-Hermite quadrature points
Author :
Singh, A.K. ; Bhaumik, Sudipta
Author_Institution :
Dept. of Electr. Eng., Indian Inst. of Technol. Patna, Patna, India
Abstract :
An ongoing work proposing a new method for nonlinear filtering problem is reported. The intractable integrals have appeared in nonlinear estimation problem been approximately evaluated using Gauss-Hermite quadrature rule. An orthogonal transformation has been applied on Gauss-Hermite points in order to obtain more accurate estimation for higher order problems. The developed method is named transformed Gauss-Hermite filter. The efficacy of proposed filter compared to ordinary Gauss-Hermite filter is demonstrated with the help of an example.
Keywords :
nonlinear estimation; nonlinear filters; Gauss-Hermite filter; Gauss-Hermite quadrature rule; intractable integrals; nonlinear estimation; nonlinear filtering problem; orthogonal transformation; transformed Gauss-Hermite quadrature points; Accuracy; Approximation methods; Equations; Estimation; Mathematical model; Noise; Nonlinear systems; Gauss-Hermite quadrature rule; Nonlinear filtering; Orthogonal transformation;
Conference_Titel :
Signal Processing, Computing and Control (ISPCC), 2013 IEEE International Conference on
Conference_Location :
Solan
Print_ISBN :
978-1-4673-6188-0
DOI :
10.1109/ISPCC.2013.6663394