An Ontology-Based Automatic Approach for Lithologic Correlation

被引:1
|
作者
Garcia, Luan Fonseca [1 ]
Carbonera, Joel [1 ]
Abel, Mara [1 ]
机构
[1] Univ Fed Rio Grande do Sul, Inst Informat, BR-90046900 Porto Alegre, RS, Brazil
关键词
sequence alignment; clustering; data mining; ontology; petroleum geology;
D O I
10.1109/ICTAI.2014.29
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper we present an automatic approach for the lithologic correlation task, which is a crucial task in the domain of Petroleum Geology. In our approach, we consider the lithologic correlation task as formally equivalent to the task of DNA sequence alignment, in the domain of Bioinformatics. This allows us to use well-known sequence alignment algorithms for dealing with this task. Moreover, our approach uses a domain ontology for representing the knowledge about the domain objects. This ensures an agreement regarding the formal vocabulary used for describing the geological objects, allowing us to deal with the data collected by different geologists in a homogeneous way. Finally, we also use clustering techniques for finding groups of geological objects that are sufficiently similar for being correlated by the sequence alignment algorithms. We discuss some results of the application of our approach to a real dataset.
引用
收藏
页码:130 / 137
页数:8
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