Title
Multiuser CDMA parameters estimation using sigma point particle filter
Abstract
In wireless communications, a joint channel coefficient and time-delay tracking technique are a critical issue. Due to the highly nonlinear nature of time delay estimation, particle filter (PF) and sigma point particle filter (SPPF) can be employed. The SPPF algorithm consists of a particle filter that uses a sigma point Kalman filter (SPKF) to generate the important proposal distribution. The SPKF allows the particle filter to incorporate the latest observations into a prior updating routine. In addition, the SPKF generates proposal distributions that match the true posterior more closely. We propose an SPPF based on algorithm for the estimation of closely-spaced path delays and related channel coefficients in CDMA environments. We show that the parameter estimation using this filter structure is very effective even in the non-orthogonality of spreading codes and under imperfect power control in the CDMA environments. The simulation results show that this filter outperforms the PF including conventional Kalman filters.
Year
DOI
Venue
2005
10.1109/ICIS.2005.92
ACIS-ICIS
Keywords
Field
DocType
joint channel coefficient,parameters estimation,kalman filters,power control,closely-spaced path delay,sigma point particle filter,conventional kalman filter,cdma,sigma point kalman filter,parameter estimation,importance proposal distribution,sppf algorithm,particle filter,wireless communication,multiuser cdma parameters estimation,code division multiple access,cdma environment,time delay estimation,filter structure,delay estimation,time-delay tracking,particle filters,distributed computing,kalman filter
Extended Kalman filter,Alpha beta filter,Root-raised-cosine filter,Fast Kalman filter,Computer science,Algorithm,Adaptive filter,Ensemble Kalman filter,Invariant extended Kalman filter,Filter design
Conference
ISBN
Citations 
PageRank 
0-7695-2296-3
0
0.34
References 
Authors
2
3
Name
Order
Citations
PageRank
Jang-Sub Kim113313.04
Ho-jin Shin2338.49
Dong-Ryeol Shin312427.03