Sensitivity analysis of solutions of the harmonic inversion problem: are all data points created equal?
We consider the harmonic inversion problem, and the associated spectral estimation problem, both of which are key numerical problems in NMR data analysis. Under certain conditions (in particular, in exact arithmetic) these problems have unique solutions. Therefore, these solutions must not depend on the inversion algorithm, as long as it is exact in principle. In this paper, we are not concerned with the algorithmic aspects of harmonic inversion, but rather with the sensitivity of the solutions of the problem to perturbations of the time-domain data. A sensitivity analysis was performed and the counterintuitive results call into question the common assumption made in "super-resolution" methods using non-uniform data sampling, namely, that the data should be sampled more often where the time signal has the largest signal-to-noise ratio. The numerical analysis herein demonstrates that the spectral parameters (such as the peak positions and amplitudes) resulting from the solution of the harmonic inversion problem are least susceptible to the perturbations in the values of data points at the edges of the time interval and most susceptible to the perturbations in the values at intermediate times.
Celik
Hasan
H
Department of Chemistry, University of California, Irvine, CA 92697-2025, USA. hcelik@uci.edu
Shaka
A J
AJ
Mandelshtam
V A
VA
D000465:Algorithms; D000703:Analog-Digital Conversion; D003627:Data Interpretation, Statistical; D016014:Linear Models; D009682:Magnetic Resonance Spectroscopy / Q000706:statistics & numerical data*