Forecasting Slugging Using Machine Learning

References

1. Jepsen, K. et al
   (2013): Emulation and Control of Slugging Flows in a Gas-Lifted Offshore Oil Production Well Through a Lab-sized Facility. IEEE Multi-conference on Systems and Control.
   [Google Scholar]
2. Bangert, P.
   (2012): Optimization for Industrial Problems. Springer.
   [Google Scholar]
3. Goodfellow, I., Bengio, Y., Courville, A.
   (2016): Deep Learning. MIT Press.
   [Google Scholar]
4. Hochreiter, S., Schmidhuber, J.
   (1997): Long Short-Term Memory. Neural Computation9, 1735–1780.
   [Google Scholar]
5. Gers, F.
   (2001): Long Short-Term Memory in Recurrent Neural Networks. PhD thesis at EPFL in Lausanne.
   [Google Scholar]
6. Graves, A.
   (2014): Generating Sequences With Recurrent Neural Networks. arXiv:1308.0850
   [Google Scholar]
7. Yu, Y., Si, X., Hu, C., Zhang, J.
   (2019): A Review of Recurrent Neural Networks: LSTM Cells and Network Architectures. Neural Computation31, 1235–1270.
   [Google Scholar]
8. Greff, K., Srivastava, R.K., Koutnik, J., Steunebrink, B.R., Schmidhuber, J.
   (2016): LSTM: A Search Space Odyssey. IEEE Transactions on Neural Networks and Learning Systems.
   [Google Scholar]
9. Guyon, I., Elisseeff, A.
   (2003): An Introduction to Variable and Feature Selection. Journal of Machine Learning Research3, 1157–1182.
   [Google Scholar]