Title :
An Instrumental Variable Approach to Minimum-Variance Seismic Deconvolution
Author :
Kollias, Stefanos D. ; Halkias, Christos C.
Author_Institution :
Department of Electrical Engineering, National Technical University, Athens, Greece
Abstract :
A new method is proposed in this paper for sequential parameter estimation and deconvolution of seismic signals. An on-line algorithm of the instrumental variables method is appropriately combined for this purpose with a fixed-lag version of minimum-variance seismic deconvolution. A consistency and an accuracy analysis of the proposed algorithm are presented, using a special type of instrumental variables. The performance of the method is examined in the cases of nonminimum phase or slowly time-varying seismic wavelets. The results are illustrated by simulation studies using examples already studied in the literature.
Keywords :
Absorption; Autoregressive processes; Deconvolution; Instruments; Maximum likelihood detection; Maximum likelihood estimation; Phased arrays; Reflectivity; Shape; State estimation;
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on
DOI :
10.1109/TGRS.1985.289462