Title :
Analytical precision limits in slitless spectroscopy
Author :
Oktem, Figen S. ; Kamalabadi, Farzad
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Illinois at Urbana-Champaign, Urbana, IL, USA
Abstract :
We consider the problem of estimating emission line parameters from the measurements of a multi-order slitless spectrometer. This problem can be viewed as a multi-frame deblurring problem with shift variant Gaussian blur. By using Cramer-Rao lower bound theory, we derive analytical precision limits to this parameter estimation when the measurements are corrupted with Gaussian noise. The derivation involves an approximation to the Fisher information matrix in order to obtain closed-form expressions. An important feature of our treatment is to provide a framework for exploring the optimized instrument requirements, including various potential observing scenarios, spatial and spectral resolutions, and signal-to-noise ratio.
Keywords :
Gaussian noise; parameter estimation; signal processing equipment; signal resolution; spectroscopy; Cramer-Rao lower bound theory; Fisher information matrix; Gaussian noise; analytical precision limits; closed-form expressions; emission line parameter estimation; multi-frame deblurring problem; multi-order slitless spectrometer; shift variant Gaussian blur; signal-to-noise ratio; slitless spectroscopy; spatial resolutions; spectral resolutions; Approximation methods; Extraterrestrial measurements; Frequency modulation; Instruments; Noise; Noise measurement; Spectroscopy;
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.2012.6319734