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Symplectic integration of autonomous Hamiltonian systems is a well-known field of study in geometric numerical integration, but for non-autonomous systems the situation is less clear, since symplectic structure requires an even number of…

数值分析 · 数学 2014-09-18 Håkon Marthinsen , Brynjulf Owren

Hamiltonian systems are differential equations which describe systems in classical mechanics, plasma physics, and sampling problems. They exhibit many structural properties, such as a lack of attractors and the presence of conservation…

数值分析 · 数学 2022-01-14 Christian Offen , Sina Ober-Blöbaum

In this paper, we investigate the asymptotic error distributions of symplectic methods for stochastic Hamiltonian systems and further provide Hamiltonian-specific analysis that clarifies the superiority of symplectic methods. Our…

数值分析 · 数学 2025-12-04 Chuchu Chen , Xinyu Chen , Jialin Hong , Yuqian Miao

This article considers Hamiltonian mechanical systems with potential functions admitting jump discontinuities. The focus is on accurate and efficient numerical approximations of their solutions, which will be defined via the laws of…

数值分析 · 数学 2022-01-05 Molei Tao , Shi Jin

Modified Hamiltonians are used in the field of geometric numerical integration to show that symplectic schemes for Hamiltonian systems are accurate over long times. For nonlinear systems the series defining the modified Hamiltonian usually…

数值分析 · 数学 2018-11-14 Shami A Alsallami , Jitse Niesen , Frank W Nijhoff

We show that, when applied to any non-canonical Hamiltonian system, any integrator that is symplectic for canonical Hamiltonian problems is actually conjugate symplectic for the non-canonical structure. This result is useful because it…

辛几何 · 数学 2015-10-14 Beibei Zhu , Ruili Zhang , Yifa Tang , Xiongbiao Tu

It has previously been shown that varying the numerical timestep during a symplectic orbital integration leads to a random walk in energy and angular momentum, destroying the phase space-conserving property of symplectic integrators. Here…

天体物理仪器与方法 · 物理学 2015-05-20 Nathan A. Kaib , Thomas Quinn , Ramon Brasser

Geometric numerical integration has recently been exploited to design symplectic accelerated optimization algorithms by simulating the Lagrangian and Hamiltonian systems from the variational framework introduced in Wibisono et al. In this…

最优化与控制 · 数学 2023-05-19 Valentin Duruisseaux , Melvin Leok

The numerical solution of an ordinary differential equation can be interpreted as the exact solution of a nearby modified equation. Investigating the behaviour of numerical solutions by analysing the modified equation is known as backward…

数值分析 · 数学 2022-12-12 Robert I McLachlan , Christian Offen

The intention of this article is to illustrate the use of methods from symplectic geometry for practical purposes. Our intended audience is scientists interested in orbits of Hamiltonian systems (e.g. the three-body problem). The main…

辛几何 · 数学 2023-03-10 Urs Frauenfelder , Dayung Koh , Agustin Moreno

Accelerated gradient methods have had significant impact in machine learning -- in particular the theoretical side of machine learning -- due to their ability to achieve oracle lower bounds. But their heuristic construction has hindered…

统计计算 · 统计学 2018-02-16 Michael Betancourt , Michael I. Jordan , Ashia C. Wilson

Symplectic integrators have made it possible to study the long-term evolution of planetary systems with direct N-body simulations. In this paper we reassess the accuracy of such simulations by running a convergence test on 20Myr…

地球与行星天体物理 · 物理学 2019-11-06 Hanno Rein , Garett Brown , Daniel Tamayo

Solving quaternion kinematical differential equations is one of the most significant problems in the automation, navigation, aerospace and aeronautics literatures. Most existing approaches for this problem neither preserve the norm of…

系统与控制 · 计算机科学 2016-10-26 Hong-Yan Zhang , Lu-Sha Zhou , Zi-Hao Wang , Long Ma , Yi-Fan Niu

This paper is devoted to the study of symplectic manifolds and their connection with Hamiltonian dynamical systems. We review some properties and operations on these manifolds and see how they intervene when studying the complete…

辛几何 · 数学 2019-04-03 A. Lesfari

Most numerical integration algorithms are not designed specifically for Hamiltonian systems and do not respect their characteristic properties, which include the preservation of phase space volume with time. This can lead to spurious…

天体物理学 · 物理学 2015-06-24 David JD Earn

We implement and investigate the numerical properties of a new family of integrators connecting both variants of the symplectic Euler schemes, and including an alternative to the classical symplectic mid-point scheme, with some additional…

数值分析 · 数学 2015-08-14 Hugo Jiménez-Pérez , Jean-Pierre Vilotte , Barbara Romanowicz

We study symplectic numerical integration of mechanical systems with a Hamiltonian specified in non-canonical coordinates and its application to guiding-center motion of charged plasma particles in magnetic confinement devices. The…

计算物理 · 物理学 2020-01-29 Christopher G. Albert , Sergei V. Kasilov , Winfried Kernbichler

This work presents two novel approaches for the symplectic model reduction of high-dimensional Hamiltonian systems using data-driven quadratic manifolds. Classical symplectic model reduction approaches employ linear symplectic subspaces for…

数值分析 · 数学 2023-08-25 Harsh Sharma , Hongliang Mu , Patrick Buchfink , Rudy Geelen , Silke Glas , Boris Kramer

The dynamics of physical systems is often constrained to lower dimensional sub-spaces due to the presence of conserved quantities. Here we propose a method to learn and exploit such symmetry constraints building upon Hamiltonian Neural…

机器学习 · 计算机科学 2021-04-30 Marc Syvaeri , Sven Krippendorf

Symplectic integration methods based on operator splitting are well established in many branches of science. For Hamiltonian systems which split in more than two parts, symplectic methods of higher order have been studied in detail only for…

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