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Facies classification from well logs using an inception convolutional network

 
: Tschannen, Valentin; Delescluse, Matthias; Rodriguez, Mathieu; Keuper, Janis

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Volltext ()

Online im WWW, 2017, arXiv:1706.00613, 5 S.
Englisch
Bericht, Elektronische Publikation
Fraunhofer ITWM ()

Abstract
The idea to use automated algorithms to determine geological facies from well logs is not new (see e.g Busch et al. (1987); Rabaute (1998)) but the recent and dramatic increase in research in the field of machine learning makes it a good time to revisit the topic. Following an exercise proposed by Dubois et al. (2007) and Hall (2016) we employ a modern type of deep convolutional network, called \textit{inception network} (Szegedy et al., 2015), to tackle the supervised classification task and we discuss the methodological limits of such problem as well as further research opportunities.

: http://publica.fraunhofer.de/dokumente/N-593507.html