Author

Y. Goraya

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Sep 2026

An Integrated Machine Learning–Enabled Workflow for Seismic-Driven Reservoir Characterization Using AVO Attributes, Extended Elastic Impedance, Colored Inversion, and Non-Stationary Property Modeling

We applied machine learning to enhance reservoir characterization by predicting elastic and petrophysical properties from seismic AVO attributes. Using synthetic gathers and a representative wavelet, we trained models at well locations and applied them directly to intercept and gradient volumes, bypassing traditional...

Y. Goraya, Aya Nashaat Mohammed, A. Al Hamoudi et al. · GOTECH · 0 citations

Sep 2026

Integrated Subsurface–Surface Intelligence for Comprehensive Reservoir Management: A Horizontal Well Case Study from ADNOC Offshore

This paper presents the results of a stochastic seismic inversion and rock physics study of a carbonate field in the Abstract This case study outlines ADNOC Offshore's integrated well planning and execution strategy, designed to minimize uncertainty reduced risk via integrated subsurface-surface technologies. A hori...

Aya Nashaat Mohammed, Y. Goraya, W. Fares et al. · GOTECH · 0 citations