In the context of catalysis, downtime can lead to substantial financial losses and reduced productivity. Industrial processes such as refining and chemical manufacturing are particularly sensitive to downtime because they often operate continuously. Any interruption can result in not only lost production time but also additional costs due to the startup and shutdown procedures.