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A novel deep neural network with the dynamical moving window data for nonlinear system identification 一种新的具有动态移动窗口数据的非线性系统辨识深度神经网络
IF 3.8 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2026-07-01 Epub Date: 2026-01-22 DOI: 10.1016/j.cnsns.2026.109670
Yanjiao Wang, Zhaogui Cai, Muqing Deng
Deep neural networks (DNNs) have the capability to describe complex nonlinear dynamics, which have aroused wide concerns. However, the existing parameter optimization methods in DNNs based on gradient suffer from the limitations of easily falling into local minima and the poor modeling results. To overcome these problems, this paper proposes a mini-batch gradient descent algorithm with dynamical moving window data and constructs a novel deep neural network architecture by using the simpler deep learning network instead of selecting weights through regulation and optimizing its parameters through the dynamical moving window based algorithm. The results of simulation experiments show that the proposed methods have better performance in accuracy and convergence rate compared with the existing methods for identifying nonlinear systems.
深度神经网络(Deep neural network, dnn)具有描述复杂非线性动力学的能力,引起了人们的广泛关注。然而,现有的基于梯度的深度神经网络参数优化方法存在容易陷入局部极小值和建模效果差的局限性。为了克服这些问题,本文提出了一种基于动态移动窗口数据的小批量梯度下降算法,并利用更简单的深度学习网络构建了一种新的深度神经网络架构,而不是通过调节选择权值,并通过基于动态移动窗口的算法优化其参数。仿真实验结果表明,与现有的非线性系统识别方法相比,所提出的方法在精度和收敛速度方面具有更好的性能。
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引用次数: 0
Vanishing, balancing and spreading for an impulsive faecal-oral model 消失,平衡和扩散的冲动粪-口模型
IF 3.8 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2026-07-01 Epub Date: 2026-02-02 DOI: 10.1016/j.cnsns.2026.109814
Qi Zhou , Zhigui Lin , Carlos Alberto Santos
In the transmission of faecal-oral diseases, the infected area does not always expand outward continuously. To model this phenomenon under pulse interventions, this paper proposes a free boundary problem. Our free boundary condition is governed by a nonlocal integro-differential equation, which encompasses the classical Stefan condition as a special case. First, we establish the well-posedness of the proposed problem using parabolic regularity and the contraction mapping principle. We then provide sufficient conditions for vanishing, balancing, or spreading. Finally, three numerical examples validate the theoretical results and demonstrate that this model generates more complex and realistic spatiotemporal dynamics compared to models employing the classical Stefan condition.
在粪口疾病的传播中,感染区域并不总是不断向外扩展。为了模拟脉冲干涉下的这种现象,本文提出了一个自由边界问题。我们的自由边界条件由一个非局部积分微分方程控制,该方程包含了经典的Stefan条件作为特例。首先,我们利用抛物线正则性和收缩映射原理建立了所提问题的适定性。然后,我们为消失、平衡或扩散提供充分的条件。最后,通过三个数值算例验证了理论结果,表明该模型比经典Stefan条件下的模型产生更复杂、更真实的时空动力学。
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引用次数: 0
Dynamics of fear effect on a stochastic tritrophic level food chain model with Markov switching 具有马尔可夫切换的随机三营养水平食物链模型的恐惧效应动力学
IF 3.8 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2026-07-01 Epub Date: 2026-01-27 DOI: 10.1016/j.cnsns.2026.109798
Yuanyuan Liu, Seifu Neda Tereda, Zhexin Wen
This article presents a stochastic tritrophic food chain model integrating fear-induced behavioral changes and Markov regime switching to capture environmental variability. We prove the existence of a unique global positive solution and derive a threshold condition, based on stochastic boundary processes, that governs the persistence or extinction of species under random perturbations. Our theoretical results are further supported by numerical simulations conducted using the tamed Milstein method, which overcomes the limitations of standard schemes. The findings offer valuable insights for ecological modeling, demonstrating that incorporating behavioral responses and stochasticity can have a significant impact on species dynamics.
本文提出了一个随机三营养食物链模型,整合了恐惧引起的行为变化和马尔可夫状态转换,以捕捉环境变异性。我们证明了一个唯一的全局正解的存在性,并推导了一个基于随机边界过程的阈值条件,该阈值条件支配着随机扰动下物种的持续或灭绝。我们的理论结果进一步得到了使用驯服Milstein方法进行的数值模拟的支持,该方法克服了标准格式的局限性。这些发现为生态建模提供了有价值的见解,表明结合行为反应和随机性可以对物种动态产生重大影响。
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引用次数: 0
Chaos control and stabilization of a hybrid chaotic oscillator through deterministic and stochastic resets 基于确定性和随机重置的混合混沌振荡器混沌控制与镇定
IF 3.8 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2026-07-01 Epub Date: 2026-01-28 DOI: 10.1016/j.cnsns.2026.109796
Ulises Chialva , Walter Reartes
We study the control of chaotic dynamics in the hybrid Nakano-Saito oscillator through periodic resetting schemes. In contrast to most existing approaches, which rely on Lyapunov-based constructions or optimization-driven control strategies, we focus on the underlying dynamical mechanisms responsible for the emergence of controlled and uncontrolled regimes. By analyzing the associated impact (return) map, we identify well-defined control windows that give rise to stable periodic solutions and investigate their dependence on the ratio γ between the oscillator’s natural frequency and the control frequency. We provide an analytical proof for the existence of a limit cycle and use this result to characterize the main control windows of the system, revealing distinct bifurcation phenomena that enable different regimes of chaos control within this canonical hybrid framework. Finally, we examine a stochastic resetting protocol governed by an inverse Gaussian distribution and show that it can outperform deterministic control schemes subject to timing jitter, achieving enhanced stabilization. These results demonstrate that classical dynamical systems tools are sufficient to derive precise control conditions and to assess control effectiveness even in stochastic hybrid settings.
研究了利用周期重置方案对混合Nakano-Saito振荡器混沌动力学的控制。与大多数现有方法相反,这些方法依赖于基于lyapunov的结构或优化驱动的控制策略,我们专注于负责受控和非受控状态出现的潜在动力学机制。通过分析相关的影响(返回)图,我们确定了定义良好的控制窗口,这些窗口产生稳定的周期解,并研究了它们对振荡器固有频率和控制频率之间的比值γ的依赖。我们提供了极限环存在的分析证明,并利用这一结果来表征系统的主要控制窗口,揭示了在这个典型混合框架内实现不同混沌控制制度的不同分支现象。最后,我们研究了一种由逆高斯分布控制的随机重置协议,并表明它可以优于受定时抖动影响的确定性控制方案,实现增强的稳定性。这些结果表明,即使在随机混合环境下,经典的动力系统工具也足以推导出精确的控制条件和评估控制效果。
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引用次数: 0
Construction and box-counting dimension of the Edelstein hidden variable fractal interpolation function Edelstein隐变量分形插值函数的构造与盒维数
IF 3.8 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2026-07-01 Epub Date: 2026-01-24 DOI: 10.1016/j.cnsns.2026.109790
Aiswarya Thekkeettil, Srijanani Anurag Prasad
This paper presents the construction of a hidden variable fractal interpolation function using Edelstein contractions in an iterated function system based on a finite collection of data points. The approach incorporates an iterated function system where variable functions act as vertical scaling factors leading to a generalised vector-valued fractal interpolation function. Furthermore, the paper rigorously examines the smoothness of the constructed function and establishes an upper bound for the box-counting dimension of its graph.
在有限数据点的迭代函数系统中,利用Edelstein压缩构造隐变量分形插值函数。该方法结合了一个迭代函数系统,其中变量函数作为垂直缩放因子,导致广义的向量值分形插值函数。此外,本文严格检验了构造函数的平滑性,并建立了其图的盒数维的上界。
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引用次数: 0
Bifurcation phenomena in dynamical systems with a cosymmetric hidden parameter 具有协对称隐含参数的动力系统的分岔现象
IF 3.8 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2026-07-01 Epub Date: 2026-02-02 DOI: 10.1016/j.cnsns.2026.109811
Vasily N. Govorukhin, Vyacheslav G. Tsybulin
We examine nonlinear dynamical systems that possess curves of equilibria with a changing spectrum of stability along the curve. Nontrivial cosymmetry implies the existence of these invariant objects, characterised by hidden parameters. We analyse analytically and numerically fourth- and sixth-order Galerkin models of Darcy–Lapwood convection that were previously unstudied. Bifurcations of curves of equilibria corresponding to families of convective steady-states are continued along a single physical parameter, the Rayleigh number. Our analysis reveals bifurcation scenarios that involve the birth and death of two-parameter families (hyperplanes) and one-parameter curves of equilibria. We also investigate how the stability spectrum varies due to bifurcations as the cosymmetric hidden parameter changes. Furthermore, we observe topological changes in the phase space structures, including the emergence and destruction of closed equilibrium curves. The systems under consideration demonstrate intriguing bifurcation scenarios and extend knowledge of the variety and intricacy of nonlinear phenomena in dynamical systems.
我们研究具有平衡曲线的非线性动力系统,其稳定性谱沿曲线变化。非平凡共对称意味着这些不变对象的存在,这些不变对象以隐藏参数为特征。我们分析了四阶和六阶伽辽金模型的Darcy-Lapwood对流,这是以前没有研究过的。与对流稳态族相对应的平衡曲线的分岔沿单一物理参数瑞利数进行。我们的分析揭示了涉及双参数族(超平面)和平衡的单参数曲线的出生和死亡的分岔情景。我们还研究了随着协对称隐含参数的变化,稳定性谱如何因分岔而变化。此外,我们观察到相空间结构的拓扑变化,包括闭合平衡曲线的出现和破坏。所考虑的系统展示了有趣的分岔场景,并扩展了动态系统中非线性现象的多样性和复杂性的知识。
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引用次数: 0
Accelerated linearized alternating direction method of multipliers with Nesterov extrapolation Nesterov外推法乘法器的加速线性化交替方向法
IF 3.8 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2026-07-01 Epub Date: 2026-02-07 DOI: 10.1016/j.cnsns.2026.109818
Xin He , Nan-Jing Huang , Ya-Ping Fang
The alternating direction method of multipliers (ADMM) has been widely used for solving separable convex optimization problems. In this paper, by incorporating Nesterov-type extrapolation techniques, we propose two accelerated linearized ADMM schemes for two-block linearly constrained separable convex optimization problems, where each block of the objective function admits a composite structure consisting of a nonsmooth term and a smooth term. The proposed accelerated linearized ADMMs extend two classical Nesterov acceleration methods originally developed for unconstrained composite optimization to the linearly constrained setting. Under the assumption that one block of the objective function is strongly convex and that the gradients of the smooth components are Lipschitz continuous, we establish non-ergodic convergence rates of O(1/k2). Moreover, we show that the proposed methods reduce to accelerated linearized augmented Lagrangian methods (ALMs) when applied to one-block linearly constrained convex optimization problems. Numerical experiments are provided to demonstrate the effectiveness and robustness of the proposed algorithms.
乘法器的交替方向法在求解可分离凸优化问题中得到了广泛的应用。本文结合nesterov型外推技术,提出了两种加速线性化ADMM方案,用于两块线性约束的可分离凸优化问题,其中目标函数的每个块允许由非光滑项和光滑项组成的复合结构。提出的加速线性化admm将最初用于无约束复合优化的两种经典Nesterov加速方法扩展到线性约束环境。假设目标函数的一个块是强凸的,光滑分量的梯度是Lipschitz连续的,我们建立了O(1/k2)的非遍历收敛速率。此外,我们还表明,当应用于单块线性约束凸优化问题时,所提出的方法可简化为加速线性化增广拉格朗日方法(ALMs)。数值实验验证了所提算法的有效性和鲁棒性。
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引用次数: 0
Variable-order fractional wave equation: Analysis, numerical approximation, and fast algorithm 变阶分数波动方程:分析、数值近似和快速算法
IF 3.8 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2026-07-01 Epub Date: 2026-01-23 DOI: 10.1016/j.cnsns.2026.109786
Jinhong Jia , Chuanting Jiang , Yiqun Li , Mengmeng Liu , Wenlin Qiu
We investigate a local modification of a variable-order fractional wave equation, which describes the propagation of diffusive wave in viscoelastic media with evolving physical property. We incorporate an equivalent formulation to prove the well-posedness of the model as well as its high order regularity estimates. To accommodate the convolution term in the reformulated model, we adopt the Ritz-Volterra finite element projection and then derive the rigorous error estimate for the fully-discretized finite element scheme. To circumvent the high computational cost from the temporal integral term, we exploit the translational invariance of the discrete coefficients associated with the convolution structure and construct a fast divide-and-conquer algorithm which reduces the computational complexity from O(MN2) to O(MNln 2N). Numerical experiments are provided to verify the theoretical results and to demonstrate the accuracy and efficiency of the proposed method.
研究了描述扩散波在具有演化物性的粘弹性介质中传播的变阶分数阶波动方程的局部修正。我们加入了一个等价的公式来证明模型的适定性及其高阶正则性估计。为了适应重构模型中的卷积项,我们采用了Ritz-Volterra有限元投影,然后推导了完全离散有限元格式的严格误差估计。为了避免时间积分项的高计算成本,我们利用与卷积结构相关的离散系数的平移不变性,构造了一个快速的分治算法,将计算复杂度从O(MN2)降低到O(mnln2n)。数值实验验证了理论结果,验证了所提方法的准确性和有效性。
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引用次数: 0
Fully distributed secure bipartite containment control for multi-agent systems under sensor faults and external disturbances: Application to UMVs 传感器故障和外部干扰下多智能体系统的完全分布式安全二部遏制控制:在无人驾驶汽车上的应用
IF 3.8 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2026-07-01 Epub Date: 2026-01-31 DOI: 10.1016/j.cnsns.2026.109804
Yanjun Zhao , Haibin Sun , Linlin Hou , Dong Yang
The study explores a fully distributed secure bipartite containment control strategy utilizing a dynamic event-triggered mechanism (ETM) for multi-agent systems (MASs). The MASs are susceptible to Denial-of-Service (DoS) attacks at the network layer, sensor faults, and external disturbances at the physical layer. An intermediate variable-assisted observer is devised to estimate both the unknown system states and sensor faults concurrently. Furthermore, a decentralized disturbance observer is introduced to estimate the unknown external disturbances. Subsequently, a fully distributed secure control approach is formulated to enable the system to achieve bipartite containment control goals, even under the presence of an insecure network and adverse physical conditions. Moreover, a dynamic ETM is incorporated to optimize the utilization of communication resources, with a rigorous proof of its Zeno-free property. Finally, a simulation involving unmanned marine vehicles (UMVs) is conducted to validate the efficacy of the devised methodology.
该研究探索了一种利用动态事件触发机制(ETM)的多智能体系统(MASs)的全分布式安全双侧遏制控制策略。MASs在网络层容易受到DoS (Denial-of-Service)攻击,在物理层容易受到传感器故障和外部干扰。设计了一种中间变量辅助观测器来同时估计未知系统状态和传感器故障。此外,引入分散式干扰观测器来估计未知的外部干扰。随后,制定了一种全分布式的安全控制方法,使系统在不安全的网络和不利的物理条件下也能实现双侧遏制控制目标。此外,为了优化通信资源的利用,引入了动态ETM,并严格证明了其无芝诺特性。最后,对无人船(umv)进行了仿真,验证了所设计方法的有效性。
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引用次数: 0
Nonexistence of nontrivial global weak solutions for damping p-Laplacian wave equations with combined nonlinearities 组合非线性阻尼p-拉普拉斯波动方程非平凡整体弱解的不存在性
IF 3.8 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2026-07-01 Epub Date: 2026-01-29 DOI: 10.1016/j.cnsns.2026.109801
Yinting Liu , Housen Wang , Qiang Liu
This paper is concerned with the nonexistence of nontrivial global weak solutions for a class of strongly damped wave equations, involving the p-Laplacian term and combined nonlinearities. Employing the test function method, we establish rigorous conditions on the initial data and some exponents that ensure that solutions cannot exist globally in time. In addition, we give an upper bound of lifespan time of the solution. Our results reveal how the strong damping term influences the competition between the p-Laplace operator and the source nonlinearities, which involve both the solution and its gradient. Finally, we present a pseudo-spectral method for computing blow-up solutions to validate our theoretical results.
本文研究了一类强阻尼波动方程的非平凡整体弱解的不存在性,这类方程包含了p-拉普拉斯项和组合非线性。利用测试函数法,我们在初始数据和一些指数上建立了保证解在时间上不全局存在的严格条件。此外,我们还给出了解的寿命的上界。我们的结果揭示了强阻尼项如何影响p-拉普拉斯算子和源非线性之间的竞争,这涉及到解和它的梯度。最后,我们提出了一种计算爆破解的伪谱方法来验证我们的理论结果。
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引用次数: 0
期刊
Communications in Nonlinear Science and Numerical Simulation
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