An open-source toolbox to automate basin and petroleum system modeling for statistical analysis and uncertainty quantification

Author:

Al Ibrahim Mustafa A.1

Affiliation:

1. Saudi Aramco

Publisher

Society of Exploration Geophysicists and American Association of Petroleum Geologists

Reference21 articles.

1. Akiba, T., S. Sano, T. Yanase, T. Ohta, and M. Koyama, 2019, Optuna: A next-generation hyperparameter optimization framework: Proceedings of the 25th ACM SIGKDD International Conference, 2623–2631.

2. Al Ibrahim, M. A., 2019, Petroleum system modeling of heterogeneous organic-rich mudrocks, PhD Thesis: Stanford University, 169 p.

3. Integrating basin modeling with seismic technology and rock physics

4. Bergstra, J., R. Bardenet, Y. Bengio, and B. Kégl, 2011, Algorithms for hyper-parameter optimization: Proceedings of the 24th ICNIPS, 2546–2554.

5. Chheda, T., 2021, Optimizing exploration decisions under geologic uncertainty in basin and petroleum system modeling, PhD Thesis: Stanford, California, Stanford University, 95 p.

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