A Data-Driven Approach for Lithology Identification Based on Parameter-Optimized Ensemble Learning

A New Method of Lithology Classification Based on Convolutional Neural Network Algorithm by Utilizing Drilling String Vibration Data

(2020) Gang Chen et al.   Energies

Bayesian optimization algorithm for multi-objective scheduling of time and precedence constrained tasks in heterogeneous multiprocessor systems

(2020) Pranab K. Muhuri et al.   APPLIED SOFT COMPUTING

Evaluation of machine learning methods for lithology classification using geophysical data

(2020) Thiago Santi Bressan et al.   COMPUTERS & GEOSCIENCES

Well Logging Based Lithology Identification Model Establishment Under Data Drift: A Transfer Learning Method

(2020) Haining Liu et al.   SENSORS

Group Method of Data Handling (GMDH) Lithology Identification Based on Wavelet Analysis and Dimensionality Reduction as Well Log Data Pre-Processing Techniques

(2019) Chuanbo Shen et al.   Energies

Optimization of models for a rapid identification of lithology while drilling - A win-win strategy based on machine learning

(2019) Jian Sun et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

3-D structural and seismic attribute analysis for field reservoir development and prospect identification in Fabianski Field, onshore Niger delta, Nigeria

(2019) I.I. Obiadi et al.   JOURNAL OF AFRICAN EARTH SCIENCES

Lithology identification using well logs: A method by integrating artificial neural networks and sedimentary patterns

(2019) Xiaoxu Ren et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

A Lithology Identification Approach Based on Machine Learning With Evolutionary Parameter Tuning

(2019) Camila Martins Saporetti et al.   IEEE Geoscience and Remote Sensing Letters

Lithofacies and stratigraphy prediction methodology exploiting an optimized nearest-neighbour algorithm to mine well-log data

(2019) David A. Wood   MARINE AND PETROLEUM GEOLOGY

Interpretation of production tests in geothermal wells with T2Well-EWASG

(2018) Ester Maria Vasini et al.   GEOTHERMICS

A Global Bayesian Optimization Algorithm and Its Application to Integrated System Design

(2018) Hakki Mert Torun et al.   IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS

Machine learning approaches for petrographic classification of carbonate-siliciclastic rocks using well logs and textural information

(2018) Camila Martins Saporetti et al.   JOURNAL OF APPLIED GEOPHYSICS

Evaluation of machine learning methods for formation lithology identification: A comparison of tuning processes and model performances

(2018) Yunxin Xie et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

Managing reservoir uncertainty in petroleum field development: Defining a flexible production strategy from a set of rigid candidate strategies

(2018) Susana M.G. Santos et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

Ensemble-based big data analytics of lithofacies for automatic development of petroleum reservoirs

(2018) Saurabh Tewari et al.   COMPUTERS & INDUSTRIAL ENGINEERING

Bayesian Optimization in a Billion Dimensions via Random Embeddings

(2016) Ziyu Wang et al.   JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH

Performance of the synergetic wavelet transform and modified K-means clustering in lithology classification using nuclear log

(2016) Huaijie Yang et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

Comparison of supervised and unsupervised approaches for mudstone lithofacies classification: Case studies from the Bakken and Mahantango-Marcellus Shale, USA

(2016) Shuvajit Bhattacharya et al.   Journal of Natural Gas Science and Engineering

Predictive lithological mapping of Canada's North using Random Forest classification applied to geophysical and geochemical data

(2015) J.R. Harris et al.   COMPUTERS & GEOSCIENCES

Probabilistic machine learning and artificial intelligence

(2015) Zoubin Ghahramani   NATURE

Identifying organic-rich Marcellus Shale lithofacies by support vector machine classifier in the Appalachian basin

(2013) Guochang Wang et al.   COMPUTERS & GEOSCIENCES