Lithological facies classification using deep convolutional neural network
Sign Up to like & getrecommendations! Published in 2019 at "Journal of Petroleum Science and Engineering"
DOI: 10.1016/j.petrol.2018.11.023
Abstract: Abstract The aim of this paper is the development of an effective model based on deep learning for geological facies classification in wells. Facies classification is carried out by studying the lithological properties of rocks,… read more here.
Keywords: facies classification; model; neural network; well log ... See more keywords
Spatial pseudo-labeling for semi-supervised facies classification
Sign Up to like & getrecommendations! Published in 2020 at "Journal of Petroleum Science and Engineering"
DOI: 10.1016/j.petrol.2020.107834
Abstract: Abstract For the Quantitative classification of facies is crucial to link seismic data with its corresponding lithology for the evaluation of reservoir properties. During the past decade, seismic volumes have increased to the degree that… read more here.
Keywords: spatial pseudo; pseudo; pseudo labeling; semi supervised ... See more keywords
Explainable Deep Learning for Supervised Seismic Facies Classification Using Intrinsic Method
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Geoscience and Remote Sensing"
DOI: 10.1109/tgrs.2023.3236500
Abstract: Deep-learning (DL) techniques have been proposed to solve geophysical seismic facies classification problems without introducing the subjectivity of human interpreters’ decisions. However, such DL algorithms are “black boxes” by nature, and the underlying basis can… read more here.
Keywords: explainable deep; classification; learning supervised; facies classification ... See more keywords