The PhILMs ("films") Center is a collaboration among Pacific Northwest National Laboratory and Sandia Laboratories, with academic partners at Brown University, Massachusetts Institute of Technology, Stanford University, and the University of California, Santa Barbara.
PhILMs is uncovering hidden physics based on new developments in deep learning, a computing technique that harnesses the power of machine learning and big data.
PhILMs investigators are developing physics-informed learning machines by encoding physics knowledge into deep learning networks to:
This work is supported by the Applied Mathematics Program within the U.S. Department of Energy Office of Advanced Scientific Computing Research.
Panos Stinis and Amanda Howard are organizers for a minisymposium titled "Recent Advances in Machine Learning for Multiscale Systems" at the SIAM Annual Meeting in July 2022.