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IF 4.4 2区 数学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2026-05-01 Epub Date: 2026-01-05 DOI: 10.1016/S0378-4754(25)00563-4
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引用次数: 0
Hierarchical impact of media-induced awareness on epidemic dynamics: Analysis and application of an SIR-M model 媒介诱导的意识对流行病动态的层次影响:SIR-M模型的分析和应用
IF 4.4 2区 数学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2026-05-01 Epub Date: 2025-11-30 DOI: 10.1016/j.matcom.2025.11.038
Huanyi Wang, Suxia Zhang, Jinhu Xu, Xingyu Zhang
During an epidemic outbreak, the release of contagion data and related information in media coverage enhances protective awareness among individuals, thereby prompting behavioral adaptations that subsequently influence disease transmission dynamics. To explore the feedback mechanism between the dynamics of epidemic progression and social media, an SIR-M model incorporating the hierarchical impact of media-induced awareness is established, characterizing the distinct levels of behavioral response based on the perception of potential risks within the population. The analysis and application of the proposed model are conducted extensively and comprehensively. The findings demonstrate that under specific parametric conditions, the decay rate of media coverage can destabilize the endemic equilibrium and induce a Hopf bifurcation. This phenomenon is further confirmed by both one- and two-parameter bifurcation diagrams. Using particle swarm optimization algorithm for parameter estimation, we show that the proposed model effectively captures the temporal trends of both COVID-19 case data and related media coverage, revealing the hierarchical nature of protection awareness.
在流行病暴发期间,传播数据和媒体报道中的相关信息的发布增强了个人的保护意识,从而促使行为适应,从而影响疾病传播动态。为了探索疫情发展动态与社交媒体之间的反馈机制,建立了一个包含媒体诱导意识分层影响的SIR-M模型,表征了基于人群对潜在风险感知的不同行为反应水平。对所提出的模型进行了广泛而全面的分析和应用。研究结果表明,在特定的参数条件下,媒体覆盖率的衰减率会破坏地方性平衡并导致Hopf分岔。单参数和双参数分岔图进一步证实了这一现象。利用粒子群优化算法进行参数估计,我们发现所提出的模型有效地捕获了COVID-19病例数据和相关媒体报道的时间趋势,揭示了保护意识的层次性。
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引用次数: 0
Enhancing chemovirotherapy through a data-driven model with detailed consideration of immune system response using Unscented Kalman Filter 通过使用Unscented卡尔曼滤波器详细考虑免疫系统反应的数据驱动模型增强化学病毒治疗
IF 4.4 2区 数学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2026-05-01 Epub Date: 2025-11-21 DOI: 10.1016/j.matcom.2025.11.022
Mohammad Amini , Ramin Vatankhah , Mohammad Mehdi Arefi
Recent advancements in mathematical modeling have enhanced the analysis of cancer responses to treatments, particularly in the promising field of chemovirotherapy. The present research introduces a novel data-driven mathematical model of chemovirotherapy that comprehensively incorporates the immune response. This thorough consideration of the immune system enables a comparative analysis of chemovirotherapy with immunotherapy, specifically CD8+T cells, CD4+T cells, and IL-2 cytokine therapies. By estimating a Michaelis-Menten constant from empirical therapy data for virotherapy, the computational efficiency of the dynamical system is enhanced while maintaining high accuracy in capturing virotherapy dynamics. Parameters are estimated using the Unscented Kalman Filter based on data from human melanoma cell lines. A stability analysis investigates parameter-dependent equilibrium shifts of the model, revealing that treatments such as chemotherapy destabilize the system at any dosage, which may inform treatment scenarios. Numerical simulations conducted on the model demonstrate that the combination of chemotherapy and virotherapy yields superior outcomes, particularly in cases of high tumor burden and weakened immune systems. This study presents a comprehensive framework for comparing immunotherapy, chemotherapy, and virotherapy, thereby advancing cancer therapeutic modeling and facilitating the optimization of comparative treatment strategies.
数学建模的最新进展加强了对癌症治疗反应的分析,特别是在有前途的化学病毒治疗领域。本研究引入了一种新的数据驱动的化学病毒治疗数学模型,该模型综合了免疫反应。这种对免疫系统的全面考虑使得化学病毒疗法与免疫疗法,特别是CD8+T细胞,CD4+T细胞和IL-2细胞因子疗法的比较分析成为可能。通过从病毒治疗的经验治疗数据中估计Michaelis-Menten常数,提高了动力系统的计算效率,同时保持了捕获病毒治疗动力学的高精度。使用基于人类黑色素瘤细胞系数据的Unscented卡尔曼滤波器估计参数。稳定性分析研究了模型的参数依赖平衡位移,揭示了化疗等治疗方法在任何剂量下都会使系统不稳定,这可能会为治疗方案提供信息。在该模型上进行的数值模拟表明,化疗和病毒治疗的结合产生了更好的结果,特别是在高肿瘤负荷和免疫系统减弱的情况下。本研究提出了一个比较免疫治疗、化疗和病毒治疗的综合框架,从而推进癌症治疗建模,促进比较治疗策略的优化。
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引用次数: 0
Dual-population two-archive evolutionary framework for constrained multi-objective optimization 约束多目标优化的双种群双档案进化框架
IF 4.4 2区 数学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2026-05-01 Epub Date: 2025-11-19 DOI: 10.1016/j.matcom.2025.11.019
Miao Chen , Shijie Zhao , Tianran Zhang , Xin Yu
Constrained multi-objective optimization problems (CMOPs) constitute a prevalent and ubiquitous class of optimization challenges that are frequently encountered across diverse field within science and engineering. To solve the complementary multi-objective optimization problem with narrow and disconnected feasible regions, dual-population two-archive evolutionary framework for constrained multi-objective optimization with constrained-archive solution phase-transition and auxiliary-population environment selection pause-termination (CAE_2SP) is proposed. The algorithm uses dual-population with different efficacy and two archives with different functions. To improve the problem of lower population diversity, constrained-archive solution phase-transition strategy is proposed. In this strategy, the diversity of solutions is emphasized in the early generation, so the non-dominated infeasible solutions generated by the evolution of main population are stored in the archive. In the late generation, the feasibility of solutions is taken into account, hence, constrained archive is transformed into storing non-dominated feasible solutions. In addition, this paper puts forward auxiliary-population environment selection pause-termination strategy. In this strategy, auxiliary population stop updating in the late generation and uses the optimal population information in the early generation to guide the evolution, to reduce the consumption of computing resources in the late generation and provide more computing resources for main population to help it search for potential feasible regions. The experimental results of nine comparison algorithms in three benchmark function suites demonstrate that CAE_2SP has superior performance in solving CMOPs compared with others. To validate the applicability of the proposed algorithm in solving practical problems, six real-world problems are employed for testing. The experimental results demonstrate that CAE_2SP exhibits competitive performance in addressing practical issues.
约束多目标优化问题(cops)是一种普遍存在的优化问题,在科学和工程的各个领域都经常遇到。为解决可行区域狭窄且不连通的互补多目标优化问题,提出了具有约束存档解相变和辅助种群环境选择暂停-终止(CAE_2SP)的约束多目标优化双种群双存档进化框架。算法采用不同功效的双种群和不同功能的两个档案。针对种群多样性较低的问题,提出了约束存档解相变策略。在该策略中,在早期代中强调解的多样性,因此主要种群进化产生的非支配不可行解存储在存档中。在后期,考虑了解的可行性,将约束存档转变为存储非支配可行解。此外,本文还提出了辅助种群环境选择暂停-终止策略。在该策略中,辅助种群在后期停止更新,利用早期最优的种群信息引导进化,减少后期计算资源的消耗,为主种群提供更多的计算资源,帮助其搜索潜在的可行区域。在3个基准函数组中对9种比较算法的实验结果表明,CAE_2SP算法在求解CMOPs方面具有较好的性能。为了验证所提出的算法在解决实际问题中的适用性,采用了六个实际问题进行测试。实验结果表明,CAE_2SP在解决实际问题方面具有较强的竞争力。
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引用次数: 0
News of IMACS IMACS新闻
IF 4.4 2区 数学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2026-05-01 Epub Date: 2026-01-05 DOI: 10.1016/S0378-4754(25)00562-2
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引用次数: 0
Compound relaxation oscillations in a modified Rayleigh–Duffing system with periodic non-smoothness 具有周期性非光滑的改进瑞利-杜芬系统的复合弛豫振荡
IF 4.4 2区 数学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2026-05-01 Epub Date: 2025-11-22 DOI: 10.1016/j.matcom.2025.11.027
Yi Zhang , Jin Song , Wenjie Zuo , Zhengdi Zhang
This paper aims to explore compound relaxation oscillations and underlying mechanisms in the dynamical system with periodic non-smoothness, focusing on the effect of non-smooth bifurcations on compound relaxation oscillations. Based on the Rayleigh–Duffing system with external excitation, a modified non-smooth dynamical system is developed by introducing a periodic term that represents discontinuous external influences, such as wave-induced forces in ship rolling dynamics. Various non-smooth bifurcation phenomena are systematically investigated, including non-smooth homoclinic bifurcation, C-bifurcation, persistence bifurcation, and non-smooth fold bifurcation. Five different oscillation modes are demonstrated through numerical simulations, and their mechanisms are revealed in combination with the slow–fast analysis. It is found that the non-smooth homoclinic bifurcation significantly alters the oscillation process and induces transitions between stable states. The C-bifurcation has less effect on the oscillation mode even though it changes the topology of limit cycles. Different types of boundary equilibrium bifurcations lead to substantial changes in the stability and structure of compound relaxation oscillations. In addition, two types of coexisting attractors are identified through the basin of attraction, indicating multistability that gives rise to different oscillation modes.
本文旨在探讨周期性非光滑动力系统中的复合弛豫振荡及其机制,重点研究非光滑分岔对复合弛豫振荡的影响。在有外部激励的Rayleigh-Duffing系统的基础上,通过引入一个周期项来表示船舶滚动动力学中的非连续外部影响,如波浪诱导力,建立了一种改进的非光滑动力系统。系统地研究了各种非光滑分岔现象,包括非光滑同斜分岔、c分岔、持续性分岔和非光滑褶皱分岔。通过数值模拟证明了五种不同的振荡模式,并结合慢快分析揭示了它们的机理。发现非光滑同斜分岔显著地改变了振荡过程并诱导了稳定态之间的跃迁。c分岔虽然改变了极限环的拓扑结构,但对振荡模态的影响较小。不同类型的边界平衡分岔导致复合弛豫振荡的稳定性和结构发生实质性变化。此外,通过吸引盆确定了两种共存的吸引子,表明了产生不同振荡模态的多稳定性。
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引用次数: 0
A hybrid integer-Caputo fractional order dengue transmission model: Parameter optimization and empirical study with real-world data 一种混合整数- caputo分数阶登革热传播模型:参数优化与现实数据的实证研究
IF 4.4 2区 数学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2026-05-01 Epub Date: 2025-12-01 DOI: 10.1016/j.matcom.2025.11.040
Priyanka Harjule , Harshit , Rajesh Kumar
Dengue fever is a major viral disease that spreads through mosquitoes and is a public health concern, especially in some tropical and subtropical regions. Traditional integer-order compartmental models often do not work well at modeling how disease spreads over time, which is often affected by past infection rates and environmental factors. We propose a hybrid SEISRD-SI model that combines integer-order and fractional-order dynamics with the Caputo derivative. It also includes compartments for severe dengue and dengue-induced mortality to better represent how the disease spreads and what happens as a result. The existence and uniqueness of the fractional model are proved using the Banach Fixed Point Theorem. The basic reproduction number R0 is derived using the next generation matrix method, which provides key insights into disease spread thresholds. The hybrid model is calibrated using weekly dengue incidence data from Brazil, and parameters are optimized through Particle Swarm Optimization. The optimized hybrid model lowers the mean relative error (MRE) by up to 6.12% compared to the Caputo fractional-order model (MRE: 20.90%) and the integer-order model (MRE: 24.15%). These findings highlight the ability of hybrid modeling to capture both peak and non-peak epidemic dynamics and underscore the value of fractional calculus in advancing epidemiological modeling frameworks.
登革热是一种通过蚊子传播的主要病毒性疾病,是一个公共卫生问题,特别是在一些热带和亚热带地区。传统的整序隔间模型往往不能很好地模拟疾病如何随时间传播,这通常受到过去感染率和环境因素的影响。我们提出了一个混合SEISRD-SI模型,该模型结合了整数阶和分数阶动力学与Caputo导数。它还包括重症登革热和登革热引起的死亡率的分区,以更好地代表疾病如何传播及其后果。利用Banach不动点定理证明了分数阶模型的存在唯一性。基本繁殖数R0是使用下一代矩阵方法导出的,该方法提供了对疾病传播阈值的关键见解。混合模型使用巴西每周登革热发病率数据进行校准,并通过粒子群算法对参数进行优化。与Caputo分数阶模型(MRE为20.90%)和整数阶模型(MRE为24.15%)相比,优化后的混合模型的平均相对误差(MRE)降低了6.12%。这些发现突出了混合建模捕捉高峰和非高峰流行病动态的能力,并强调了分数微积分在推进流行病学建模框架方面的价值。
{"title":"A hybrid integer-Caputo fractional order dengue transmission model: Parameter optimization and empirical study with real-world data","authors":"Priyanka Harjule ,&nbsp;Harshit ,&nbsp;Rajesh Kumar","doi":"10.1016/j.matcom.2025.11.040","DOIUrl":"10.1016/j.matcom.2025.11.040","url":null,"abstract":"<div><div>Dengue fever is a major viral disease that spreads through mosquitoes and is a public health concern, especially in some tropical and subtropical regions. Traditional integer-order compartmental models often do not work well at modeling how disease spreads over time, which is often affected by past infection rates and environmental factors. We propose a hybrid SEISRD-SI model that combines integer-order and fractional-order dynamics with the Caputo derivative. It also includes compartments for severe dengue and dengue-induced mortality to better represent how the disease spreads and what happens as a result. The existence and uniqueness of the fractional model are proved using the Banach Fixed Point Theorem. The basic reproduction number <span><math><msub><mrow><mi>R</mi></mrow><mrow><mn>0</mn></mrow></msub></math></span> is derived using the next generation matrix method, which provides key insights into disease spread thresholds. The hybrid model is calibrated using weekly dengue incidence data from Brazil, and parameters are optimized through Particle Swarm Optimization. The optimized hybrid model lowers the mean relative error (MRE) by up to 6.12% compared to the Caputo fractional-order model (MRE: 20.90%) and the integer-order model (MRE: 24.15%). These findings highlight the ability of hybrid modeling to capture both peak and non-peak epidemic dynamics and underscore the value of fractional calculus in advancing epidemiological modeling frameworks.</div></div>","PeriodicalId":49856,"journal":{"name":"Mathematics and Computers in Simulation","volume":"243 ","pages":"Pages 339-361"},"PeriodicalIF":4.4,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145685316","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 control of chaos in a novel SITR epidemic model with generalized incidence and adaptive treatment dynamics: A deep neural network analysis 具有广义发病率和自适应治疗动力学的新型SITR流行病模型混沌的最优控制:深度神经网络分析
IF 4.4 2区 数学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2026-05-01 Epub Date: 2025-12-11 DOI: 10.1016/j.matcom.2025.12.005
A. El-Mesady , M.A. Abdelkawy , Muhammad Farhan , Mohammad Izadi
This paper introduces a novel SITR (Susceptible-Infected-Treated-Recovered) epidemic model that incorporates a Holling Type III incidence rate and a saturated treatment function to capture superspreading dynamics and finite healthcare capacity. We establish the model’s well-posedness by proving the positivity and boundedness of solutions. A comprehensive bifurcation analysis reveals that the system exhibits rich dynamical behaviors, including Transcritical, Saddle–node, and Hopf bifurcations, which delineate thresholds between disease extinction, persistence, and oscillatory states. An optimal control framework is subsequently formulated to derive effective intervention strategies. The core methodological contribution is the development of a hybrid deep neural network (DNN) architecture, utilizing Tanh and ReLU activations, to serve as a high-fidelity surrogate for the model’s complex dynamics. This approach is validated within a stochastic numerical scheme, employing a 70%–15%–15% data split for robust training and testing. The DNN achieves exceptional predictive accuracy, with a mean squared error of 1010 and a minimum absolute error of 108, demonstrating precise alignment with benchmark solutions. This work establishes a novel paradigm that integrates sophisticated dynamical systems theory with advanced deep learning, resulting in a computationally efficient and highly accurate framework for analyzing and controlling complex epidemic systems.
本文介绍了一种新的SITR(易感-感染-治疗-恢复)流行病模型,该模型结合了Holling III型发病率和饱和治疗函数,以捕捉超传播动力学和有限的医疗保健能力。通过证明解的正性和有界性,建立了模型的适定性。综合分岔分析表明,该系统表现出丰富的动力学行为,包括跨临界分岔、鞍节点分岔和Hopf分岔,它们描绘了疾病灭绝、持续和振荡状态之间的阈值。随后制定了最优控制框架,以获得有效的干预策略。核心方法贡献是开发混合深度神经网络(DNN)架构,利用Tanh和ReLU激活,作为模型复杂动态的高保真代理。该方法在随机数值方案中得到验证,采用70%-15%-15%的数据分割进行鲁棒性训练和测试。DNN实现了卓越的预测精度,均方误差为10−10,最小绝对误差为10−8,证明了与基准解决方案的精确一致性。这项工作建立了一个新的范例,将复杂的动力系统理论与先进的深度学习相结合,形成了一个计算效率高、精度高的框架,用于分析和控制复杂的流行病系统。
{"title":"Optimal control of chaos in a novel SITR epidemic model with generalized incidence and adaptive treatment dynamics: A deep neural network analysis","authors":"A. El-Mesady ,&nbsp;M.A. Abdelkawy ,&nbsp;Muhammad Farhan ,&nbsp;Mohammad Izadi","doi":"10.1016/j.matcom.2025.12.005","DOIUrl":"10.1016/j.matcom.2025.12.005","url":null,"abstract":"<div><div>This paper introduces a novel SITR (Susceptible-Infected-Treated-Recovered) epidemic model that incorporates a Holling Type III incidence rate and a saturated treatment function to capture superspreading dynamics and finite healthcare capacity. We establish the model’s well-posedness by proving the positivity and boundedness of solutions. A comprehensive bifurcation analysis reveals that the system exhibits rich dynamical behaviors, including Transcritical, Saddle–node, and Hopf bifurcations, which delineate thresholds between disease extinction, persistence, and oscillatory states. An optimal control framework is subsequently formulated to derive effective intervention strategies. The core methodological contribution is the development of a hybrid deep neural network (DNN) architecture, utilizing Tanh and ReLU activations, to serve as a high-fidelity surrogate for the model’s complex dynamics. This approach is validated within a stochastic numerical scheme, employing a 70%–15%–15% data split for robust training and testing. The DNN achieves exceptional predictive accuracy, with a mean squared error of <span><math><mrow><mn>1</mn><msup><mrow><mn>0</mn></mrow><mrow><mo>−</mo><mn>10</mn></mrow></msup></mrow></math></span> and a minimum absolute error of <span><math><mrow><mn>1</mn><msup><mrow><mn>0</mn></mrow><mrow><mo>−</mo><mn>8</mn></mrow></msup></mrow></math></span>, demonstrating precise alignment with benchmark solutions. This work establishes a novel paradigm that integrates sophisticated dynamical systems theory with advanced deep learning, resulting in a computationally efficient and highly accurate framework for analyzing and controlling complex epidemic systems.</div></div>","PeriodicalId":49856,"journal":{"name":"Mathematics and Computers in Simulation","volume":"243 ","pages":"Pages 427-467"},"PeriodicalIF":4.4,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145737431","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
Higher-degree super-smooth C1 splines over a Powell–Sabin refined triangulation 基于Powell-Sabin精细三角剖分的高次超光滑C1样条
IF 4.4 2区 数学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2026-05-01 Epub Date: 2025-12-03 DOI: 10.1016/j.matcom.2025.11.035
Jan Grošelj
The paper provides a generalization of C1 quadratic splines over a Powell–Sabin refined triangulation to C1 splines of any degree greater than two. The splines are constructed by imposing maximal super-smoothness at Powell–Sabin triangle split points and reproduce polynomials to the highest possible degree. The spline spaces are characterized by functionals that induce a B-spline representation over a triangulation, i.e., a representation of splines in terms of locally supported nonnegative basis functions that form a partition of unity. This makes the considered splines readily applicable in computer aided geometric design, function approximation problems, and finite element methods for solving partial differential equations.
本文给出了在Powell-Sabin精细三角剖分上的C1二次样条的推广到任意大于2次的C1样条。样条是通过在Powell-Sabin三角形分裂点施加最大的超光滑来构造的,并将多项式复制到尽可能高的程度。样条空间的特征是在三角剖分上诱导出b样条表示的泛函,即,用局部支持的非负基函数表示的样条,这些基函数形成了一个统一的分区。这使得所考虑的样条很容易应用于计算机辅助几何设计、函数近似问题和求解偏微分方程的有限元方法。
{"title":"Higher-degree super-smooth C1 splines over a Powell–Sabin refined triangulation","authors":"Jan Grošelj","doi":"10.1016/j.matcom.2025.11.035","DOIUrl":"10.1016/j.matcom.2025.11.035","url":null,"abstract":"<div><div>The paper provides a generalization of <span><math><msup><mrow><mi>C</mi></mrow><mrow><mn>1</mn></mrow></msup></math></span> quadratic splines over a Powell–Sabin refined triangulation to <span><math><msup><mrow><mi>C</mi></mrow><mrow><mn>1</mn></mrow></msup></math></span> splines of any degree greater than two. The splines are constructed by imposing maximal super-smoothness at Powell–Sabin triangle split points and reproduce polynomials to the highest possible degree. The spline spaces are characterized by functionals that induce a B-spline representation over a triangulation, i.e., a representation of splines in terms of locally supported nonnegative basis functions that form a partition of unity. This makes the considered splines readily applicable in computer aided geometric design, function approximation problems, and finite element methods for solving partial differential equations.</div></div>","PeriodicalId":49856,"journal":{"name":"Mathematics and Computers in Simulation","volume":"243 ","pages":"Pages 382-406"},"PeriodicalIF":4.4,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145737429","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
IOD-type continuity-sets and bounds of numerical attractors for discrete Klein–Gordon–Schrödinger equations 离散Klein-Gordon-Schrödinger方程的iod型连续集和数值吸引子的界
IF 4.4 2区 数学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2026-04-01 Epub Date: 2025-11-14 DOI: 10.1016/j.matcom.2025.11.015
Yangrong Li, Zhiqiang Wang, Xiaowen Tang
Discrete-time Klein–Gordon–Schrödinger lattice equations are established according to implicit Euler schemes, while a family of numerical attractors is obtained when time-sizes belong to an existing interval. The continuity-set of numerical attractors under the Hausdorff distance is shown to be a dense IOD-type (Intersection of countably many Open Dense sets) in the existing interval, moreover, this continuity-set has the continuum cardinality. A common bound of all numerical attractors is provided and leads to the continuous convergence of numerical attractors as two external forces tend to zero. Finally, the global attractor of the original continuous-time system is approximated by numerical attractors in the sense of upper semicontinuity. Forward invariant sets, recursive tails estimates and Taylor’s remainders play key roles in the proofs.
根据隐式欧拉格式建立了离散时间Klein-Gordon-Schrödinger格方程,当时间大小属于一个存在区间时,得到了一组数值吸引子。证明了数值吸引子在Hausdorff距离下的连续集是一个稠密的iod型(可数多个开密集集的交集),并且该连续集具有连续的基数性。给出了所有数值吸引子的公共界,并推导出当两个外力趋于零时数值吸引子的连续收敛。最后,用数值吸引子在上半连续意义下逼近原连续系统的全局吸引子。前向不变集、递归尾估计和泰勒余数在证明中起着关键作用。
{"title":"IOD-type continuity-sets and bounds of numerical attractors for discrete Klein–Gordon–Schrödinger equations","authors":"Yangrong Li,&nbsp;Zhiqiang Wang,&nbsp;Xiaowen Tang","doi":"10.1016/j.matcom.2025.11.015","DOIUrl":"10.1016/j.matcom.2025.11.015","url":null,"abstract":"<div><div>Discrete-time Klein–Gordon–Schrödinger lattice equations are established according to implicit Euler schemes, while a family of numerical attractors is obtained when time-sizes belong to an existing interval. The continuity-set of numerical attractors under the Hausdorff distance is shown to be a dense IOD-type (Intersection of countably many Open Dense sets) in the existing interval, moreover, this continuity-set has the continuum cardinality. A common bound of all numerical attractors is provided and leads to the continuous convergence of numerical attractors as two external forces tend to zero. Finally, the global attractor of the original continuous-time system is approximated by numerical attractors in the sense of upper semicontinuity. Forward invariant sets, recursive tails estimates and Taylor’s remainders play key roles in the proofs.</div></div>","PeriodicalId":49856,"journal":{"name":"Mathematics and Computers in Simulation","volume":"242 ","pages":"Pages 19-35"},"PeriodicalIF":4.4,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145532420","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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