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Awareness tames abrupt transitions in higher-order epidemics 意识控制了高阶流行病的突然转变
IF 5.6 1区 数学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-12-15 DOI: 10.1016/j.chaos.2025.117775
Yanjuan Zhang , Yihan Gao , Yuting Wang , Chun Yang , Xiaoyang Liu , Wei Wang
Higher-order interactions can trigger abrupt, unpredictable epidemics, while individual awareness offers a potential line of defense. However, how these two forces coevolve to shape epidemic outcomes remains largely unexplored. Here, we bridge this gap by proposing a coevolutionary framework where disease spreads through both pairwise and group interactions on simplicial complexes, while individual risk perception dynamically modulates transmission probabilities. To unravel the system’s complex behavior, we develop a novel degree-weighted dimension-reduction approach that condenses the high-dimensional dynamics into a single, accurate effective equation. Our analysis reveals a powerful counterbalance: while higher-order mechanisms lower the epidemic invasion threshold, risk perception significantly raises it. Most strikingly, we find that sufficiently strong awareness can fundamentally alter the nature of the epidemic transition, eliminating the catastrophic discontinuous phase transition typical of higher-order systems and restoring a smooth, continuous response. This conclusion holds across both artificial and real-world networks. These results demonstrate that awareness is not merely a secondary factor but a critical control lever that can tame the inherent instability of higher-order contagion. Our work provides a quantitative framework for designing more effective, behavior-aware interventions to mitigate the risk of sudden outbreaks in our increasingly complex social world.
高阶相互作用可能引发突发的、不可预测的流行病,而个人意识则提供了一道潜在的防线。然而,这两种力量如何共同演变以形成流行病的结果,在很大程度上仍未得到探索。在这里,我们通过提出一个共同进化框架来弥补这一差距,其中疾病通过简单复合体上的成对和群体相互作用传播,而个体风险感知动态调节传播概率。为了揭示系统的复杂行为,我们开发了一种新的度加权降维方法,将高维动力学压缩成一个单一的、准确的有效方程。我们的分析揭示了一个强大的平衡:虽然高阶机制降低了流行病入侵阈值,但风险感知显着提高了它。最引人注目的是,我们发现足够强的意识可以从根本上改变流行病转变的性质,消除高阶系统典型的灾难性不连续相变,并恢复平滑、连续的响应。这个结论适用于人工和现实世界的网络。这些结果表明,意识不仅仅是一个次要因素,而是一个关键的控制杠杆,可以驯服高阶传染的固有不稳定性。我们的工作为设计更有效的行为意识干预措施提供了一个定量框架,以减轻在我们日益复杂的社会世界中突然爆发的风险。
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引用次数: 0
Car-following modeling with multi-model driving assistance and stability analysis under heterogeneous time delay 异构时滞下多模型驾驶辅助车辆跟随建模及稳定性分析
IF 5.6 1区 数学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-12-15 DOI: 10.1016/j.chaos.2025.117679
Wenyu Yang , Baofeng Sun , Guodong Ma , Huijun Sun
With the increasing number of regular vehicles obtaining real-time traffic information through mobile applications, many are gradually evolving into connected human-driven vehicles (CHVs). Most existing studies focus on modeling the impact of continuous information in driver assistance systems. However, they often overlook advanced event-triggered information, which can strongly influence drivers' decision-making. This limitation significantly restricts the ability of existing models to capture realistic CHV behavior. To address this issue, this study proposes a CHV car-following model framework capable of responding to multiple types of driver assistance information. The framework is built on two sub-models. The first sub-model, developed under the dual-process theory, responds to continuous information and captures drivers' dynamic compliance rate under perceived risk. The second sub-model responds to advanced event-triggered information and describes drivers' behavioral reactions when emergency messages are received from the cloud control platform. Based on this model, linear and nonlinear stability analyses are conducted to investigate the effects of different delay sources on CHV traffic flow stability. The analyses are performed after eliminating the approximation errors arising from delay simplifications in existing methods. The results show that the driver reaction delay remains the dominant factor influencing string stability. When the driver reaction delay stays within the normal range, maintaining the connected vehicle communication delay below a reasonable threshold can significantly enhance traffic flow stability. In addition, the maximum compliance rate, together with the various delay levels, jointly determines the stability boundary of the traffic flow. Based on these findings, several design recommendations for driver assistance systems are proposed to achieve a coordinated balance among efficiency, safety, and cost in connected traffic environments.
随着越来越多的常规车辆通过移动应用程序获取实时交通信息,许多车辆逐渐演变为联网的人工驾驶车辆(chv)。现有的大多数研究都集中在对驾驶员辅助系统中连续信息的影响进行建模。然而,他们往往忽视了先进的事件触发信息,这些信息可以强烈地影响司机的决策。这一限制极大地限制了现有模型捕捉真实CHV行为的能力。为了解决这一问题,本研究提出了一个能够响应多种类型驾驶员辅助信息的CHV汽车跟随模型框架。该框架建立在两个子模型之上。第一个子模型基于双过程理论,响应连续信息,捕捉感知风险下驾驶员的动态遵从率。第二个子模型响应高级事件触发信息,并描述从云控制平台接收紧急消息时驾驶员的行为反应。在此模型的基础上,分别进行了线性和非线性稳定性分析,探讨了不同延迟源对CHV交通流稳定性的影响。分析是在消除了现有方法中由于延迟简化而产生的近似误差后进行的。结果表明,驱动反应滞后仍然是影响管柱稳定性的主要因素。当驾驶员反应延迟在正常范围内时,将联网车辆通信延迟保持在合理的阈值以下,可以显著增强交通流的稳定性。此外,最大遵从率与各种延迟等级共同决定了交通流的稳定边界。基于这些发现,本文提出了驾驶员辅助系统的一些设计建议,以在互联交通环境中实现效率、安全性和成本之间的协调平衡。
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引用次数: 0
Mapping the heart rhythm: Leveraging Poincaré plot asymmetry to detect congestive heart failure and age-related changes 绘制心律:利用poincarcarve图不对称来检测充血性心力衰竭和与年龄相关的变化
IF 5.6 1区 数学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-12-15 DOI: 10.1016/j.chaos.2025.117622
Mijat Paunović , Marko Ćosić , Nikola N. Radovanović , Mirjana M. Platiša , Nadica Miljković

Objectives

We propose an improvement to our novel approach for Heart Rate Asymmetry (HRA) assessment based on Poincaré Plots (PPs) derived from Heart Rate Variability (HRV). We evaluate the ability of the modified Asymmetry Magnitude Index (AMI) to discriminate between clinically distinct cohorts and its applicability to short-term HRV.

Methods

For both AMI variants, the degree of asymmetry is quantified by applying the Frobenius norm to the Asymmetric Matrix Component (AMC) of an estimated two-dimensional PP distribution. The approaches differ only in the estimation method, with the modified AMI using Kernel Density Estimation (KDE) method instead of square histograms. The KDE AMI is compared with the Histogram-based counterpart (HB AMI), standardized PP descriptors, and established HRA measures using 20-minute HRV from healthy subjects (HS) and patients with Congestive Heart Failure (CHF), as well as segments of 1, 5, and 10 min.

Results

The KDE AMI and standardized PP descriptor SD1 outperform other measures, distinguishing older HS vs. patients with CHF (oHS vs. CHF) and younger vs. older healthy subgroups (yHS vs. oHS), irrespective of HRV duration. In contrast, the HB AMI and SD2 perform well only at longer timescales for oHS vs. CHF, while offering similar discrimination for yHS vs. oHS. Other HRA indices reach statistical significance only at specific timescales.

Conclusions

KDE AMI successfully detects differences in HRA between clinically distinct cohorts. The discriminative power of KDE AMI is comparable to that of SD1, whereas among HRA measures, it demonstrates the strongest and most consistent performance across short-term timescales. Moreover, the results justify the rationale for the employment of KDE to address the limitations of the Histogram-based counterpart. Further refinement and validation of the proposed index could pave the way for its seamless integration into routine clinical practice and wearable technologies. To strengthen its applicability, current limitations should be addressed by evaluating the index across a more diverse patient sample.
目的对基于心率变异性(HRV)得出的poincar图(PPs)的心率不对称(HRA)评估方法进行改进。我们评估改良的不对称幅度指数(AMI)区分临床不同队列的能力及其对短期HRV的适用性。方法通过对估计的二维PP分布的不对称矩阵分量(AMC)应用Frobenius范数,对两种AMI变体的不对称程度进行量化。这两种方法仅在估计方法上有所不同,改进的AMI使用核密度估计(KDE)方法而不是方形直方图。KDE AMI与基于直方图的对应物(HB AMI)、标准化PP描述符以及使用健康受试者(HS)和充血性心力衰竭(CHF)患者的20分钟HRV以及1、5和10分钟片段建立的HRA测量进行比较。结果KDE AMI和标准化PP描述符SD1优于其他测量,区分老年HS与CHF患者(oHS vs. CHF)和年轻与老年健康亚组(yHS vs. oHS),与HRV持续时间无关。相比之下,HB AMI和SD2仅在较长的时间尺度上对oHS和CHF表现良好,而对yHS和oHS也有类似的区别。其他HRA指标仅在特定的时间尺度上才具有统计学意义。结论kde AMI成功地检测出临床不同队列之间HRA的差异。KDE AMI的判别能力与SD1相当,而在HRA测量中,它在短期时间尺度上表现出最强和最一致的性能。此外,结果证明了使用KDE来解决基于直方图的对应物的局限性的基本原理。该指数的进一步完善和验证可以为其与常规临床实践和可穿戴技术的无缝集成铺平道路。为了加强其适用性,应通过在更多样化的患者样本中评估该指数来解决当前的局限性。
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引用次数: 0
Unpinning and elimination of spiral waves: A machine learning-based method 解钉和消除螺旋波:一种基于机器学习的方法
IF 5.6 1区 数学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-12-15 DOI: 10.1016/j.chaos.2025.117764
Yi-peng Hu , Qian-ming Ding , Yong Wu , Dong Yu , Tian-yu Li , Ya Jia
Spiral wave is a phenomenon widely observed in excitable media. Defects in cardiac tissue can induce the pinning of spiral waves, leading to arrhythmias. Although electrical defibrillation can restore normal rhythm, it demands high energy and inflicts substantial tissue damage. Optogenetics offers a low-energy alternative, yet the optical energy deposited in tissue inevitably converts to heat, which can undermine efficacy and introduce new safety concerns. This letter proposes a novel strategy based on the Dynamic Learning Synchronization method (DLS-ADMM), utilizing the background of optogenetics to effectively unpin the spiral wave through adaptive light intensity. Our method successfully unpinned and eliminated spiral waves by adaptively adjustment of the light intensity in different defects. Compared with the conventional constant-illumination approach, spiral waves can be unpinned and eliminated by DLS-ADMM at lower light intensity, enabling the low-energy control. This work provides an algorithmic framework and theoretical basis for developing efficient, low-energy defibrillation techniques.
螺旋波是可激介质中广泛存在的一种现象。心脏组织的缺陷可诱发螺旋波的钉住,导致心律失常。虽然电除颤可以恢复正常的心律,但它需要高能量,并造成严重的组织损伤。光遗传学提供了一种低能量的替代方案,但沉积在组织中的光能不可避免地会转化为热量,这可能会破坏功效并引入新的安全问题。本文提出了一种基于动态学习同步方法(Dynamic Learning Synchronization method, DLS-ADMM)的新策略,利用光遗传学的背景,通过自适应光强有效地解开螺旋波。该方法通过自适应调整不同缺陷处的光强,成功地解除和消除了螺旋波。与传统的恒定照明方法相比,DLS-ADMM可以在较低的光强下解钉和消除螺旋波,实现低能量控制。这项工作为开发高效、低能量的除颤技术提供了算法框架和理论基础。
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引用次数: 0
A Legendre interpolation method for the nonlinear variable-order fractional advection–diffusion equations 非线性变阶分数阶平流扩散方程的Legendre插值方法
IF 5.6 1区 数学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-12-14 DOI: 10.1016/j.chaos.2025.117770
Hai-Dong Qu, Xuan Liu, Xiao-peng Yang
This paper develops a Legendre interpolation method (LIM) for solving initial–boundary value problems of nonlinear variable-order fractional advection–diffusion equations with two-sided derivatives. The proposed approach combines a Crank–Nicolson temporal discretization with spatial approximation using shifted Legendre polynomials. We establish comprehensive stability and convergence analyses for both semi-discrete and fully discrete schemes, proving second-order temporal convergence and exponential spatial convergence. Numerical experiments validate the theoretical findings and demonstrate the method’s high accuracy across various test cases, including nonlinear problems with variable coefficients. The method effectively handles complex variable-order fractional operators while maintaining computational efficiency through optimized matrix structures.
本文提出了求解具有双侧导数的非线性变阶分数阶平流扩散方程初边值问题的Legendre插值方法。提出的方法结合了Crank-Nicolson时间离散化和使用移位勒让德多项式的空间逼近。我们建立了半离散和全离散格式的综合稳定性和收敛性分析,证明了二阶时间收敛和指数空间收敛。数值实验验证了理论结果,并证明了该方法在各种测试用例(包括变系数非线性问题)中的高精度。该方法通过优化矩阵结构,在保持计算效率的同时,有效地处理了复杂的变阶分数算子。
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引用次数: 0
Global low-complexity hybrid tracking control of MIMO nonlinear systems with discontinuous references 具有不连续参考的MIMO非线性系统的全局低复杂度混合跟踪控制
IF 5.6 1区 数学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-12-14 DOI: 10.1016/j.chaos.2025.117763
Peng Chen , Jieqing Tan , Yangang Yao , Yan Xing , Yan Yao
This article explores the tracking control problem for strict-feedback multi-input multi-output (MIMO) nonlinear systems subject to deferred asymmetric output constraints, in the case where the reference signals are discontinuous. It strives not only to achieve discontinuous reference tracking without constraint violation, but also to actively damp error oscillations induced by external disturbances, unmodelled dynamics, and high-frequency references. The existing studies are limited to single-input single-output nonlinear systems, MIMO nonlinear systems with strong controllability conditions, or systems with available nonlinearities or reference derivatives. To overcome these limitations, a novel global low-complexity hybrid tracking control scheme consisting of a mixed-gain funnel constrained (FC) controller and a proportional-integral (PI) controller is put forward in this article. It retains the inherent simplicity of FC control and PI control, requiring neither function approximation, parameter identification, command filtering, nor disturbance estimation. Moreover, by inserting a shifting function and two parameters into the controllers, the proposed scheme helps alleviate the initial control peaking and enhances the transient performance of tracking errors. A two-link robotic manipulator example is provided to demonstrate the reliability of the developed control algorithm.
本文研究了在参考信号不连续的情况下,具有延迟非对称输出约束的严格反馈多输入多输出(MIMO)非线性系统的跟踪控制问题。它不仅努力实现不违反约束的不连续参考跟踪,而且还积极地抑制由外部干扰、未建模动力学和高频参考引起的误差振荡。现有的研究仅限于单输入单输出非线性系统,具有强可控性条件的MIMO非线性系统,或具有可用非线性或参考导数的系统。为了克服这些限制,本文提出了一种由混合增益漏斗约束(FC)控制器和比例积分(PI)控制器组成的新型全局低复杂度混合跟踪控制方案。它保留了FC控制和PI控制固有的简单性,既不需要函数逼近,参数识别,命令滤波,也不需要干扰估计。此外,通过在控制器中插入移位函数和两个参数,缓解了初始控制峰值,提高了跟踪误差的暂态性能。以双连杆机器人为例,验证了所提控制算法的可靠性。
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引用次数: 0
Spectral behavior of low-Prandtl-number temperature fluctuations in isotropic turbulence: Insights from a GOY shell model 各向同性湍流中低普朗特数温度波动的光谱行为:来自GOY壳模型的见解
IF 5.6 1区 数学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-12-13 DOI: 10.1016/j.chaos.2025.117756
Shin-ichi Inage
The present study investigates the spectral behavior of temperature fluctuations in homogeneous isotropic turbulence at low Prandtl numbers using an extended GOY shell model that incorporates a passive-scalar field. The model enables simultaneous computation of the velocity and temperature dynamics and reveals a unified picture linking the inertial-convective and dissipation ranges. Numerical results demonstrate that the apparent “long-tail” behavior of the temperature fluctuation spectrum at low Prandtl numbers does not arise from delayed diffusion but from a scale effect associated with the reduction of the scalar-dissipation wavenumber kκ=ε/κ31/4. By applying nondimensional variables k=k/kκ and Eθk=Eθk/χ/ε1/3kκ5/3, spectra obtained under various Reynolds and Prandtl numbers collapse onto a single curve, confirming a universal transition at k1 from the inertial-convective to the diffusion-dominated regime. Extending the Hebishima–Inage exponential spectrum, an empirical expression Eθkk53exp2.37k/kκαθ with the fitted correlation αθ=0.5116Pr31.565Pr2+1.6802Pr+0.8692 reproduces the shell-model results quantitatively over the entire wavenumber range. The findings establish a coherent theoretical framework for passive-scalar turbulence and provide a foundation for modeling thermal transport and mixing in low-Prandtl-number fluids such as liquid metals and plasma flows.
本研究利用包含被动标量场的扩展GOY壳模型研究了低普朗特数下均匀各向同性湍流中温度波动的光谱行为。该模型能够同时计算速度和温度动力学,并揭示了连接惯性对流和耗散范围的统一图像。数值结果表明,低普朗特数温度波动谱的明显“长尾”行为不是由延迟扩散引起的,而是由与尺度耗散波数kκ=ε/κ31/4减小相关的尺度效应引起的。通过引入k∗=k/kκ和Eθ∗k∗=Eθk/χ/ε1/3kκ−5/3两种无因次变量,在不同雷诺数和普朗特数下得到的光谱坍缩到一条曲线上,证实了在k∗≃1处从惯性对流到扩散主导的普遍过渡。扩展hebishima - image指数谱,经验表达式Eθk∝k−53exp−2.37k/kκαθ拟合相关αθ=0.5116Pr3−1.565Pr2+1.6802Pr+0.8692在整个波数范围内定量地再现了壳模型结果。这些发现为被动标量湍流建立了一个连贯的理论框架,并为模拟低普朗特数流体(如液态金属和等离子体流)中的热输运和混合提供了基础。
{"title":"Spectral behavior of low-Prandtl-number temperature fluctuations in isotropic turbulence: Insights from a GOY shell model","authors":"Shin-ichi Inage","doi":"10.1016/j.chaos.2025.117756","DOIUrl":"10.1016/j.chaos.2025.117756","url":null,"abstract":"<div><div>The present study investigates the spectral behavior of temperature fluctuations in homogeneous isotropic turbulence at low Prandtl numbers using an extended GOY shell model that incorporates a passive-scalar field. The model enables simultaneous computation of the velocity and temperature dynamics and reveals a unified picture linking the inertial-convective and dissipation ranges. Numerical results demonstrate that the apparent “long-tail” behavior of the temperature fluctuation spectrum at low Prandtl numbers does not arise from delayed diffusion but from a scale effect associated with the reduction of the scalar-dissipation wavenumber <span><math><msub><mi>k</mi><mi>κ</mi></msub><mo>=</mo><msup><mfenced><mrow><mi>ε</mi><mo>/</mo><msup><mi>κ</mi><mn>3</mn></msup></mrow></mfenced><mrow><mn>1</mn><mo>/</mo><mn>4</mn></mrow></msup></math></span>. By applying nondimensional variables <span><math><msup><mi>k</mi><mo>∗</mo></msup><mo>=</mo><mi>k</mi><mo>/</mo><msub><mi>k</mi><mi>κ</mi></msub></math></span> and <span><math><msubsup><mi>E</mi><mi>θ</mi><mo>∗</mo></msubsup><mfenced><msup><mi>k</mi><mo>∗</mo></msup></mfenced><mo>=</mo><msub><mi>E</mi><mi>θ</mi></msub><mfenced><mi>k</mi></mfenced><mo>/</mo><mfenced><mrow><mfenced><mrow><mi>χ</mi><mo>/</mo><msup><mi>ε</mi><mrow><mn>1</mn><mo>/</mo><mn>3</mn></mrow></msup></mrow></mfenced><msubsup><mi>k</mi><mi>κ</mi><mrow><mo>−</mo><mn>5</mn><mo>/</mo><mn>3</mn></mrow></msubsup></mrow></mfenced></math></span>, spectra obtained under various Reynolds and Prandtl numbers collapse onto a single curve, confirming a universal transition at <span><math><msup><mi>k</mi><mo>∗</mo></msup><mo>≃</mo><mn>1</mn></math></span> from the inertial-convective to the diffusion-dominated regime. Extending the Hebishima–Inage exponential spectrum, an empirical expression <span><math><msub><mi>E</mi><mi>θ</mi></msub><mfenced><mi>k</mi></mfenced><mo>∝</mo><msup><mi>k</mi><mrow><mo>−</mo><mfrac><mn>5</mn><mn>3</mn></mfrac></mrow></msup><mspace></mspace><mi>exp</mi><mfenced><mrow><mo>−</mo><mn>2.37</mn><msup><mfenced><mrow><mi>k</mi><mo>/</mo><msub><mi>k</mi><mi>κ</mi></msub></mrow></mfenced><msub><mi>α</mi><mi>θ</mi></msub></msup></mrow></mfenced></math></span> with the fitted correlation <span><math><msub><mi>α</mi><mi>θ</mi></msub><mo>=</mo><mn>0.5116</mn><msup><mi>Pr</mi><mn>3</mn></msup><mo>−</mo><mn>1.565</mn><msup><mi>Pr</mi><mn>2</mn></msup><mo>+</mo><mn>1.6802</mn><mi>Pr</mi><mo>+</mo><mn>0.8692</mn></math></span> reproduces the shell-model results quantitatively over the entire wavenumber range. The findings establish a coherent theoretical framework for passive-scalar turbulence and provide a foundation for modeling thermal transport and mixing in low-Prandtl-number fluids such as liquid metals and plasma flows.</div></div>","PeriodicalId":9764,"journal":{"name":"Chaos Solitons & Fractals","volume":"204 ","pages":"Article 117756"},"PeriodicalIF":5.6,"publicationDate":"2025-12-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145759469","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Structure-based node selection for capturing complex system states 捕获复杂系统状态的基于结构的节点选择
IF 5.6 1区 数学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-12-13 DOI: 10.1016/j.chaos.2025.117760
Jia-Jie Qin , Xinrui Ji , Mingze Qi , Gang Yan , Xiaozhu Zhang
Accurately characterizing the state of complex networked dynamical systems is crucial for understanding, prediction, and control of the systems, yet often hindered by the inaccessibility of the states of all nodes in the system. In this work, we introduce centrality-guided node selection strategies, enabling precise approximation of the system-wide average state based on the states of the selected nodes. Remarkably, our approach harnesses solely the structural information of the underlying network and does not require knowledge of the detailed node dynamics. Comprehensive simulations on various empirical networks and dynamic models demonstrate that eigenvector centrality, in particular, offers a robust choice. It yields node collections that reliably capture the global system state with exceptionally low errors, outperforming known strategies based on other measures across interaction topologies, network dynamics, sizes of the observed node set, and different regimes of systems’ dynamics in the parameter space. This work therefore provides a structure-based node selection strategy for efficient and accurate estimations of the global state of complex networked dynamical systems.
准确表征复杂网络动力系统的状态对于系统的理解、预测和控制至关重要,但往往受到系统中所有节点状态不可达性的阻碍。在这项工作中,我们引入了中心性导向的节点选择策略,使基于所选节点的状态精确逼近系统范围的平均状态。值得注意的是,我们的方法仅利用底层网络的结构信息,而不需要了解详细的节点动态。对各种经验网络和动态模型的综合模拟表明,特征向量中心性提供了一个鲁棒的选择。它产生的节点集合以极低的错误可靠地捕获全局系统状态,优于基于交互拓扑、网络动态、观察节点集的大小和参数空间中系统动态的不同制度的其他度量的已知策略。因此,这项工作提供了一种基于结构的节点选择策略,用于有效和准确地估计复杂网络动态系统的全局状态。
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引用次数: 0
Data-driven modeling and fault estimation for nonlinear systems: A checksum-redundancy correction based anti-attack strategy 非线性系统的数据驱动建模与故障估计:一种基于校验和冗余校正的反攻击策略
IF 5.6 1区 数学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-12-13 DOI: 10.1016/j.chaos.2025.117768
Lu-Yao Dang, Sheng-Juan Huang, Liang-Dong Guo, Da-Qing Zhang, Li-Bing Wu
In a network attack environment, this paper investigates the data-driven modeling and fault estimation for a class of Lipschitz nonlinear systems with actuator and sensor faults. Here, the sampled measured output data from the system transmitted over the wireless network, which may pose a risk of being subjected to network attacks, can be captured by the receiving end. A checksum-redundancy correction based anti-attack strategy, which can restore the transmitted data to the original one, is proposed to ensure data reliability. A reliable data-driven differential equation model based observer associated with the original system is constructed, so as to achieve the estimation of system multi faults. LMI-based uniformly ultimate boundedness (UUB) stability conditions are proposed for the error dynamics. Then, an iterative observer related to the original system is designed to further improve the multi-fault estimation accuracy. A convergence theorem is given to guarantee the effectiveness of the designed iterative observer. Finally, a longitudinal dynamics model of the aircraft is exhibited to test the proposed strategy.
在网络攻击环境下,研究了一类具有执行器和传感器故障的Lipschitz非线性系统的数据驱动建模和故障估计问题。在这里,接收端可以捕获通过无线网络传输的系统的采样测量输出数据,这些数据可能存在遭受网络攻击的风险。为了保证数据的可靠性,提出了一种基于校验和冗余校正的防攻击策略,该策略可以将传输的数据恢复到原始数据。构造了与原系统关联的基于可靠数据驱动微分方程模型的观测器,实现了对系统多故障的估计。提出了基于lmi的误差动力学一致极限有界性稳定条件。然后,设计与原系统相关的迭代观测器,进一步提高多故障估计精度。给出了收敛定理,保证了所设计迭代观测器的有效性。最后,展示了飞机的纵向动力学模型来验证所提出的策略。
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引用次数: 0
Asymptotic behavior and a new comparison technique for solutions of delta fractional difference equations 分数阶差分方程解的渐近性及一种新的比较技术
IF 5.6 1区 数学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-12-12 DOI: 10.1016/j.chaos.2025.117761
Pshtiwan Othman Mohammed , Meraa Arab
The paper introduces a novel comparison technique for fractional difference equations of delta-type, which is used to establish sharp criteria for the asymptotic behavior of their solutions. It is demonstrated that the Mittag-Leffler function emerges as the unique solution to a specific case of the proposed model. In addition, using the comparison theorem, we derive precise conditions under which solutions either diverge to infinity or converge to zero. These theoretical results provide a robust framework for analyzing the long-term dynamics of discrete fractional systems. Finally, to verify the main theorems numerically and demonstrate their practical implications, four illustrative examples are presented.
本文介绍了一种新的比较方法,用于建立delta型分数阶差分方程解的渐近性的尖锐判据。证明了Mittag-Leffler函数是所提出模型的特定情况下的唯一解。此外,利用比较定理,我们导出了解发散到无穷或收敛到零的精确条件。这些理论结果为分析离散分数系统的长期动力学提供了一个强有力的框架。最后,为了对主要定理进行数值验证并说明其实际意义,给出了四个示例。
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引用次数: 0
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Chaos Solitons & Fractals
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