Dynamic Mode Decomposition of Control-Affine Nonlinear Systems using Discrete Control Liouville Operators

التفاصيل البيبلوغرافية
العنوان: Dynamic Mode Decomposition of Control-Affine Nonlinear Systems using Discrete Control Liouville Operators
المؤلفون: Morrison, Zachary, Abudia, Moad, Rosenfeld, Joel, Kamalapurar, Rushikesh
سنة النشر: 2023
المجموعة: Mathematics
مصطلحات موضوعية: Mathematics - Optimization and Control, Mathematics - Dynamical Systems, Mathematics - Functional Analysis
الوصف: Representation of nonlinear dynamical systems as infinite-dimensional linear operators over Hilbert spaces enables analysis of nonlinear systems via pseudo-spectral operator analysis. In this paper, we provide a novel representation for discrete-time control-affine nonlinear dynamical systems as linear operators acting on a Hilbert space. We also demonstrate that this representation can be used to predict the behavior of the closed-loop system given a known feedback law using recorded snapshots of the system state resulting from arbitrary, potentially open-loop control inputs. We thereby extend the predictive capabilities of dynamic mode decomposition to discrete-time nonlinear systems that are affine in control. We validate the method using two numerical experiments by predicting the response of a controlled Duffing oscillator to a known feedback law, as well as demonstrating the advantage of the developed method relative to existing techniques in the literature.
نوع الوثيقة: Working Paper
DOI: 10.1109/LCSYS.2023.3348205
URL الوصول: http://arxiv.org/abs/2309.09817
رقم الأكسشن: edsarx.2309.09817
قاعدة البيانات: arXiv
الوصف
DOI:10.1109/LCSYS.2023.3348205