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Integrating K-means clustering analysis and generalized additive model for efficient reservoir characterization

Integrating K-means clustering analysis and generalized additive model for efficient reservoir characterization

We present new efficient algorithm for modeling the formation permeability given the well logs and core petrophysical properties in addition to vertical facies classification for a well in sandstone formation in West Africa. Firstly, the k-mean cluster analysis has been used to obtain the vertical r...

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Главные авторы: Bondarenko, M. A., Бондаренко, М. А.
Format: Статья
Jezik:English
Izdano: European Association of Geoscientists and Engineers, EAGE 2018
Teme:
Cluster analysis
Earth sciences
Functions
Petroleum reservoirs
Reduction
Well logging
Analysis of variance (ANOVA)
Online dostop:https://www.scopus.com/record/display.uri?eid=2-s2.0-84978710787&origin=resultslist&sort=plf-f&src=s&nlo=1&nlr=20&nls=afprfnm-t&affilName=North+caucasus+federal+university&sid=fac3bf863ed6a2befaa263cab61d19d7&sot=afnl&sdt=sisr&cluster=scopubyr%2c%222015%22%2ct&sl=53&s=%28AF-ID%28%22North+Caucasus+Federal+University%22+60070541%29%29&ref=%28Integrating+K-means+clustering+analysis+and+generalized+additive+model+for+efficient+reservoir+characterization%29&relpos=0&citeCnt=12&searchTerm=
https://dspace.ncfu.ru/handle/20.500.12258/3783
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https://www.scopus.com/record/display.uri?eid=2-s2.0-84978710787&origin=resultslist&sort=plf-f&src=s&nlo=1&nlr=20&nls=afprfnm-t&affilName=North+caucasus+federal+university&sid=fac3bf863ed6a2befaa263cab61d19d7&sot=afnl&sdt=sisr&cluster=scopubyr%2c%222015%22%2ct&sl=53&s=%28AF-ID%28%22North+Caucasus+Federal+University%22+60070541%29%29&ref=%28Integrating+K-means+clustering+analysis+and+generalized+additive+model+for+efficient+reservoir+characterization%29&relpos=0&citeCnt=12&searchTerm=
https://dspace.ncfu.ru/handle/20.500.12258/3783

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