The session focuses on advanced approaches for decision-making under uncertainty in energy systems. The papers showcase probabilistic frameworks, portfolio optimization methods, and valuation techniques that integrate technical, economic, and strategic factors. By moving beyond deterministic models, these contributions demonstrate how uncertainty can be leveraged to improve capital allocation, manage risk, and support more resilient investment decisions across the asset lifecycle.