S17-408 Autonomous Screening and Optimization of Battery Formation and Cycling Procedures Optimizing battery performance currently relies on empirical testing using arbitrary parameters, under-validated physiochemical models, and limited data analysis of summary trends. William Chueh Peter Attia Stefano Ermon Aditya Grover Todor Markov Nicolas Perkins