19 citations · 19 across the 7 of their papers we have counts for
3 papers · 1 filter
Symbolic Regression via Neural Networks
Nibodh Boddupalli, Timothy Matchen, Jeff Moehlis
Identifying governing equations for a dynamical system is a topic of critical interest across an array of disciplines, from mathematics to engineering to biology. Machine learning…
Steady state programming of controlled nonlinear systems via deep dynamic mode decomposition
Aqib Hasnain, Nibodh Boddupalli, Shara Balakrishnan +1
This paper describes the optimal selection of a control policy to program the steady state of controlled nonlinear systems with hyperbolic fixed points. This work is motivated by t…
Koopman Operators for Generalized Persistence of Excitation Conditions for Nonlinear Systems
Nibodh Boddupalli, Aqib Hasnain, Sai Pushpak Nandanoori +1
It is hard to identify nonlinear biological models strictly from data, with results that are often sensitive to experimental conditions. Automated experimental workflows and liquid…