Lithology Logging Recognition Technology Based on GWO-SVM Algorithm

Author:

Lu Shengyan12,Li Moujie1ORCID,Luo Na3,He Wei3,He Xiaojun3,Gan Changjian3,Deng Rui1ORCID

Affiliation:

1. Key Laboratory of Oil and Gas Resources and Exploration Technology of Ministry of Education, Yangtze University, Wuhan 430100, Hubei, China

2. China United Coalbed Methane (Shanxi) Co., Ltd., Taiyuan 030000, Shanxi, China

3. Petroleum Exploration & Development Research Institute, PetroChina Qinghai Oilfield Company, Dunhuang 736202, Gansu, China

Abstract

Accurate identification of lithology is the basis and key process of fine logging interpretation and evaluation. However, reservoirs formed by different sedimentary environments and tectonic movements generally have the characteristics of complex and diverse lithology and strong heterogeneity, which brings great difficulty to the identification of reservoir lithology. This paper proposes an automatic identification technology for lithology logging based on the GWO-SVM algorithm model. The technology is actually applied, and the results are compared with the results of the support vector machine cross-validation optimization model, PNN (probabilistic neural network) model, and ELM (extreme learning machine) model. The results show that the GWO-SVM lithology logging recognition model can efficiently solve the lithology recognition and classification problems in complex reservoir analysis and has strong adaptability and higher recognition accuracy.

Funder

National Science and Technology Major Project

Publisher

Hindawi Limited

Subject

General Engineering,General Mathematics

Reference21 articles.

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