036 AI and Machine Learning Applications III

Tuesday, 16 September

1530 - 1700

Room 19

Technical Session

Session Chairpersons

Klemens Katterbauer - Saudi Aramco PE&D

Rajesh Sharma - Schneider Electric

1530-1550 227659
Surrogate and Dimensionality Reduction-based Coupled Optimization of Well Pattern and Fracture Network in Tight Oil Reservoirs

J. Chen, D. WANG, China University of Petroleum (Beijing); Y. Zhao, Jidong Oilfield Branch, PetroChina; R. Luo, Y. ZHANG, W. Niu, X. Qi, China University of Petroleum (Beijing); G. Chen, Cornell University; K. Song, China University of Petroleum (Beijing)
1550-1610 227369
Reserve Estimation Based on Post-stack Seismic Inversion Via Multilayer Perceptron, Random Forest, and Extra Tree Regression Algorithms

L.M. Surachman, Geoscience Department-College of Petroleum Engineering & Geosciences-KFUPM; A. Abdulraheem, Petroleum Engineering Department-College of Petroleum Engineering & Geosciences-KFUPM; S.I. Kaka, A. Al-Shuhail, Geoscience Department-College of Petroleum Engineering & Geosciences-KFUPM
1610-1630 226993
Mitigating Phase-Redistribution Effects in Pressure Transient Analysis Using Physics-Guided Neural Networks

M. Corrales, S. Asnin, M. Ravasi, King Abdullah University of Science & Technology (KAUST); Q. Sahu, H. Qanadeely, M. Al-Odah, R. Phillips Guerrero, EXPEC ARC, Saudi Aramco; H. Hoteit, King Abdullah University of Science & Technology (KAUST)
1630-1650 227181
Revolutionizing Lower Completions Design through Unsupervised Machine Learning Clustering: An Integration of Well Construction Data and Reservoir Characteristics

B. Mutairi, Y. Wang, M. Alahmadi, Saudi Aramco; E.Z. Ferreira, A. Vianna, S. Alsurayie, Baker Hughes
Alternate 227767
Enhancing Seismic Feature Quality with Transformer-Based Models for Mud Weight Prediction

K.A. Khemraev, N. Zinovich, G.A. Peshkov, N. Bukhanov, Aramco Innovations
Alternate 227205
A Data-Driven Model for Predicting Competitive Adsorption of CH₄ and CO₂ in Shallow Coal Seams during CO₂-Enhanced Coalbed Methane Recovery

I. Spivakova, I. Bayanov, S. Kalam, P. Pourafshary, M. Riazi, Nazarbayev University
Alternate 227013
Distributed Machine Learning Training in Oil and Gas Industry via Federated Learning

Z. Bayraktar, N. Baklanov, M. Abuhaikal, SLB; O. Sindt, SLB Middle East

Technical Programme

036 AI and Machine Learning Applications III