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A transfer learning method to solve Fokker-Planck equation based on the equivalent linearization. 基于等效线性化的求解Fokker-Planck方程的迁移学习方法。
IF 3.2 2区 数学
Chaos Pub Date : 2025-08-01 DOI: 10.1063/5.0260624
Gege Wang, Xiaolong Wang, Qi Liu, Jürgen Kurths, Yong Xu
{"title":"A transfer learning method to solve Fokker-Planck equation based on the equivalent linearization.","authors":"Gege Wang, Xiaolong Wang, Qi Liu, Jürgen Kurths, Yong Xu","doi":"10.1063/5.0260624","DOIUrl":"https://doi.org/10.1063/5.0260624","url":null,"abstract":"<p><p>Efficient methods for solving the Fokker-Planck (FP) equation are crucial for studying stochastic systems. This paper proposes a transfer learning method to solve the FP equation, enabling the training process to proceed without starting from the beginning. The equivalent linearization is first applied to unify a class of stochastic differential equations into a single simplified form. Subsequently, a pre-trained neural network framework, inspired by transfer learning, is designed based on the FP equation of the simple system. By leveraging the pre-trained neural network, the solving process is accelerated by starting from a more advanced state. Finally, numerical experiments are conducted to verify the proposed approach, including one- and two-dimensional stochastic systems as well as a system driven by both Gaussian and Lévy noise. Results show that the contours of the FP equations can be learned by the network very expeditiously, greatly reducing training time while maintaining accuracy. The proposed method not only improves computational efficiency but also demonstrates strong generalization capabilities.</p>","PeriodicalId":9974,"journal":{"name":"Chaos","volume":"35 8","pages":""},"PeriodicalIF":3.2,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144803715","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Identifying clique influences in hypergraphs via the simplicial complex with applications in scientific collaborations. 通过简单复合体识别超图中的派系影响及其在科学合作中的应用。
IF 3.2 2区 数学
Chaos Pub Date : 2025-08-01 DOI: 10.1063/5.0273245
Xiaolu Liu, Chong Zhao
{"title":"Identifying clique influences in hypergraphs via the simplicial complex with applications in scientific collaborations.","authors":"Xiaolu Liu, Chong Zhao","doi":"10.1063/5.0273245","DOIUrl":"https://doi.org/10.1063/5.0273245","url":null,"abstract":"<p><p>Due to their ability to express higher-order structures, hypergraphs are becoming a central topic in network analysis. In this paper, we propose a parameter-free clique centrality index for all the hypergraphs, including hypergraphs involving singleton hyperedges and disconnected hypergraphs. We construct a hereditary class by introducing the null simplex into the simplicial complex of a hypergraph. Summarizing the boundary-coboundary relations in the hereditary complex, the hereditary diagram is defined and naturally connected. Inner and outer centrality indices are defined for all simplices with respect to the dual relations of the coboundary and boundary, respectively, and made into a global circuit whose steady state defines the Hereditary DualRank centrality. Based on the ratio of the outer and inner centralities of a simplex, we define its effectiveness, which describes the relative productivity of the corresponding clique. Applying the Hereditary DualRank centrality to a scientific collaboration dataset, we analyze individual choices in collaborations, reflecting, in detail, the trend that scholars seek for relatively effective cooperations in upcoming research. Based on the individual effectiveness values, we define the efficiency index of collaboration and reveal its negative correlation with the dispersity of individual effectiveness values. This work offers an in-depth topological understanding of the evolution and dynamics of hypergraphs.</p>","PeriodicalId":9974,"journal":{"name":"Chaos","volume":"35 8","pages":""},"PeriodicalIF":3.2,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144793530","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Economic collapse under epidemic-induced lockdowns and its prediction: A coupled dynamics approach. 流行病导致的封锁下的经济崩溃及其预测:耦合动力学方法。
IF 3.2 2区 数学
Chaos Pub Date : 2025-08-01 DOI: 10.1063/5.0284293
Sudipta Panda, Sagar Karmakar, Abhijnan Chattopadhyay, Joydev Chattopadhyay
{"title":"Economic collapse under epidemic-induced lockdowns and its prediction: A coupled dynamics approach.","authors":"Sudipta Panda, Sagar Karmakar, Abhijnan Chattopadhyay, Joydev Chattopadhyay","doi":"10.1063/5.0284293","DOIUrl":"https://doi.org/10.1063/5.0284293","url":null,"abstract":"<p><p>The sudden outbreak of an epidemic poses a significant challenge to alleviating global poverty. To suppress the epidemic, governments impose restrictions on social and economic activities. While most studies discuss the indirect impact of social restrictions on disease and the economy, the effects of economic restrictions-such as workplace and business closures, workforce capacity limits, international trade and travel restrictions, and supply chain disruptions (collectively called economic lockdown)-exert a harsh impact on the economy, which remains largely overlooked. This study addresses this gap by proposing a novel coupled epidemiological-economic model integrating economic lockdown (EL) effects. The model reveals multi-stability varying EL stringency and country's economic status, highlighting a reciprocal relationship between economy and disease burden. Empirical support is provided through structural statistical equation analysis. Our findings show that while a minor stringency can destabilize a low-income economy, middle-income countries are also vulnerable to stagnation, potentially falling into a \"middle-income trap\" driven by economic lockdown. We explore early warning signals for economic collapse induced by EL stringency across different types of economies. Overall, our study provides critical insights for policymakers in both economic and public health sectors, underscoring the importance of balancing economic lockdown measures to prevent poverty and middle-income traps.</p>","PeriodicalId":9974,"journal":{"name":"Chaos","volume":"35 8","pages":""},"PeriodicalIF":3.2,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144834260","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Multiple coexisting attractors and self-organized distribution of periodicity in a three-dimensional system. 三维系统中多个共存吸引子和周期的自组织分布。
IF 3.2 2区 数学
Chaos Pub Date : 2025-08-01 DOI: 10.1063/5.0278421
Sarbari Karmakar, Nikhil Pal
{"title":"Multiple coexisting attractors and self-organized distribution of periodicity in a three-dimensional system.","authors":"Sarbari Karmakar, Nikhil Pal","doi":"10.1063/5.0278421","DOIUrl":"https://doi.org/10.1063/5.0278421","url":null,"abstract":"<p><p>In chemical reactions, autocatalator models hold a significant place for exhibiting different kinds of complex dynamical features. The present study focuses on the dynamical characterization of a three-variable autocatalator model in a parameter plane. A detailed analysis is performed on the distribution of dynamically rich and complex oscillatory states in the system by forming a few Lyapunov exponent and isoperiodic diagrams. Regular organization of familiar periodic structures, including shrimp-shaped islands and Arnold tongues, is found in the chaotic and quasiperiodic zones of the parameter plane. A comprehensive discussion on two different kinds of multistability, viz., bistability and tristability, is also provided. It is observed that the basin boundary of the two coexisting attractors is smooth, whereas that of the three coexisting attractors is partially fractal in nature. Through this study, we gain a deeper perception of the intricate dynamics of the present system, resulting from simultaneous changes in two control parameters.</p>","PeriodicalId":9974,"journal":{"name":"Chaos","volume":"35 8","pages":""},"PeriodicalIF":3.2,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144834261","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Stability of uniformly incoherent state in the D-dimensional generalized Kuramoto model. d维广义Kuramoto模型中均匀非相干态的稳定性。
IF 3.2 2区 数学
Chaos Pub Date : 2025-08-01 DOI: 10.1063/5.0285606
Xiaoting Zhang, Wei Zou
{"title":"Stability of uniformly incoherent state in the D-dimensional generalized Kuramoto model.","authors":"Xiaoting Zhang, Wei Zou","doi":"10.1063/5.0285606","DOIUrl":"https://doi.org/10.1063/5.0285606","url":null,"abstract":"<p><p>In this paper, we are devoted to theoretically analyzing the stability of the completely incoherent state in the D-dimensional generalized Kuramoto model within the same one framework, where a completely incoherent state refers to that all agents are uniformly distributed on surface S of the unit sphere in D-dimensional space. By linearizing the continuity equation of the model in its thermodynamic limit, we obtain the characteristic equation that governs the linear stability of the uniformly incoherent state for arbitrary dimension with D≥2. Moreover, we show that all the stability information regarding the complete incoherence can be successfully retrieved from the reduced system via high-dimensional Ott-Antonsen ansatz for the D-dimensional generalized Kuramoto model. For a Gaussian ensemble of natural rotations, we demonstrate that the characteristic equation can be explicitly simplified for both even and odd D. In particular, via the simplified characteristic equation, we verify theoretically that the critical coupling strength for the instability of the uniformly incoherent state is always retained at zero for all odd D≥3. Our study provides a detailed recipe for the stability analysis of complete incoherence in the D-dimensional generalized Kuramoto model, which is potential for identifying the onset of phase transition to synchrony in systems of interacting high-dimensional heterogeneous agents.</p>","PeriodicalId":9974,"journal":{"name":"Chaos","volume":"35 8","pages":""},"PeriodicalIF":3.2,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144834262","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Stability of parametrically driven, damped nonlinear Dirac solitons. 参数驱动、阻尼非线性狄拉克孤子的稳定性。
IF 3.2 2区 数学
Chaos Pub Date : 2025-08-01 DOI: 10.1063/5.0281726
Bernardo Sánchez-Rey, David Mellado-Alcedo, Niurka R Quintero
{"title":"Stability of parametrically driven, damped nonlinear Dirac solitons.","authors":"Bernardo Sánchez-Rey, David Mellado-Alcedo, Niurka R Quintero","doi":"10.1063/5.0281726","DOIUrl":"https://doi.org/10.1063/5.0281726","url":null,"abstract":"<p><p>The linear stability of two exact stationary solutions of the parametrically driven, damped nonlinear Dirac equation is investigated. Stability is ascertained through the resolution of the eigenvalue problem, which stems from the linearization of this equation around the exact solutions. On the one hand, it is proven that one of these solutions is always unstable, which confirms previous analysis based on a variational method. On the other hand, it is shown that sufficiently large dissipation guarantees the stability of the second solution. Specifically, we determine the stability curve that separates stable and unstable regions in the parameter space. The dependence of the stability diagram on the driven frequency is also studied, and it is shown that low-frequency solitons are stable across the entire parameter space. These results have been corroborated with extensive simulations of the parametrically driven and damped nonlinear Dirac equation by employing a novel and recently proposed numerical algorithm that minimizes discretization errors.</p>","PeriodicalId":9974,"journal":{"name":"Chaos","volume":"35 8","pages":""},"PeriodicalIF":3.2,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144944878","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
A multi-market model with heterogeneous agents and switching mechanism. 具有异质代理和交换机制的多市场模型。
IF 3.2 2区 数学
Chaos Pub Date : 2025-08-01 DOI: 10.1063/5.0274253
Serena Brianzoni, Giovanni Campisi
{"title":"A multi-market model with heterogeneous agents and switching mechanism.","authors":"Serena Brianzoni, Giovanni Campisi","doi":"10.1063/5.0274253","DOIUrl":"https://doi.org/10.1063/5.0274253","url":null,"abstract":"<p><p>This paper presents a multi-market model consisting of two distinct financial markets with one risky asset. The model assumes that each market is populated by two types of interacting traders: fundamentalists and cross-sectional momentum traders. A market maker sets the price based on a nonlinear adjustment mechanism. We prove that, depending on the relative influence of traders' beliefs, the asset dynamics can exhibit large-amplitude fluctuations. Through bifurcation analysis, we derive analytical conditions that show how the intensity of investors' preferences for trading rules and the switching mechanism can destabilize the markets. Furthermore, we show that when investors hold polarized beliefs, it can introduce significant uncertainty in both markets, leading to complex price dynamics.</p>","PeriodicalId":9974,"journal":{"name":"Chaos","volume":"35 8","pages":""},"PeriodicalIF":3.2,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144764638","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Tale of one emergent game: Opinion formation in dynamical undirected hypergraphs. 一个突发博弈的故事:动态无向超图中的意见形成。
IF 3.2 2区 数学
Chaos Pub Date : 2025-08-01 DOI: 10.1063/5.0283611
Yakun Wang, Yuan Liu, Bin Wu
{"title":"Tale of one emergent game: Opinion formation in dynamical undirected hypergraphs.","authors":"Yakun Wang, Yuan Liu, Bin Wu","doi":"10.1063/5.0283611","DOIUrl":"https://doi.org/10.1063/5.0283611","url":null,"abstract":"<p><p>Opinion dynamics in dynamical hypergraphs, mirroring the dynamical nature of high-order social interactions, are attracting increasing attention. Opinion dynamics on high-order interactions lead to non-trivial dynamical patterns compared with that on pairwise networks. How should we systematically understand the intrinsic differences between opinion dynamics in hypergraphs and that in networks? We establish a voter model in a dynamical hypergraph. We find that both opinion formation and transient topology are captured by a single multi-player game, provided that the hypergraphs evolve sufficiently fast. The Nash equilibrium analysis facilitates us to reveal the intrinsic differences between high-order interactions and pairwise interactions in the empirical system. Furthermore, we perform simulations to show how robust our theoretical results are beyond fast rewiring. Our work provides a game route for opinion dynamics and sheds a hidden connection between opinion formation on dynamical high-order interactions and multi-player games.</p>","PeriodicalId":9974,"journal":{"name":"Chaos","volume":"35 8","pages":""},"PeriodicalIF":3.2,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144764645","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Extreme waves generated by the interaction of stationary and oscillatory dissipative solitons. 由静止和振荡耗散孤子相互作用产生的极端波。
IF 3.2 2区 数学
Chaos Pub Date : 2025-08-01 DOI: 10.1063/5.0277585
Orazio Descalzi, Helmut R Brand
{"title":"Extreme waves generated by the interaction of stationary and oscillatory dissipative solitons.","authors":"Orazio Descalzi, Helmut R Brand","doi":"10.1063/5.0277585","DOIUrl":"https://doi.org/10.1063/5.0277585","url":null,"abstract":"<p><p>We study the interaction of stationary and oscillatory dissipative solitons (DSs) in the framework of two coupled cubic-quintic Ginzburg-Landau equations. Depending on the approach velocity and the cubic cross coupling between counter-propagating DSs, we obtain during the interaction process an amplitude enhancement of up to about a factor of 2.51. For the interaction of oscillatory DSs, we get above a critical value of the cubic cross coupling between counter-propagating DSs a second peak as a function of time during the interaction, an observation apparently not reported before. It emerges that for a range of values of this cubic cross coupling, the second peak can be of a higher amplitude than the first peak and that its structure is frequently more complex than that of the first peak during the interaction. It also turns out that for the case of out-of-phase initial conditions for oscillatory DSs, the second peak is modified and typically reduced in amplitude, while the first peak arising during the interaction is essentially unchanged in size and shape.</p>","PeriodicalId":9974,"journal":{"name":"Chaos","volume":"35 8","pages":""},"PeriodicalIF":3.2,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144944838","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Optimal inter-layer connections for maximizing synchronizability in two-layer chain network. 两层链式网络中同步性最大化的最优层间连接。
IF 3.2 2区 数学
Chaos Pub Date : 2025-08-01 DOI: 10.1063/5.0279141
Jie Hu, Yujie Peng, Xiaoqun Wu
{"title":"Optimal inter-layer connections for maximizing synchronizability in two-layer chain network.","authors":"Jie Hu, Yujie Peng, Xiaoqun Wu","doi":"10.1063/5.0279141","DOIUrl":"10.1063/5.0279141","url":null,"abstract":"<p><p>We develop a rigorous mathematical framework to determine the optimal inter-layer edge configurations that maximize synchronizability in two-layer chain networks-an area previously limited to empirical approaches. Departing from prior work relying on numerical simulations, we analytically prove that synchronizability is maximized when inter-layer edges are placed (i) at the chain's midpoint (single-edge case) and (ii) at the one-quarter and three-quarter positions (dual-edge case). We also compute the coupling strength thresholds and further conjecture the optimal placement pattern for an arbitrary number of inter-layer edges, supporting this hypothesis with extensive numerical validation. These results bridge spectral graph theory and network topology design, offering principled guidelines for engineering interconnected chain-like systems, such as supply chains, information dissemination, and epidemic spread.</p>","PeriodicalId":9974,"journal":{"name":"Chaos","volume":"35 8","pages":""},"PeriodicalIF":3.2,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144882314","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
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