DOWNLOAD PRESENTATIONWATCH VIDEOWe propose architecture-aware improvements to the Algebraic Multiscale (AMS) class of preconditioners to accelerate reservoir simulation problems on modern parallel computers, and we present results comparing this augmented parallel AMS with the state of the art.