Title :
An esprit-based parameter estimator for spectroscopic data
Author :
Gudmundson, Erik ; Wirfält, Petter ; Jakobsson, Andreas ; Jansson, Magnus
Author_Institution :
ACCESS Linnaeus Center, KTH R. Inst. of Technol., Stockholm, Sweden
Abstract :
The pulse spin-locking sequence is a common excitation sequence for magnetic resonance and nuclear quadrupole resonance signals, with the resulting measurement data being well modeled as a train of exponentially damped sinusoidals. In this paper, we derive an ESPRIT-based estimator for such signals, together with the corresponding Cramér-Rao lower bound. The proposed estimator is computationally efficient and only requires prior knowledge of the number of spectral lines, which is in general available in the considered applications. Numerical simulations indicate that the proposed method is close to statistically efficient, and that it offers an attractive approach for initialization of existing statistically efficient gradient or search based techniques.
Keywords :
magnetic resonance; multidimensional signal processing; nuclear quadrupole resonance; parameter estimation; Cramer-Rao lower bound; ESPRIT based parameter estimator; echo train ESPRIT; excitation sequence; exponentially damped sinusoidals; gradient based technique; magnetic resonance; nuclear quadrupole resonance signals; pulse spin locking sequence; search based technique; spectral lines; spectroscopic data; Damping; Data models; Estimation; Magnetic resonance; Signal processing algorithms; Signal to noise ratio; NMR; NQR; Parameter estimation; damped sinusoids; multidimensional signal processing; subspace techniques;
Conference_Titel :
Statistical Signal Processing Workshop (SSP), 2012 IEEE
Conference_Location :
Ann Arbor, MI
Print_ISBN :
978-1-4673-0182-4
Electronic_ISBN :
pending
DOI :
10.1109/SSP.2012.6319820