Reservoir characterization through comprehensive modeling of elastic logs prediction in heterogeneous rocks using unsupervised clustering and class-based ensemble machine learning. - Muhammad Ali; Peimin Zhu; Ren Jiang; Ma Huolin; Muhsan Ehsan; Wakeel Hussain; Hao Zhang 116; Umar Ashraf; Jared Ullaah (Appl. Soft Comput., 2023)

Optimizing seismic-based reservoir property prediction: a synthetic data-driven approach using convolutional neural networks and transfer learning with real data integration. - Muhammad Ali; He Changxingyue; Ning Wei; Ren Jiang; Peimin Zhu; Hao Zhang 116; Wakeel Hussain; Umar Ashraf (Artif. Intell. Rev., 2025)