Industrial pumps play a crucial role in moving fluids and gases across various industries. They account for a significant portion of motor-driven equipment in industrial production facilities, contributing to substantial energy consumption. According to the United States Department of Energy (DOE), process pumps constitute 25% of total motor system energy use in production. The ability to predict pump failures is therefore critical for operators across all industries.