20 citations · 33 across the 9 of their papers we have counts for
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Data-Driven Observability Decomposition with Koopman Operators for Optimization of Output Functions of Nonlinear Systems
Shara Balakrishnan, Aqib Hasnain, Robert Egbert +1
When complex systems with nonlinear dynamics achieve an output performance objective, only a fraction of the state dynamics significantly impacts that output. Those minimal state d…
The Effect of Sensor Fusion on Data-Driven Learning of Koopman Operators
Shara Balakrishnan, Aqib Hasnain, Rob Egbert +1
Dictionary methods for system identification typically rely on one set of measurements to learn governing dynamics of a system. In this paper, we investigate how fusion of output m…
Prediction of fitness in bacteria with causal jump dynamic mode decomposition
Shara Balakrishnan, Aqib Hasnain, Nibodh Boddupalli +3
In this paper, we consider the problem of learning a predictive model for population cell growth dynamics as a function of the media conditions. We first introduce a generic data-d…