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State–Hamiltonian Neural Networks for learning dynamical systems 用于学习动力系统的状态-哈密顿神经网络
IF 2.9 3区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-10-29 DOI: 10.1016/j.physd.2025.134994
Yan Wu , Hong-Kun Zhang , Huagui Duan
Understanding the behavior of dynamical systems and their underlying physical laws has long been a central focus of research. However, previous approaches often suffer from either high data and computational demands or an inability to infer the underlying physical laws. In this paper, we propose a novel State–Hamiltonian Neural Network (State–HNN) framework that simultaneously learns a mapping from time to system state and infers the underlying Hamiltonian dynamics. Leveraging Hamiltonian mechanics, the proposed method enforces energy conservation and yields physically consistent predictions. We evaluate the method on several benchmark systems: (1) a mass–spring system; (2) a double pendulum; (3) a simple pendulum; and (4) a three-body system. In particular, we provide a detailed analysis of the three-body experiment. The results demonstrate that State–HNN accurately captures complex dynamics while preserving energy invariance, outperforming the classical Hamiltonian Neural Network (HNN) approach, particularly in high-dimensional settings.
理解动力系统的行为及其潜在的物理定律一直是研究的中心焦点。然而,以前的方法经常受到高数据和计算需求或无法推断潜在物理定律的影响。在本文中,我们提出了一种新的状态-哈密顿神经网络(state - hnn)框架,它可以同时学习从时间到系统状态的映射,并推断潜在的哈密顿动力学。利用哈密顿力学,提出的方法加强了能量守恒,并产生了物理上一致的预测。我们在几个基准系统上对该方法进行了评估:(1)质量-弹簧系统;(2)双摆;(3)单摆;(4)三体系统。我们特别对三体实验进行了详细的分析。结果表明,State-HNN在保持能量不变性的同时准确捕获复杂动态,优于经典的哈密顿神经网络(HNN)方法,特别是在高维环境中。
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引用次数: 0
Quasi-breathers in square lattice with long-range interactions 具有长程相互作用的方晶格中的拟呼吸子
IF 2.9 3区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-10-29 DOI: 10.1016/j.physd.2025.135011
Rita I. Babicheva , Igor A. Shepelev , Evgeny K. Naumov , Daxing Xiong , Aleksey A. Kudreyko , Sergey V. Dmitriev
The phenomenon of energy localization in nonlinear lattices is of interest to both fundamental science and crystal physics. Localized energy can help overcome potential barriers to defect migration or initiation, which is a topic of significant scientific and practical importance. In real lattices, such as crystal lattices, the presence of inevitable perturbations necessitates a shift in research focus from finding exact discrete breather solutions towards the long-lived quasi-breather (qB) solutions. Higher-dimensional lattices support different qBs with different symmetries, and it is important to know the conditions for their existence. In crystals, long-range interactions, such as metallic or Coulomb interactions, can play an important role. In the present work, the search for qBs in the square β-FPUT lattice is continued, taking into account interactions up to the fourth neighbor. The search for qBs is carried out under the assumption that the stiffness of the bonds decreases with their length, as is expected for chemical bonds in crystals. New qBs are identified in comparison to the lattice with short interactions, and it is demonstrated that some of them can move along the lattice, transporting energy.
非线性晶格中的能量局域化现象是基础科学和晶体物理学都感兴趣的问题。局部能量可以帮助克服缺陷迁移或启动的潜在障碍,这是一个具有重要科学意义和实际意义的课题。在实际晶格中,如晶格,不可避免的扰动的存在使得研究重点从寻找精确的离散呼吸解转向长寿命的准呼吸(qB)解。高维晶格支持具有不同对称性的不同量子点,了解它们存在的条件是很重要的。在晶体中,远程相互作用,如金属或库仑相互作用,可以发挥重要作用。在目前的工作中,继续在方形β-FPUT晶格中寻找qBs,考虑到第四个邻居的相互作用。qb的搜索是在假设键的刚度随着它们的长度而减小的情况下进行的,正如对晶体中的化学键所期望的那样。与具有短相互作用的晶格相比较,确定了新的量子点,并证明了其中一些量子点可以沿着晶格移动,传递能量。
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引用次数: 0
On the inverse scattering transform for the matrix mKdV equation with multiple higher-order poles 具有多个高阶极点的矩阵mKdV方程的逆散射变换
IF 2.9 3区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-10-28 DOI: 10.1016/j.physd.2025.135002
Wenjing Xing , Nan Liu , Jinyi Sun
In this study, we present a systematical inverse scattering transform for the matrix modified Korteweg–de Vries (mKdV) equation with the associated analytic scattering coefficients consisting of N pairs of higher-order zeros. The analyticity properties and symmetries of the Jost eigenfunctions and scattering coefficients are discussed in the direct problem. In particular, discrete spectrum associated with these N pairs of multiple zeros is analyzed explicitly. Next, we formulate a 4 × 4 matrix Riemann–Hilbert (RH) problem that incorporates the residue conditions at these higher-order poles. By solving this RH problem, we obtain the reconstruction formula for the solution of the matrix mKdV equation. Under the reflectionless condition, the associated RH problem can be reduced to a system of linear algebraic equations. We demonstrate that the solution to this system exists and is unique, allowing us to explicitly derive the higher-order soliton solutions.
本文提出了矩阵修正的Korteweg-de Vries (mKdV)方程的系统逆散射变换,该方程的解析散射系数由N对高阶零组成。在直接问题中讨论了约斯特特征函数和散射系数的解析性和对称性。特别地,明确地分析了与这N对多零相关联的离散谱。接下来,我们提出了一个包含这些高阶极点上的剩余条件的4 × 4矩阵黎曼-希尔伯特(RH)问题。通过求解该RH问题,得到了矩阵mKdV方程解的重构公式。在无反射条件下,相关的RH问题可以化为一个线性代数方程组。我们证明了该系统解的存在性和唯一性,从而可以显式地导出其高阶孤子解。
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引用次数: 0
Modified physics-informed neural networks: Data-driven rogue-wave dynamics and parameter identifications for the Newell-type long-short wave system 改进的物理信息神经网络:newwell型长短波系统的数据驱动的流氓波动力学和参数识别
IF 2.9 3区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-10-27 DOI: 10.1016/j.physd.2025.135008
Junchao Chen , Jin Song , Ming Zhong , Zhenya Yan
We, based on the extended physics-informed neural networks (PINNs), propose a stepwise multi-stage training strategy with the U-shaped enveloping domain decomposition, in which the collection points are resampled and the pseudo characteristic points are introduced at the next stage of training, and transfer learning are employed between two successive stages. The modified PINNs approach is used to investigate data-driven rogue-wave dynamics and parameter identifications for the Newell-type long-short wave system. For the forward problems, we effectively learn three types of first- and second-order rogue wave solutions including bright, intermediate and dark states in the short-wave component, which belong to a class of localized solutions with the steep gradients. For the inverse problems, we identify the unknown coefficient parameters with and without noises by using the classical PINNs algorithm. In particular, we introduce the characteristic points as internal information points during the training process to improve the convergence rate and prediction accuracy.
在扩展物理信息神经网络(pinn)的基础上,提出了一种基于u形包络域分解的逐步多阶段训练策略,该策略在下一阶段训练中对采集点进行重采样并引入伪特征点,并在两个连续阶段之间使用迁移学习。利用改进的PINNs方法研究了newwell型长短波系统的数据驱动的流氓波动力学和参数辨识。对于正演问题,我们有效地学习了短波分量中的三种一阶和二阶异常波解,包括亮态、中间态和暗态,它们属于一类具有陡梯度的局部解。对于反问题,我们使用经典的pinn算法识别带和不带噪声的未知系数参数。特别地,我们在训练过程中引入特征点作为内部信息点,提高了收敛速度和预测精度。
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引用次数: 0
On a generalized nonlocal shallow-water equation 一类广义非局部浅水方程
IF 2.9 3区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-10-27 DOI: 10.1016/j.physd.2025.134998
Shijing Gao , Lili Huang , Yunfei Yue
Consideration herein is a quasilinear generalized nonlocal shallow-water equation for moderate-amplitude equatorial waves with the Coriolis and equatorial undercurrent effects, which can be derived from the incompressible and rotational two-dimensional shallow water in equatorial region according to the formal asymptotic procedures. This resulting equation is related to the b-family equation and the compressible hyperelastic rod model in the material science. Subsequently, the blow-up criterion for the established equation in a suitable Sobolev space is presented without the help of conservation law. Moreover, the influences and interactions of the nonlocal higher nonlinearities, vorticity and weak Coriolis force on wave-breaking phenomena are investigated, as well as the persistence properties of the solutions in weighted Lp spaces. Finally, we provide a sufficient condition for global strong solutions to the generalized nonlocal shallow-water equation in some special case.
本文考虑了一个具有科里奥利效应和赤道暗流效应的中振幅赤道波的拟线性广义非局部浅水方程,该方程可由赤道地区不可压缩和旋转的二维浅水根据形式渐近过程导出。所得方程与材料科学中的b族方程和可压缩超弹性棒模型有关。随后,在不借助守恒律的情况下,给出了所建立方程在合适Sobolev空间中的爆破判据。此外,研究了非局部高非线性、涡度和弱科里奥利力对破波现象的影响和相互作用,以及加权Lp空间中解的持久性。最后,在一些特殊情况下,给出了广义非局部浅水方程全局强解的充分条件。
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引用次数: 0
Gaussian Processes simplify differential equations 高斯过程简化微分方程
IF 2.9 3区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-10-27 DOI: 10.1016/j.physd.2025.134988
Jonghyeon Lee , Boumediene Hamzi , Yannis Kevrekidis , Houman Owhadi
In this paper we use Gaussian processes (kernel methods) to learn mappings between trajectories of distinct differential equations. Our goal is to simplify both the representation and the solution of these equations. We begin by examining the Cole–Hopf transformation, a classical result that converts the nonlinear, viscous Burgers’ equation into the linear heat equation. We demonstrate that this transformation can be effectively learned using Gaussian process regression, either from single or from multiple initial conditions of the Burgers equation. We then extend our methodology to discover mappings between initial conditions of a nonlinear partial differential equation (PDE) and a linear PDE, where the exact form of the linear PDE remains unknown and is inferred through Computational Graph Completion (CGC), a generalization of Gaussian Process Regression from approximating single input/output functions to approximating multiple input/output functions that interact within a computational graph. Further, we employ CGC to identify a local transformation from the nonlinear ordinary differential equation (ODE) of the Brusselator to its Poincaré normal form, capturing the dynamics around a Hopf bifurcation. Moreover, we interpret our learning procedure through Algorithmic Information Theory (AIT) and the Minimal Description Length (MDL) principle, framing these transformations as efficient, succinct encodings that compress nonlinear dynamics into simpler, linearized representations. This MDL perspective not only provides a theoretical justification for kernel-based regression methods but also illuminates the relationship between kernel learning and principles of model simplicity and data compression showing that learning in a reproducing kernel Hilbert space (RKHS) simultaneously minimizes a proxy for Kolmogorov complexity and maximizes algorithmic mutual information between the data and transformation. We conclude by addressing the broader question of whether systematic transformations between nonlinear and linear PDEs can generally exist, suggesting avenues for future research.
本文使用高斯过程(核方法)来学习不同微分方程轨迹之间的映射。我们的目标是简化这些方程的表示和解。我们首先检查Cole-Hopf变换,这是一个将非线性粘性Burgers方程转换为线性热方程的经典结果。我们证明了这种变换可以有效地学习使用高斯过程回归,从单一或多个初始条件的汉堡方程。然后,我们扩展了我们的方法,以发现非线性偏微分方程(PDE)的初始条件与线性偏微分方程之间的映射,其中线性偏微分方程的确切形式仍然未知,并通过计算图补全(CGC)推断,这是高斯过程回归的一种推广,从近似单个输入/输出函数到近似多个输入/输出函数,这些函数在计算图中相互作用。此外,我们使用CGC来识别从Brusselator的非线性常微分方程(ODE)到其poincar范式的局部变换,捕获围绕Hopf分岔的动力学。此外,我们通过算法信息论(AIT)和最小描述长度(MDL)原则来解释我们的学习过程,将这些转换构建为高效、简洁的编码,将非线性动态压缩成更简单的线性化表示。这种MDL视角不仅为基于核的回归方法提供了理论依据,而且阐明了核学习与模型简单性和数据压缩原则之间的关系,表明在再现核希尔伯特空间(RKHS)中学习同时最小化了Kolmogorov复杂度的代理,并最大化了数据和转换之间的算法互信息。最后,我们解决了非线性和线性偏微分方程之间的系统转换是否普遍存在这一更广泛的问题,为未来的研究提出了途径。
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引用次数: 0
Hydrodynamic stability of convection in porous medium with chemical reaction effect and generalised boundary conditions 具有化学反应效应和广义边界条件的多孔介质对流流体动力稳定性
IF 2.9 3区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-10-24 DOI: 10.1016/j.physd.2025.135007
Sanaa L. Khalaf, Akil J. Harfash
We study solutal convection in a Brinkman porous layer with generalised Robin boundary conditions for solute concentration and two-sided Navier slip for velocity. The linear onset threshold (RaL) and the global energy threshold (RaE) are determined using a new Chebyshev collocation algorithm coupled to a pseudoinverse–eigenvalue formulation and a golden–section search. Accuracy is assessed through residual evaluation, as no analytical solutions are available for this problem. The results reveal that the Brinkman coefficient λ exerts a nearly linear stabilising influence on both RaL and RaE, while the slip coefficients NL and NU act asymmetrically to destabilise the system. In addition, the interaction between the reaction parameter ζ and the concentration ratio η produces non-monotonic shifts in the stability thresholds. These findings clarify how reaction, solute exchange, and interfacial slip reshape both linear and nonlinear stability boundaries in Brinkman porous media, and they establish a high-accuracy computational framework for analysing stability regimes relevant to reactive transport.
我们研究了Brinkman多孔层中的溶质对流,溶质浓度采用广义Robin边界条件,速度采用双面Navier滑移。线性起始阈值(RaL)和全局能量阈值(RaE)采用一种新的Chebyshev配置算法,结合伪特征值反公式和黄金分割搜索来确定。准确性是通过残差评价来评估的,因为这个问题没有可用的解析解。结果表明,Brinkman系数λ对RaL和RaE都具有近似线性的稳定作用,而滑移系数NL和NU则具有不对称的不稳定作用。此外,反应参数ζ与浓度比η之间的相互作用产生了稳定性阈值的非单调位移。这些发现阐明了反应、溶质交换和界面滑移如何重塑Brinkman多孔介质中的线性和非线性稳定性边界,并为分析与反应输运相关的稳定性体系建立了高精度的计算框架。
{"title":"Hydrodynamic stability of convection in porous medium with chemical reaction effect and generalised boundary conditions","authors":"Sanaa L. Khalaf,&nbsp;Akil J. Harfash","doi":"10.1016/j.physd.2025.135007","DOIUrl":"10.1016/j.physd.2025.135007","url":null,"abstract":"<div><div>We study solutal convection in a Brinkman porous layer with generalised Robin boundary conditions for solute concentration and two-sided Navier slip for velocity. The linear onset threshold (<span><math><mrow><mi>R</mi><msub><mrow><mi>a</mi></mrow><mrow><mi>L</mi></mrow></msub></mrow></math></span>) and the global energy threshold (<span><math><mrow><mi>R</mi><msub><mrow><mi>a</mi></mrow><mrow><mi>E</mi></mrow></msub></mrow></math></span>) are determined using a new Chebyshev collocation algorithm coupled to a pseudoinverse–eigenvalue formulation and a golden–section search. Accuracy is assessed through residual evaluation, as no analytical solutions are available for this problem. The results reveal that the Brinkman coefficient <span><math><mi>λ</mi></math></span> exerts a nearly linear stabilising influence on both <span><math><mrow><mi>R</mi><msub><mrow><mi>a</mi></mrow><mrow><mi>L</mi></mrow></msub></mrow></math></span> and <span><math><mrow><mi>R</mi><msub><mrow><mi>a</mi></mrow><mrow><mi>E</mi></mrow></msub></mrow></math></span>, while the slip coefficients <span><math><msub><mrow><mi>N</mi></mrow><mrow><mi>L</mi></mrow></msub></math></span> and <span><math><msub><mrow><mi>N</mi></mrow><mrow><mi>U</mi></mrow></msub></math></span> act asymmetrically to destabilise the system. In addition, the interaction between the reaction parameter <span><math><mi>ζ</mi></math></span> and the concentration ratio <span><math><mi>η</mi></math></span> produces non-monotonic shifts in the stability thresholds. These findings clarify how reaction, solute exchange, and interfacial slip reshape both linear and nonlinear stability boundaries in Brinkman porous media, and they establish a high-accuracy computational framework for analysing stability regimes relevant to reactive transport.</div></div>","PeriodicalId":20050,"journal":{"name":"Physica D: Nonlinear Phenomena","volume":"483 ","pages":"Article 135007"},"PeriodicalIF":2.9,"publicationDate":"2025-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145416514","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Phase-field modeling of dendritic growth with gas bubbles in the solidification of binary alloys 二元合金凝固过程中带气泡枝晶生长的相场模拟
IF 2.9 3区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-10-24 DOI: 10.1016/j.physd.2025.134983
Chengjie Zhan , Zhenhua Chai , Dongke Sun , Shaoning Geng , Ping Jiang , Baochang Shi
In this work, a phase-field model is developed for the dendritic growth with gas bubbles in the solidification of binary alloys. In this model, a total free energy for the complex gas–liquid–dendrite system is proposed through considering the interactions of gas bubbles, liquid melt and solid dendrites, and it can reduce to the energy for gas–liquid flows in the region far from the solid phase, while degenerate to the energy for thermosolutal dendritic growth when the gas bubble disappears. The governing equations are usually obtained by minimizing the total free energy, but here some modifications are made to improve the capacity of the conservative phase-field equation for gas bubbles and convection–diffusion equation for solute transfer. Additionally, through the asymptotic analysis of the thin-interface limit, the part of present general phase-field model for alloy solidification can match the corresponding free boundary problem, and it is identical to the commonly used models under a specific choice of model parameters. Furthermore, to describe the fluid flow, the incompressible Navier–Stokes equations are adopted in the entire domain including gas, liquid, and solid regions, where the fluid–structure interaction is considered by a simple diffuse-interface method. To test the present phase-field model, the lattice Boltzmann method is used to study several problems of gas–liquid flows, dendritic growth as well as the solidification in presence of gas bubbles, and a good performance of the present model for such complex problems is observed.
本文建立了二元合金凝固过程中带气泡枝晶生长的相场模型。在该模型中,考虑了气泡、液体熔体和固体枝晶的相互作用,提出了复杂气液枝晶体系的总自由能,该模型可以简化为远离固相区域气液流动的能量,而当气泡消失时,则退化为热溶质枝晶生长的能量。控制方程通常是通过最小化总自由能得到的,但这里做了一些修改,以提高气泡的保守相场方程和溶质转移的对流扩散方程的容量。此外,通过对薄界面极限的渐近分析,现有合金凝固通用相场模型的部分可以匹配相应的自由边界问题,并且在特定模型参数选择下与常用模型一致。此外,为了描述流体流动,在包括气、液、固三个区域在内的整个区域采用不可压缩的Navier-Stokes方程,并采用简单的扩散界面法考虑流固相互作用。为了验证所提出的相场模型,采用晶格玻尔兹曼方法研究了气液流动、枝晶生长以及气泡存在下的凝固等问题,并观察到所提出的相场模型对于这类复杂问题的良好性能。
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引用次数: 0
Lyapunov stability and exponential phase-locking of Schrödinger–Lohe quantum oscillators Schrödinger-Lohe量子振荡器的Lyapunov稳定性和指数锁相
IF 2.9 3区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-10-24 DOI: 10.1016/j.physd.2025.134984
Paolo Antonelli , David N. Reynolds
We study the well known Schrödinger–Lohe model for quantum synchronization with non-identical natural frequencies. The main results are related to the characterization and convergence to phase-locked states for this quantum system. The results of this article are four-fold. Via a characterization of the fixed points of the system of correlations, we uncover a direct correspondence to the fixed points of the classical Kuramoto model. Depending on the coupling strength, κ, relative to natural frequencies, Ωj, a Lyapunov function is revealed which drives the system to the phase-locked state exponentially fast. Explicit bounds on the asymptotic configurations are granted via a parametric analysis. Finally, linear stability (instability) of the fixed points is provided via an eigenvalue perturbation argument.
我们研究了具有非相同固有频率的量子同步的著名的Schrödinger-Lohe模型。主要结果与该量子系统的表征和收敛到锁相态有关。本文的结果有四方面。通过对相关系统不动点的描述,我们发现了与经典Kuramoto模型不动点的直接对应关系。根据耦合强度κ(相对于固有频率Ωj),揭示了一个Lyapunov函数,该函数将系统以指数级快的速度驱动到锁相状态。通过参数分析给出了渐近构型的显式界。最后,通过特征值摄动论证给出不动点的线性稳定性(不稳定性)。
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引用次数: 0
Traveling wave profiles for a semi-discrete Burgers equation 半离散Burgers方程的行波剖面
IF 2.9 3区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-10-24 DOI: 10.1016/j.physd.2025.134961
Uditnarayan Kouskiya , Robert L. Pego , Amit Acharya
We look for traveling waves of the semi-discrete conservation law 4u̇j+uj+12uj12=0, using variational principles related to concepts of “hidden convexity” appearing in recent studies of various PDE (partial differential equations). We analyze and numerically compute with two variational formulations related to dual convex optimization problems constrained by either the differential-difference equation (DDE) or nonlinear integral equation (NIE) that wave profiles should satisfy. We prove existence theorems conditional on the existence of extrema that satisfy a strict convexity criterion, and numerically exhibit a variety of localized, periodic and non-periodic wave phenomena.
我们寻找半离散守恒定律4u _ j+uj+12−uj−12=0的行波,使用与最近出现在各种偏微分方程(PDE)研究中的“隐藏凸性”概念相关的变分原理。我们用两种变分公式分析和数值计算了与对偶凸优化问题相关的两个变分公式,这些问题由波浪剖面应满足的微分-差分方程(DDE)或非线性积分方程(NIE)约束。我们证明了满足严格凸性判据的极值的存在性定理,并在数值上展示了各种局域、周期和非周期波现象。
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引用次数: 0
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Physica D: Nonlinear Phenomena
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