Deep carbonate reservoir characterisation using multi-seismic attributes via machine learning with physical constraints

Geophysical pore type inversion in carbonate reservoir: integration of cores, well-logs, and seismic data (Yadana field, offshore Myanmar)

(2021) Thomas Teillet et al.   GEOPHYSICS

Frequency dependent AVO analysis: a potential seismic attribute for thin-bed identification

(2021) Zeyu Zhao et al.   GEOPHYSICS

Automatic recommendation of feature selection algorithms based on dataset characteristics

(2021) Antonio Rafael Sabino Parmezan et al.   EXPERT SYSTEMS WITH APPLICATIONS

A gradient boosting decision tree algorithm combining synthetic minority over-sampling technique for lithology identification

(2020) Kaibo Zhou et al.   GEOPHYSICS

PETROPHYSICAL PROPERTIES PREDICTION FROM PRE-STACK SEISMIC DATA USING CONVOLUTIONAL NEURAL NETWORKS

(2020) Vishal Das et al.   GEOPHYSICS

Seismic facies classification using supervised convolutional neural networks and semisupervised generative adversarial networks

(2020) Mingliang Liu et al.   GEOPHYSICS

Automatic Lithology Identification by Applying LSTM to Logging Data: A Case Study in X Tight Rock Reservoirs

(2020) Jing Lin et al.   IEEE Geoscience and Remote Sensing Letters

Machine learning for data-driven discovery in solid Earth geoscience

(2019) Karianne J. Bergen et al.   SCIENCE

A Machine Learning Benchmark for Facies Classification

(2019) Yazeed Alaudah et al.   Interpretation-A Journal of Subsurface Characterization

Lithologic mapping using Random Forests applied to geophysical and remote-sensing data: A demonstration study from the Eastern Goldfields of Australia

(2018) Stephen Kuhn et al.   GEOPHYSICS

Well-Log and Seismic Data Integration for Reservoir Characterization: A Signal Processing and Machine-Learning Perspective

(2018) Soumi Chaki et al.   IEEE SIGNAL PROCESSING MAGAZINE

Reservoir lithology classification based on seismic inversion results by Hidden Markov Models: Applying prior geological information

(2018) Runhai Feng et al.   MARINE AND PETROLEUM GEOLOGY

Seismic characterization of a carbonate reservoir in Tarim Basin

(2017) Yan Liu et al.   GEOPHYSICS

Theory-Guided Data Science: A New Paradigm for Scientific Discovery from Data

(2017) Anuj Karpatne et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

A new technique for lithology and fluid content prediction from prestack data: An application to a carbonate reservoir

(2015) Kamal Hami-Eddine et al.   Interpretation-A Journal of Subsurface Characterization

Probabilistic lithofacies prediction from prestack seismic data in a heterogeneous carbonate reservoir

(2014) Luanxiao Zhao et al.   GEOPHYSICS

Geological mapping using remote sensing data: A comparison of five machine learning algorithms, their response to variations in the spatial distribution of training data and the use of explicit spatial information

(2013) Matthew J. Cracknell et al.   COMPUTERS & GEOSCIENCES

The upside of uncertainty: Identification of lithology contact zones from airborne geophysics and satellite data using random forests and support vector machines

(2013) Matthew J. Cracknell et al.   GEOPHYSICS

Probabilistic petrophysical-properties estimation integrating statistical rock physics with seismic inversion

(2010) Dario Grana et al.   GEOPHYSICS

Effects of depositional and diagenetic characteristics on carbonate reservoir quality: a case study from the South Pars gas field in the Persian Gulf

(2009) B. Esrafili-Dizaji et al.   PETROLEUM GEOSCIENCE