With access to supercomputing resources at the Argonne Leadership Computing Facility (ALCF), a U.S. Department of Energy (DOE) Office of Science User Facility, a research team from the University of Minnesota and Rice University has demonstrated a predictive modeling capability that can help accelerate the discovery of new materials to improve biofuel and petroleum production.