no code implementations • 5 Dec 2020 • Waad Subber, Piyush Pandita, Sayan Ghosh, Genghis Khan, Liping Wang, Roger Ghanem
Without a prior definition of the model structure, first a free-form of the equation is discovered, and then calibrated and validated against the available data.
1 code implementation • 2 Jan 2020 • Steven Atkinson, Sayan Ghosh, Natarajan Chennimalai-Kumar, Genghis Khan, Liping Wang
We describe a method for Bayesian optimization by which one may incorporate data from multiple systems whose quantitative interrelationships are unknown a priori.
no code implementations • 27 Sep 2019 • Steven Atkinson, Waad Subber, Liping Wang, Genghis Khan, Philippe Hawi, Roger Ghanem
We present a method of discovering governing differential equations from data without the need to specify a priori the terms to appear in the equation.