Design of a digital shadow for electric vertical takeoff and landing (eVTOL) powertrains, aimed at monitoring the remaining useful life of critical components. It is a functional framework that can track health indicators of an eVTOL’s power electronics and drive components in real time, which provides a foundation for prognostics and health management in electrified aircraft – a key to ensuring safety and reliability in emerging electric aviation.