Discovery of Physics From Data: Universal Laws and Discrepancies
Discovery of Physics From Data: Universal Laws and Discrepancies
Machine learning (ML) and artificial intelligence (AI) algorithms are now being used to automate the discovery of physics principles and governing equations from measurement data alone. However, positing a universal physical law from data is challenging without simultaneously proposing an accompanying discrepancy model to account for the inevitable mismatch between …