Papers Facies Classification
“Facies Classification” 태그가 달린 논문 6편 · 필터 해제
Facies Classification with Copula Entropy
In this paper we propose to apply copula entropy (CE) to facies classification. In our method, the correlations between geological variables and facies classes are measured with CE and then the variables associated with …
ClassificationFacies ClassificationCONSS: Contrastive Learning Approach for Semi-Supervised Seismic Facies Classification
Recently, seismic facies classification based on convolutional neural networks (CNN) has garnered significant research interest. However, existing CNN-based supervised learning approaches necessitate massive labeled data…
Contrastive LearningFacies ClassificationUnsupervised seismic facies classification using deep convolutional autoencoder
With the increased size and complexity of seismic surveys, manual labeling of seismic facies has become a significant challenge. Application of automatic methods for seismic facies interpretation could significantly redu…
ClassificationClusteringFacies ClassificationGeneral ClassificationA Machine Learning Benchmark for Facies Classification
The recent interest in using deep learning for seismic interpretation tasks, such as facies classification, has been facing a significant obstacle, namely the absence of large publicly available annotated datasets for tr…
BIG-bench Machine LearningClassificationFacies ClassificationGeneral Classification+1Application of Machine Learning in Rock Facies Classification with Physics-Motivated Feature Augmentation
With recent progress in algorithms and the availability of massive amounts of computation power, application of machine learning techniques is becoming a hot topic in the oil and gas industry. One of the most promising a…
BIG-bench Machine LearningClassificationDecision MakingFacies Classification+2Facies classification from well logs using an inception convolutional network
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 learnin…
BIG-bench Machine LearningClassificationFacies ClassificationGeneral Classification