Title :
An inverse problem based approach for channel parameters estimation in UWB systems
Author :
Balakrishnan, Raja D. ; Gyawali, Thakur ; Kwon, Hyuck M.
Author_Institution :
Dept. of Electr. & Comput. Eng., Wichita State Univ., KS, USA
Abstract :
We propose a new blind method to estimate the channel parameters, such as multipath time-of-arrival (TOA) and scattering parameters, for an ultra-wideband (UWB) communication system. We treat the parameter estimation as a mathematical inverse problem and reformulate it as a large scale linear least squares problem. We then apply conjugate gradients (CG) iterations on the resulting normal equations (NE) to obtain the solution, using which we recover the channel parameters. Simulation results exhibit the robustness of our algorithm in the regimes of low signal-to-noise ratios (SNRs) and in frequency dependent scattering channels.
Keywords :
S-parameters; channel estimation; conjugate gradient methods; inverse problems; least squares approximations; multipath channels; time-of-arrival estimation; ultra wideband communication; SNR; TOA; UWB communication systems; blind channel estimation; channel parameters estimation; conjugate gradients iterations; frequency dependent scattering channels; inverse problem; large scale linear least squares method; low signal-to-noise ratios; multipath time-of-arrival estimation; scattering parameters; Character generation; Equations; Inverse problems; Large-scale systems; Least squares approximation; Parameter estimation; Robustness; Scattering parameters; Signal to noise ratio; Ultra wideband technology;
Conference_Titel :
Vehicular Technology Conference, 2004. VTC 2004-Spring. 2004 IEEE 59th
Print_ISBN :
0-7803-8255-2
DOI :
10.1109/VETECS.2004.1388996