Title :
An application of data mining and knowledge discovery process in the field of natural gas exploration
Author :
Acar, Mehmet Akif ; Tolun, Mehmet R. ; Elbasi, Ersin
Author_Institution :
Dept. of Comput. Eng., Cankaya Univ., Ankara, Turkey
Abstract :
Natural gas exploration has been shifting significantly in the last decades with the progression of new ingenious technologies. However, such technologies generates large amount of data sets and handling of them create problems such as interpretation of data. To solve such problems Data Mining techniques could be used. This work includes the application procedure of Data Mining and Knowledge Discovery to Natural Gas Well Log data using a set of algorithms and a decent Data Mining tool. And the success of each algorithm in terms of the amount of useful rules is compared.
Keywords :
data mining; manufacturing data processing; natural gas technology; data handling; data interpretation; data mining tool; data sets; knowledge discovery process; natural gas exploration; natural gas well log data; Accuracy; Classification algorithms; Data mining; Databases; Natural gas; Prediction algorithms; Rocks; Data Mining; Knowledge Discovery; Natural Gas Exploration; Oil & Gas;
Conference_Titel :
Application of Information and Communication Technologies (AICT), 2014 IEEE 8th International Conference on
Conference_Location :
Astana
Print_ISBN :
978-1-4799-4120-9
DOI :
10.1109/ICAICT.2014.7035957