You will work with a partner's physics-of-failure models of bearings and gears, turn their fault signals into realistic sensor data, rebuild the condition indicators that fielded health monitoring systems compute, and prove with sound statistics whether the synthetic data improves fault detection. Our first program builds physics-informed failure data for aircraft drivetrain health monitoring, working with an engineering partner that models how bearings and gears fail.