Results 11 to 20 of about 13,618 (231)
Koopman operator dynamical models: Learning, analysis and control [PDF]
This is an authors' version of the work that is published in Annual Reviews in Control journal.
Bevanda, Petar +2 more
openaire +5 more sources
Omnidirectional mobile manipulators (OMMs) have been widely used due to their high mobility and operating flexibility. However, since OMMs are complex nonlinear systems with uncertainties, the dynamic modeling and control are always challenging problems.
Xuehong Zhu +3 more
doaj +1 more source
Symplectic Geometry of the Koopman Operator [PDF]
Abstract We consider the Koopman operator generated by an invertible transformation of a space with a finite countably additive measure. If the square of this transformation is ergodic, then the orthogonal Koopman operator is a symplectic transformation on the real Hilbert space of square summable functions with zero ...
openaire +1 more source
In this study, a novel application of the Koopman operator for control-oriented modeling of proton exchange membrane fuel cell (PEMFC) stacks is proposed. The primary contributions of this paper are: (1) the design of Koopman-based models for a fuel cell
Da Huo, Carrie M. Hall
doaj +1 more source
Renormalization group as a Koopman operator [PDF]
Koopman operator theory is shown to be directly related to the renormalization group. This observation allows us, with no assumption of translational invariance, to compute the critical exponents $ $ and $ $, as well as ratios of critical exponents, of classical spin systems from single observables alone.
openaire +3 more sources
A quantitative analysis of Koopman operator methods for system identification and predictions
We give convergence and cost estimates for a data-driven system identification method: given an unknown dynamical system, the aim is to recover its vector field and its flow from trajectory data.
Zhang, Christophe, Zuazua, Enrique
doaj +1 more source
Diffeomorphically Learning Stable Koopman Operators
Comment: Revised version submitted to IEEE Control Systems Letters (L-CSS) with substantially revised exposition, evaluation and proof of Lemma 2 (previously Lemma 8)
Petar Bevanda +5 more
openaire +3 more sources
Koopman Operator Framework for Spectral Analysis and Identification of Infinite-Dimensional Systems
We consider the Koopman operator theory in the context of nonlinear infinite-dimensional systems, where the operator is defined over a space of bounded continuous functionals. The properties of the Koopman semigroup are described and a finite-dimensional
Alexandre Mauroy
doaj +1 more source
Feedback Stabilization Using Koopman Operator [PDF]
Accepted for IEEE Conference on Decision and Control(CDC ...
Huang, Bowen, Ma, Xu, Vaidya, Umesh
openaire +2 more sources
Robust Approximation of the Stochastic Koopman Operator
20 pages, six ...
Mathias Wanner, Igor Mezić
openaire +3 more sources

