Umar Ashraf

According to our database, Umar Ashraf authored at least 3 papers between 2023 and 2025.

Collaborative distances:

• Dijkstra number of six.
• Erdős number of five.

2025

Data-driven machine learning approaches for precise lithofacies identification in complex geological environments.

Muhammad Ali, Peimin Zhu, Ma Huolin, Ren Jiang, Hao Zhang, Umar Ashraf, Wakeel Hussain

Geo spatial Inf. Sci., July, 2025

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, Wakeel Hussain, Umar Ashraf

Artif. Intell. Rev., January, 2025

2023

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, Umar Ashraf, Jared Ullaah

Appl. Soft Comput., November, 2023