Signal and noise separation: Art and science

Citation
Tj. Ulrych et al., Signal and noise separation: Art and science, GEOPHYSICS, 64(5), 1999, pp. 1648-1656
Citations number
14
Categorie Soggetti
Earth Sciences
Journal title
GEOPHYSICS
ISSN journal
00168033 → ACNP
Volume
64
Issue
5
Year of publication
1999
Pages
1648 - 1656
Database
ISI
SICI code
0016-8033(199909/10)64:5<1648:SANSAA>2.0.ZU;2-I
Abstract
The separation of signal and noise is a central issue in seismic data proce ssing. The noise is both random and coherent in nature, the coherent part o ften masquerading as signal. In this tutorial, we present some approaches t o signal isolation, in which stacking is a central concept. Our methodology is to transform the data to a domain where noise and signal are separable, a goal that we attain by means of inversion. We illustrate our ideas with some of our favorite transformations: wavelets, eigenvectors, and Radon tra nsforms. We end with the notion of risk, baseball, and the Stein estimator.