Small Data Challenge for Materials Research in Battery Manufacturing

The harnessing of data driven methods for materials design in battery manufacturing, demands the linking of data associated with the fundamentals of materials chemistry through to battery performance. A critical limitation of applying current informatics methods is that available data captures only small parts of the materials information spectrum. In this presentation we explore approaches to address this issue to track linkages between multiscale data regimes that allows one to explore connections between crystal chemistry to device performance.