Javascript must be enabled to continue!
Estimation of FBMC/OQAM Fading Channels Using Dual Kalman Filters
View through CrossRef
We address the problem of estimating time-varying fading channels in filter bank multicarrier (FBMC/OQAM) wireless systems based on pilot symbols. The standard solution to this problem is the least square (LS) estimator or the minimum mean square error (MMSE) estimator with possible adaptive implementation using recursive least square (RLS) algorithm or least mean square (LMS) algorithm. However, these adaptive filters cannot well-exploit fading channel statistics. To take advantage of fading channel statistics, the time evolution of the fading channel is modeled by an autoregressive process and tracked by Kalman filter. Nevertheless, this requires the autoregressive parameters which are usually unknown. Thus, we propose to jointly estimate the FBMC/OQAM fading channels and their autoregressive parameters based on dual optimal Kalman filters. Once the fading channel coefficients at pilot symbol positions are estimated by the proposed method, the fading channel coefficients at data symbol positions are then estimated by using some interpolation methods such as linear, spline, or low-pass interpolation. The comparative simulation study we carried out with existing techniques confirms the effectiveness of the proposed method.
Title: Estimation of FBMC/OQAM Fading Channels Using Dual Kalman Filters
Description:
We address the problem of estimating time-varying fading channels in filter bank multicarrier (FBMC/OQAM) wireless systems based on pilot symbols.
The standard solution to this problem is the least square (LS) estimator or the minimum mean square error (MMSE) estimator with possible adaptive implementation using recursive least square (RLS) algorithm or least mean square (LMS) algorithm.
However, these adaptive filters cannot well-exploit fading channel statistics.
To take advantage of fading channel statistics, the time evolution of the fading channel is modeled by an autoregressive process and tracked by Kalman filter.
Nevertheless, this requires the autoregressive parameters which are usually unknown.
Thus, we propose to jointly estimate the FBMC/OQAM fading channels and their autoregressive parameters based on dual optimal Kalman filters.
Once the fading channel coefficients at pilot symbol positions are estimated by the proposed method, the fading channel coefficients at data symbol positions are then estimated by using some interpolation methods such as linear, spline, or low-pass interpolation.
The comparative simulation study we carried out with existing techniques confirms the effectiveness of the proposed method.
Related Results
Performance enhancement and PAPR reduction for MIMO based QAM-FBMC systems
Performance enhancement and PAPR reduction for MIMO based QAM-FBMC systems
Filter Bank Multi-Carrier (FBMC) is attracting significant interest as a multi-carrier modulation (MCM) approach for future communication systems. It offers numerous advantages in ...
Huber-based high-degree cubature Kalman tracking algorithm
Huber-based high-degree cubature Kalman tracking algorithm
In recent decades, nonlinear Kalman filtering based on Bayesian theory has been intensively studied to solve the problem of state estimation in nonlinear dynamical system. Under th...
Resource Management in Multicarrier Based Cognitive Radio Systems
Resource Management in Multicarrier Based Cognitive Radio Systems
The ever-increasing growth of the wireless application and services affirms the importance of the effective usage of the limited radio spectrum. Existing spectrum management polici...
Adaptive and augmented nonlinear filters : theory and applications
Adaptive and augmented nonlinear filters : theory and applications
[ACCESS RESTRICTED TO THE UNIVERSITY OF MISSOURI AT AUTHOR'S REQUEST.] Nonlinear estimation and filtering have been intensively studied for decades since it has been widely used in...
Asymmetrical Clipping Optical Filter Bank Multi-Carrier Modulation Scheme
Asymmetrical Clipping Optical Filter Bank Multi-Carrier Modulation Scheme
Abstract
Filter bank multi-carrier (FBMC) is considered a promising alternative to the Orthogonal Frequency Division Multiplexing (OFDM) scheme. It improves spectral effici...
Complex discrete comb filters with individually tunable partial domains
Complex discrete comb filters with individually tunable partial domains
Problem Statement. The design of tunable complex discrete non-recursive and recursive bandpass and bandstop comb filters is currently a highly relevant task for solving problems of...
Kalman Filtresi
Kalman Filtresi
Bu kitap, Kalman filtresi konusunu ele almaktadır. Kalman filtresi, bir sistemin durumunu tahmin etmek için kullanılan bir istatistiksel filtreleme yöntemidir. Kitap, kesikli-zaman...

