Syntactic pattern recognition for classification of ricker wavelets

Kou-Yuan Huang, King Sun Fu

Research output: Contribution to conferencePaper

Abstract

A seismic trace includes three kinds of zero-phase Ricker wavelets in our investigations. For poor separability, threshold selection in the decision-theoretic pattern recognition is not easy. So the approach of syntactic pattern recognition is proposed. The block diagram of a syntactic pattern recognition system is shown in Figure 3. In the primitive recognition, Freeman's chain code is used, i.e., amplitude-independent code and amplitude-dependent code. String encoding converts a seismic trace into a sentence, i.e., a string of primitives. A peak recognition algorithm can be applied to detect positive and negative peaks. From these peaks, Ricker wavelets can be extracted. Three syntactic methods are presented for the classification of Ricker wavelets. They are finite-state automaton, minimum-distance classification, and nearest-neighbor (NN) classification. In order to carry out the minimum-distance and the NN classifications, string distance is computed by Levenshtein distance which is the minimum number of symbol insertions, deletions, and substitutions required to transform one string into the other string. This distance can be computed by using dynamic programming. There are two and three-class classifications and the results are very encouraging.

Original languageEnglish
Pages435-437
Number of pages3
StatePublished - 1 Jan 1993
Event1983 Society of Exploration Geophysicists Annual Meeting, SEG 1983 - Las Vegas, United States
Duration: 11 Sep 198315 Sep 1983

Conference

Conference1983 Society of Exploration Geophysicists Annual Meeting, SEG 1983
CountryUnited States
CityLas Vegas
Period11/09/8315/09/83

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    Huang, K-Y., & Fu, K. S. (1993). Syntactic pattern recognition for classification of ricker wavelets. 435-437. Paper presented at 1983 Society of Exploration Geophysicists Annual Meeting, SEG 1983, Las Vegas, United States.