Lithology discrimination using seismic elastic attributes: a genetic fuzzy classifier approach

Created by W.Langdon from gp-bibliography.bib Revision:1.4524

  author =       "Eric {da Silva Praxedes} and 
                 Adriano Soares Koshiyama and Elita Selmara Abreu and Douglas Mota Dias and 
                 Marley Maria Bernardes Rebuzzi Vellasco and 
                 Marco Aurelio Cavalcanti Pacheco",
  title =        "Lithology discrimination using seismic elastic
                 attributes: a genetic fuzzy classifier approach",
  booktitle =    "GECCO '14: Proceedings of the 2014 conference on
                 Genetic and evolutionary computation",
  year =         "2014",
  editor =       "Christian Igel and Dirk V. Arnold and 
                 Christian Gagne and Elena Popovici and Anne Auger and 
                 Jaume Bacardit and Dimo Brockhoff and Stefano Cagnoni and 
                 Kalyanmoy Deb and Benjamin Doerr and James Foster and 
                 Tobias Glasmachers and Emma Hart and Malcolm I. Heywood and 
                 Hitoshi Iba and Christian Jacob and Thomas Jansen and 
                 Yaochu Jin and Marouane Kessentini and 
                 Joshua D. Knowles and William B. Langdon and Pedro Larranaga and 
                 Sean Luke and Gabriel Luque and John A. W. McCall and 
                 Marco A. {Montes de Oca} and Alison Motsinger-Reif and 
                 Yew Soon Ong and Michael Palmer and 
                 Konstantinos E. Parsopoulos and Guenther Raidl and Sebastian Risi and 
                 Guenther Ruhe and Tom Schaul and Thomas Schmickl and 
                 Bernhard Sendhoff and Kenneth O. Stanley and 
                 Thomas Stuetzle and Dirk Thierens and Julian Togelius and 
                 Carsten Witt and Christine Zarges",
  isbn13 =       "978-1-4503-2662-9",
  pages =        "1151--1158",
  keywords =     "genetic algorithms, genetic programming",
  month =        "12-16 " # jul,
  organisation = "SIGEVO",
  address =      "Vancouver, BC, Canada",
  URL =          "",
  DOI =          "doi:10.1145/2576768.2598319",
  publisher =    "ACM",
  publisher_address = "New York, NY, USA",
  abstract =     "One of the most important issues in oil \& gas
                 industry is the lithological identification. Lithology
                 is the macroscopic description of the physical
                 characteristics of a rock. This work proposes a new
                 methodology for lithological discrimination, using
                 GPF-CLASS model (Genetic Programming for Fuzzy
                 Classification) a Genetic Fuzzy System based on
                 Multi-Gene Genetic Programming. The main advantage of
                 our approach is the possibility to identify, through
                 seismic patterns, the rock types in new regions without
                 requiring opening wells. Thus, we seek for a reliable
                 model that provides two flexibilities for the experts:
                 evaluate the membership degree of a seismic pattern to
                 the several rock types and the chance to analyse at
                 linguistic level the model output. Therefore, the final
                 tool must afford knowledge discovery and support to the
                 decision maker. Also, we evaluate other 7
                 classification models (from statistics and
                 computational intelligence), using a database from a
                 well located in Brazilian coast. The results
                 demonstrate the potentialities of GPF-CLASS model when
                 comparing to other classifiers.",
  notes =        "Also known as \cite{2598319} GECCO-2014 A joint
                 meeting of the twenty third international conference on
                 genetic algorithms (ICGA-2014) and the nineteenth
                 annual genetic programming conference (GP-2014)",

Genetic Programming entries for Eric da Silva Praxedes Adriano Soares Koshiyama Elita Selmara Abreu Douglas Mota Dias Marley Maria Bernardes Rebuzzi Vellasco Marco Aurelio Cavalcanti Pacheco