Qualification of proxy experiments for accelerated electrochemical testing in self-driving labs

Material acceleration platforms (MAPs) aim at accelerating the discovery of functional materials by combining simulation-assisted pre-screening of potential candidate materials with fast property evaluation using self-driving labs (SDLs) enabling an early upscaling and assessment of device level properties. For the development of corrosion protection technologies or in energy applications, a key challenge lies in identifying property descriptors that reliably predict long-term stability while re