Automatic classification of carbonate rocks permeability from 1H NMR relaxation data. Issue 9 (1st June 2015)

• Record Type: Journal Article
• Authors: da Silva, Pablo Nascimento; Gonçalves, Eduardo Corrêa; Rios, Edmilson Helton; Muhammad, Asif; Moss, Adam; Pritchard, Tim; Glassborow, Brent; Plastino, Alexandre; Azeredo, Rodrigo Bagueira de Vasconcellos
• Is Part Of: Expert systems with applications. Volume 42:Issue 9(2015)
• Page Start: 4299
• Page End: 4309
• Publication Date: 2015-06-01
• Subjects: Expert systems (Computer science) -- Periodicals; Systèmes experts (Informatique) -- Périodiques; Electronic journals; 006.33
• DOI: 10.1016/j.eswa.2015.01.034
• Languages: English
• ISSNs: 0957-4174

Abstract

<abstract xml:lang="en" abstract-type="author-highlights" id="ab005"> <title id="st115">Highlights</title> <sec> <p id="sp0005"> <list id="l0005"> <list-item id="o0005"> <label></label> <p id="p0325">This work investigates the effectiveness of data mining analysis on NMR data.</p> </list-item> <list-item id="o0010"> <label></label> <p id="p0330">The goal is to accurately predict the permeability class of carbonate rocks.</p> </list-item> <list-item id="o0015"> <label></label> <p id="p0335">Our approach outperforms the traditional NMR models Timur–Coates and Kenyon.</p> </list-item> <list-item id="o0020"> <label></label> <p id="p0340">Traditional models ignore the singular relationship between T₂ bins and pore throat.</p> </list-item> <list-item id="o0025"> <label></label> <p id="p0345">Data mining models capture the influence of each T₂ bin over the permeability class.</p> </list-item> </list> </p> </sec> </abstract>