Moudhi Alawadh, a master's candidate in petroleum and natural gas engineering, Statler College, will present their thesis defense, “An Artificial Neural Network Approach to Predicting Formation Stress in Multi-Stage Fractured Marcellus Shale Horizontal Wells Based On Drilling Operations Data,” on Thursday, November 16, 2023, at 11 a.m. in 301 Mineral Resources Building. Committee Chair: Mohamed El Sgher