11 citations · 14 across the 4 of their papers we have counts for
Showing 2022Show all
2 papers · 1 filter
nlin.AO2022
Universal Dynamics of Damped-Driven Systems: The Logistic Map as a Normal Form for Energy Balance
J. Nathan Kutz, Aminur Rahman, Megan R. Ebers +2
Damped-driven systems are ubiquitous in engineering and science. Despite the diversity of physical processes observed in a broad range of applications, the underlying instabilities…
stat.ML2022★ 11 cited
Discrepancy Modeling Framework: Learning missing physics, modeling systematic residuals, and disambiguating between deterministic and random effects
Megan R. Ebers, Katherine M. Steele, J. Nathan Kutz
Physics-based and first-principles models pervade the engineering and physical sciences, allowing for the ability to model the dynamics of complex systems with a prescribed accurac…