Abstract: Extensive monitoring, along with data assimilation based on these measurements, will be essential in the management of gigaton-scale geological CO2 storage operations. In this talk, I will present two data assimilation frameworks for uncertainty reduction in flow and geomechanical responses. First, I will describe the use of a deep-learning-based surrogate for model-based data assimilation. …