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A port-Hamiltonian model for compressible Newtonian fluid dynamics is presented in entirely coordinate-independent geometric fashion. This is achieved by use of tensor-valued differential forms that allow to describe describe the…

流体动力学 · 物理学 2021-05-05 Federico Califano , Ramy Rashad , Frederic P. Schuller , Stefano Stramigioli

Stochastic port-Hamiltonian systems represent open dynamical systems with dissipation, inputs, and stochastic forcing in an energy based form. We introduce stochastic port-Hamiltonian neural networks, SPH-NNs, which parameterize the…

机器学习 · 计算机科学 2026-03-12 Luca Di Persio , Matthias Ehrhardt , Youness Outaleb

We discuss structure-preserving model order reduction for port-Hamiltonian systems based on an approximation of the full-order state by a linear combination of ansatz functions which depend themselves on the state of the reduced-order…

数值分析 · 数学 2023-05-16 Philipp Schulze

The relationships between port-Hamiltonian systems modeling and the notion of monotonicity are explored. The earlier introduced notion of incrementally port-Hamiltonian systems is extended to maximal cyclically monotone relations, together…

最优化与控制 · 数学 2022-06-22 M. Kanat Camlibel , Arjan van der Schaft

We consider linear first-order systems of ordinary differential equations (ODEs) in port-Hamiltonian (pH) form. Physical parameters are remodelled as random variables to conduct an uncertainty quantification. A stochastic Galerkin…

数值分析 · 数学 2023-08-15 Roland Pulch , Olivier Sète

Port-Hamiltonian systems theory provides a systematic methodology for the modeling, simulation and control of multi-physics systems. The incorporation of algebraic constraints has led to a multitude of definitions of port-Hamiltonian…

最优化与控制 · 数学 2022-11-15 Arjan van der Schaft , Volker Mehrmann

In this work, we propose a structure-preserving discretisation for the recently studied Cahn-Hilliard-Biot system using conforming finite elements in space and problem-adapted explicit-implicit Euler time integration. We prove that the…

数值分析 · 数学 2024-07-18 Aaron Brunk , Marvin Fritz

In this note, we consider port-Hamiltonian structures in numerical optimal control of ordinary differential equations. By introducing a novel class of nonlinear monotone port-Hamiltonian (pH) systems, we show that the primal-dual gradient…

最优化与控制 · 数学 2024-12-17 Hannes Gernandt , Manuel Schaller

This article presents an innovative approach to integrating port-Hamiltonian systems with neural network architectures, transitioning from deterministic to stochastic models. The study presents novel mathematical formulations and…

动力系统 · 数学 2024-03-26 Luca Di Persio , Matthias Ehrhardt , Sofia Rizzotto

We investigate the stability of the wave equation with spatial dependent coefficients on a bounded multidimensional domain. The system is stabilized via a scattering passive feedback law. We formulate the wave equation in a port-Hamiltonian…

泛函分析 · 数学 2022-02-18 Birgit Jacob , Nathanael Skrepek

We consider an operator-theoretic approach to linear infinite-dimensional port-Hamiltonian systems. In particular, we use the theory of system nodes by Staffans to formulate a~suitable concept for port-Hamiltonian systems, which allows a…

偏微分方程分析 · 数学 2023-02-13 Friedrich Philipp , Timo Reis , Manuel Schaller

Despite the immense success of neural networks in modeling system dynamics from data, they often remain physics-agnostic black boxes. In the particular case of physical systems, they might consequently make physically inconsistent…

We provide an introduction to infinite-dimensional port-Hamiltonian systems. As this research field is quite rich, we restrict ourselves to the class of infinite-dimensional linear port-Hamiltonian systems on a one-dimensional spatial…

偏微分方程分析 · 数学 2023-08-04 Birgit Jacob , Hans Zwart

A rigid body model for the dynamics of a marine vessel, used in simulations of offshore pipe-lay operations, gives rise to a set of ordinary differential equations with controls. The system is input-output passive. We propose…

数值分析 · 数学 2018-04-24 Elena Celledoni , Eirik Hoel Høiseth , Nataliya Ramzina

Boundary controlled irreversible port-Hamiltonian systems (BC-IPHS) on 1-dimensional spatial domains are defined by extending the formulation of reversible BC-PHS to irreversible thermodynamic systems controlled at the boundaries of their…

系统与控制 · 电气工程与系统科学 2023-07-19 Hector Ramirez , Yann Le Gorrec , Bernhard Maschke

We study $H_\infty$ control design for linear time-invariant port-Hamiltonian systems. By a modification of the two central algebraic Riccati equations, we ensure that the resulting controller will be port-Hamiltonian. Using these modified…

最优化与控制 · 数学 2022-06-20 Tobias Breiten , Attila Karsai

Many dynamical systems -- from robots interacting with their surroundings to large-scale multiphysics systems -- involve a number of interacting subsystems. Toward the objective of learning composite models of such systems from data, we…

机器学习 · 计算机科学 2023-05-16 Cyrus Neary , Ufuk Topcu

This work extends previous 1D irreversible port-Hamiltonian system (IPHS) formulations to boundary-controlled ND distributed parameter systems describing conduction-diffusion fluid phenomena. Within a unified and thermodynamically…

系统与控制 · 电气工程与系统科学 2026-03-13 Luis Mora , Yann Le Gorrec , Hector Ramirez , Denis Matignon

We extend deterministic port-Hamiltonian systems (PHS) to a stochastic framework by means of stochastic differential equations. As the dissipation inequality plays a crucial role for deterministic PHS, we develop several passivity concepts…

最优化与控制 · 数学 2025-12-08 Julia Ackermann , Thomas Kruse , Stefan Tappe

We introduce an energy-based model, which seems especially suited for constrained systems. The proposed model provides an alternative to the popular port-Hamiltonian framework and exhibits similar properties such as energy dissipation as…

数值分析 · 数学 2024-12-10 R. Altmann , P. Schulze