[HTML][HTML] Data-driven model reduction for port-Hamiltonian and network systems in the Loewner framework
The model reduction problem in the Loewner framework for port-Hamiltonian and network
systems on graphs is studied. In particular, given a set of right-tangential interpolation data …
systems on graphs is studied. In particular, given a set of right-tangential interpolation data …
[HTML][HTML] Interconnection-based model order reduction-a survey
In this survey we present in an organic, complete, and accessible style the interconnection
framework for model order reduction. While this framework originally started as a revisitation …
framework for model order reduction. While this framework originally started as a revisitation …
Parameterization of all differential-algebraic moment matching interpolants
In this article we extend the notion of time-domain moment to a class of general systems of
nonlinear differential-algebraic equations. Additionally, a new family of systems achieving …
nonlinear differential-algebraic equations. Additionally, a new family of systems achieving …
Nonlinear data-driven moment matching in Reproducing Kernel Hilbert Spaces
The continuously increasing amount of noisy data demands the development of accurate
and efficient models for analysis, modeling, and control. In this article, we propose a novel …
and efficient models for analysis, modeling, and control. In this article, we propose a novel …
Moment Matching for Nonlinear Systems of Second-Order Equations
In this paper we consider the problem of constructing nonlinear systems of second-order
equations that achieve moment matching. In particular, necessary and sufficient conditions …
equations that achieve moment matching. In particular, necessary and sufficient conditions …
A polynomial approximation scheme for nonlinear model reduction by moment matching
We propose a procedure for the numerical approximation of invariance equations arising in
the moment matching technique associated with reduced-order modeling of high …
the moment matching technique associated with reduced-order modeling of high …
Kernel-Based Continuous-Time System Identification: A Parametric Approximation
In this paper, we discuss the non-parametric estimate problem using kernel-based LTI
system identification techniques by constructing a Loewner-based interpolant of the …
system identification techniques by constructing a Loewner-based interpolant of the …
Enforcing Stability of Linear Interpolants in the Loewner Framework
This letter considers the problem of constructing exponentially stable interpolants in the
Loewner framework for linear systems of differential-algebraic equations. A designer must …
Loewner framework for linear systems of differential-algebraic equations. A designer must …
Construction of Nonlinear Interpolants With Second-Order Equation Structure in the Loewner Framework
JD Simard - IFAC-PapersOnLine, 2024 - Elsevier
This paper studies the construction of nonlinear interpolants consisting of second-order
equations in the Loewner framework. First, conditions are given for which a system of …
equations in the Loewner framework. First, conditions are given for which a system of …
Fréchet Discrete Gradient and Hessian Operators on Infinite-Dimensional Spaces
Benefiting from the notion of Fréchet derivatives, we define Fréchet discrete operators, such
as gradient and Hessian, on infinite-dimensional spaces. The Fréchet discrete gradient …
as gradient and Hessian, on infinite-dimensional spaces. The Fréchet discrete gradient …