Eslam Ibrahim Student (Ph.D.), GERAD share Polytechnique Montréal eslam.ibrahim@polymtl.ca Education since Sep 2021 Ph.D. Optimisation of Hydrogen Supply chain Polytechnique Montréal – Department of Mathematics and Industrial Engineering, Hanane Dagdougui, director News Doctoral thesis defence of Eslam Ibrahim - April 13, 9h00 Apr 13, 2026 Title: Human-Centric, Causal and Physics-Guided AI for Designing and Optimizing Sustainable Industrial Processes and Materials