1. Almajid, M. M., Abu-Al-Saud, M. O. Prediction of porous media fluid flow using physics informed neural networks. Journal of Petroleum Science and Engineering, 2022, 208: 109205.
2. Enhanced oil recovery by nanoparticles flooding: From numerical modeling improvement to machine learning prediction;Alwated;Advances in Geo-Energy Research,2021
3. Physics-informed neural networks (PINNs) for fluid mechanics: A review;Cai;Acta Mechanica Sinica,2021
4. Deep learning method based on physics informed neural network with resnet block for solving fluid flow problems;Cheng;Water,2021
5. Coutinho, E. J. R., Dall?Aqua, M., McClenny, L., et al. Physics-informed neural networks with adaptive localized artificial viscosity. ArXiv preprint, 2022: 2203.08802.