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Non-fragile control of discrete-time conic-type nonlinear Markovian jump systems under deception attacks using event-triggered scheme and Its application 利用事件触发方案实现欺骗攻击下离散-时间圆锥型非线性马尔可夫跃迁系统的非脆弱控制及其应用
IF 4.4 2区 数学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-08-10 DOI: 10.1016/j.matcom.2024.08.007

The non-fragile control issue of discrete-time conic-type nonlinear Markov jump systems under deception attacks has been investigated using an event-triggered method. The nonlinear terms satisfy the conic-type nonlinear constraint condition that lies in a known hypersphere with an uncertain center is employed. The deception attack may obstruct normal communication in an effort to obtain confidential information. In addition, a non-fragile event-triggered controller is suggested to further conserve communication resources. As a stochastic process, a deception attack is manageable by the established controller. Also, by choosing an appropriate Lyapunov-Krasovskii functional, a set of necessary conditions is found in terms of linear matrix inequalities (LMIs) that guarantee mean square stability of the discrete-time conic-type nonlinear Markov jump system in the presence of deception attacks. Finally, the proposed non-fragile event-triggered control techniques is validated with a DC-DC motor application system and another numerical example.

采用事件触发方法研究了欺骗攻击下离散时间圆锥型非线性马尔可夫跃迁系统的非脆弱控制问题。非线性项满足圆锥型非线性约束条件,该约束条件位于一个中心不确定的已知超球中。欺骗攻击可能会阻碍正常通信,以获取机密信息。此外,还建议采用非脆弱事件触发控制器,以进一步节省通信资源。作为一个随机过程,欺骗攻击可由已建立的控制器进行管理。同时,通过选择适当的 Lyapunov-Krasovskii 函数,找到了一组线性矩阵不等式(LMI)的必要条件,保证了离散时间圆锥型非线性马尔可夫跃迁系统在存在欺骗攻击时的均方稳定性。最后,通过一个直流-直流电机应用系统和另一个数值示例验证了所提出的非脆弱事件触发控制技术。
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引用次数: 0
Stochastic transport with Lévy noise fully discrete numerical approximation 带有莱维噪声的随机传输全离散数值近似法
IF 4.4 2区 数学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-08-10 DOI: 10.1016/j.matcom.2024.07.036

Semilinear hyperbolic stochastic partial differential equations (SPDEs) find widespread applications in the natural and engineering sciences. However, the traditional Gaussian setting may prove too restrictive, as phenomena in mathematical finance, porous media, and pollution models often exhibit noise of a different nature. To capture temporal discontinuities and accommodate heavy-tailed distributions, Hilbert space-valued Lévy processes or Lévy fields are employed as driving noise terms. The numerical discretization of such SPDEs presents several challenges. The low regularity of the solution in space and time leads to slow convergence rates and instability in space/time discretization schemes. Furthermore, the Lévy process can take values in an infinite-dimensional Hilbert space, necessitating projections onto finite-dimensional subspaces at each discrete time point. Additionally, unbiased sampling from the resulting Lévy field may not be feasible. In this study, we introduce a novel fully discrete approximation scheme that tackles these difficulties. Our main contribution is a discontinuous Galerkin scheme for spatial approximation, derived naturally from the weak formulation of the SPDE. We establish optimal convergence properties for this approach and combine it with a suitable time stepping scheme to prevent numerical oscillations. Furthermore, we approximate the driving noise process using truncated Karhunen-Loève expansions. This approximation yields a sum of scaled and uncorrelated one-dimensional Lévy processes, which can be simulated with controlled bias using Fourier inversion techniques.

半线性双曲随机偏微分方程(SPDE)在自然科学和工程科学中有着广泛的应用。然而,由于数学金融、多孔介质和污染模型中的现象经常表现出不同性质的噪声,传统的高斯设置可能被证明过于局限。为了捕捉时间不连续性并适应重尾分布,我们采用了希尔伯特空间值的莱维过程或莱维场作为驱动噪声项。此类 SPDE 的数值离散化面临着一些挑战。解在空间和时间上的低规整性导致收敛速度缓慢以及空间/时间离散化方案的不稳定性。此外,Lévy 过程可以在无限维的希尔伯特空间取值,因此必须在每个离散时间点投影到有限维子空间。此外,从所得到的 Lévy 场进行无偏采样可能并不可行。在本研究中,我们引入了一种新颖的完全离散近似方案来解决这些难题。我们的主要贡献是一种用于空间近似的非连续 Galerkin 方案,它是从 SPDE 的弱表述中自然衍生出来的。我们为这种方法建立了最佳收敛特性,并将其与合适的时间步进方案相结合,以防止数值振荡。此外,我们还使用截断的卡尔胡宁-洛埃夫展开来近似驱动噪声过程。这种近似方法产生了一个缩放且不相关的一维莱维过程之和,可以利用傅立叶反演技术在控制偏差的情况下对其进行模拟。
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引用次数: 0
A novel fast second order approach with high-order compact difference scheme and its analysis for the tempered fractional Burgers equation 采用高阶紧凑差分方案的新型快速二阶方法及其对回火分数布尔格斯方程的分析
IF 4.4 2区 数学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-08-08 DOI: 10.1016/j.matcom.2024.08.003

This research focuses on devising a new fast difference scheme to simulate the Caputo tempered fractional derivative (TFD). We introduce a fast tempered λF£21σ difference method featuring second-order precision for a tempered time fractional Burgers equation (TFBE) with tempered parameter λ and fractional derivative of order α (0<α<1). The model emerges in characterizing the propagation of waves in porous material with the power law kernel and exponential attenuation. To circumvent iteratively resolving the discretized algebraic system, we introduce a linearized difference operator for approximating the nonlinear terms appearing in the model. The second-order fast tempered scheme relies on the sum of exponents (SOE) technique. The method’s convergence and stability are analyzed theoretically, establishing unconditional stability and maintaining the accuracy of order O(τ2+h2+ϵ), where τ denotes the temporal step size, ϵ is the tolerance error and h is the spatial step size. Moreover, a novel compact finite difference (CFD) scheme of high order is developed for tempered TFBE. We investigate the stability and convergence of this fourth-order compact scheme utilizing the energy method. Numerical simulations indicate convergence to O(τ2+h4+ϵ) under robust regularity assumptions. Our computational results align with theoretical analysis, demonstrating good accuracy while reducing computational complexity and storage needs compared to the standard tempered λ£21σ scheme, with significant reduction in CPU time. Numerical outcomes showcase the competitive performance of the fast tempered λF£21σ scheme relative to the standard λ£21σ.

本研究的重点是设计一种新的快速差分方案来模拟卡普托节制分数导数(TFD)。我们介绍了一种具有二阶精度的快速回火λF£2-1σ差分法,用于具有回火参数λ和分数导数α阶(0<α<1)的回火时间分数伯格斯方程(TFBE)。该模型以幂律核和指数衰减来描述波在多孔材料中的传播。为了避免对离散代数系统进行迭代求解,我们引入了线性化差分算子来逼近模型中出现的非线性项。二阶快速调节方案依赖于指数和(SOE)技术。对该方法的收敛性和稳定性进行了理论分析,建立了无条件稳定性,并保持了 O(τ2+h2+ϵ)的精度,其中 τ 表示时间步长,ϵ 是容许误差,h 是空间步长。此外,我们还为钢化 TFBE 开发了一种新颖的高阶紧凑有限差分(CFD)方案。我们利用能量法研究了这种四阶紧凑方案的稳定性和收敛性。数值模拟表明,在稳健的正则假设条件下,收敛性达到 O(τ2+h4+ϵ)。我们的计算结果与理论分析相一致,与标准节制λ£2-1σ 方案相比,我们的计算结果在降低计算复杂度和存储需求的同时,还展示了良好的准确性,并显著减少了 CPU 时间。数值结果表明,相对于标准λ£2-1σ方案,快速回火λF£2-1σ方案的性能极具竞争力。
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引用次数: 0
Robust anti-disturbance interval type-2 fuzzy control for interconnected nonlinear PDE systems via conjunct observer 通过共轭观测器实现互联非线性 PDE 系统的鲁棒抗干扰区间 2 型模糊控制
IF 4.4 2区 数学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-08-03 DOI: 10.1016/j.matcom.2024.07.039

This paper investigates a robust anti-disturbance interval type-2 (IT2) fuzzy control for interconnected nonlinear partial differential equation (PDE) systems subject to parameter uncertainties by the conjunct observer. First, an IT2 fuzzy model is adopted to remodel the target system. Second, a state observer with mismatched premise variables is constructed to solve the problem that the original system and the observer do not share a uniform premise variable. Moreover, a disturbance observer is designed to estimate the unknown external disturbances, which can be modeled by exogenous PDE systems. Then, utilizing the conjunct observation information, an anti-disturbance IT2 fuzzy control strategy is proposed to attenuate the effect of disturbances on the system performance while ensuring that the closed-loop system is stable. Finally, simulation results verify the effectiveness of the proposed method.

本文通过会合观测器研究了参数不确定的互连非线性偏微分方程(PDE)系统的鲁棒抗干扰间隔型-2(IT2)模糊控制。首先,采用 IT2 模糊模型重塑目标系统。其次,构建了一个前提变量不匹配的状态观测器,以解决原始系统和观测器不共享统一前提变量的问题。此外,还设计了一个扰动观测器来估计未知的外部扰动,这些扰动可以用外生 PDE 系统建模。然后,利用联合观测信息,提出了一种抗干扰 IT2 模糊控制策略,以减弱干扰对系统性能的影响,同时确保闭环系统的稳定。最后,仿真结果验证了所提方法的有效性。
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引用次数: 0
Dynamics of infectious diseases in predator–prey populations: A stochastic model, sustainability, and invariant measure 捕食者-猎物种群中传染病的动态变化:随机模型、可持续性和不变度量
IF 4.4 2区 数学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-08-02 DOI: 10.1016/j.matcom.2024.07.031

This paper introduces an innovative model for infectious diseases in predator–prey populations. We not only prove the existence of global non-negative solutions but also establish essential criteria for the system’s decline and sustainability. Furthermore, we demonstrate the presence of a Borel invariant measure, adding a new dimension to our understanding of the system. To illustrate the practical implications of our findings, we present numerical results. With our model’s comprehensive approach, we aim to provide valuable insights into the dynamics of infectious diseases and their impact on predator–prey populations.

本文介绍了捕食者-猎物种群传染病的创新模型。我们不仅证明了全局非负解的存在,还建立了系统衰退和可持续性的基本标准。此外,我们还证明了伯尔不变度量的存在,为我们对该系统的理解增添了新的维度。为了说明我们的发现的实际意义,我们给出了数值结果。我们的模型采用了综合方法,旨在为研究传染病的动态及其对捕食者-猎物种群的影响提供有价值的见解。
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引用次数: 0
Triangular finite differences using bivariate Lagrange polynomials with applications to elliptic equations 使用双变量拉格朗日多项式的三角有限差分在椭圆方程中的应用
IF 4.4 2区 数学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-08-02 DOI: 10.1016/j.matcom.2024.07.037

This paper proposes finite-difference schemes based on triangular stencils to approximate partial derivatives using bivariate Lagrange polynomials. We use first-order partial derivative approximations on triangles to introduce a novel hexagonal scheme for the second-order partial derivative on any rotated parallelogram grid. Numerical analysis of the local truncation errors shows that first-order partial derivative approximations depend strongly on the triangle vertices getting at least a first-order method. On the other hand, we prove that the proposed hexagonal scheme is always second-order accurate. Simulations performed at different triangular configurations reveal that numerical errors agree with our theoretical results. Results demonstrate that the proposed method is second-order accurate for the Poisson and Helmholtz equation. Furthermore, this paper shows that the hexagonal scheme with equilateral triangles results in a fourth-order accurate method to the Laplace equation. Finally, we study two-dimensional elliptic differential equations on different triangular grids and domains.

本文提出了基于三角形模板的有限差分方案,利用双变量拉格朗日多项式逼近偏导数。我们利用三角形上的一阶偏导数近似值,在任意旋转的平行四边形网格上引入一种新颖的六边形二阶偏导数方案。对局部截断误差的数值分析表明,一阶偏导近似强烈依赖于三角形顶点,至少能得到一阶方法。另一方面,我们证明了所提出的六边形方案总是二阶精确的。在不同三角形配置下进行的模拟显示,数值误差与我们的理论结果一致。结果表明,对于泊松方程和亥姆霍兹方程,所提出的方法具有二阶精度。此外,本文还表明,采用等边三角形的六边形方案可以获得四阶精确的拉普拉斯方程方法。最后,我们研究了不同三角形网格和域上的二维椭圆微分方程。
{"title":"Triangular finite differences using bivariate Lagrange polynomials with applications to elliptic equations","authors":"","doi":"10.1016/j.matcom.2024.07.037","DOIUrl":"10.1016/j.matcom.2024.07.037","url":null,"abstract":"<div><p>This paper proposes finite-difference schemes based on triangular stencils to approximate partial derivatives using bivariate Lagrange polynomials. We use first-order partial derivative approximations on triangles to introduce a novel hexagonal scheme for the second-order partial derivative on any rotated parallelogram grid. Numerical analysis of the local truncation errors shows that first-order partial derivative approximations depend strongly on the triangle vertices getting at least a first-order method. On the other hand, we prove that the proposed hexagonal scheme is always second-order accurate. Simulations performed at different triangular configurations reveal that numerical errors agree with our theoretical results. Results demonstrate that the proposed method is second-order accurate for the Poisson and Helmholtz equation. Furthermore, this paper shows that the hexagonal scheme with equilateral triangles results in a fourth-order accurate method to the Laplace equation. Finally, we study two-dimensional elliptic differential equations on different triangular grids and domains.</p></div>","PeriodicalId":49856,"journal":{"name":"Mathematics and Computers in Simulation","volume":null,"pages":null},"PeriodicalIF":4.4,"publicationDate":"2024-08-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141935886","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
Full C(N)D-study of computational capabilities of Lagrange polynomials 拉格朗日多项式计算能力的全 C(N)D 研究
IF 4.4 2区 数学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-07-31 DOI: 10.1016/j.matcom.2024.07.032

In the article is determined the exact order of limiting error of inaccurate information in the problem of recovery functions from Sobolev classes according to the information received from all possible linear functionals. The speed of recovery is the same as for accurate information, although this property is lost when we multiply the limiting error for the any increasing sequence. As a consequence of this result, in the context of the Computational (numerical) diameter, it is shown that Lagrange spline interpolation is the most effective among all possible computing methods, according to the information by value at points. Computational experiments confirm this conclusion.

文章根据从所有可能的线性函数接收到的信息,确定了在从索波列夫类恢复函数问题中不准确信息的极限误差的精确顺序。恢复速度与准确信息的恢复速度相同,不过当我们乘以任意递增序列的极限误差时,这一特性就会丧失。由于这一结果,在计算(数值)直径的背景下,根据点值信息,拉格朗日样条插值法在所有可能的计算方法中是最有效的。计算实验证实了这一结论。
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引用次数: 0
Fractional order 1D memristive time-delay chaotic system with application to image encryption and FPGA implementation 分数阶一维记忆时延混沌系统在图像加密中的应用及 FPGA 实现
IF 4.4 2区 数学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-07-31 DOI: 10.1016/j.matcom.2024.07.035

The memristive chaotic systems have attracted much attention and have been thoroughly discussed. The analysis shows that the fractional-order system is closer to the real system, and the time-delay chaotic systems are of an infinite-dimension with high randomness and unpredictability. Here we consider these three concepts (time delay, fractional order and memristive) to propose a 1D time delay fractional order memristive chaotic system. The analysis of the system is investigated by theoretical analyses and numerical simulations using the Kumar algorithm based on the Caputo definition for fractional order. The results indicate that the system parameter can significantly affect the dynamic behavior, which can be indicated by bifurcation diagrams, Lyapunov exponent diagrams, and phase portraits. A numerical method is adapted here to simulate the system, enabling short-memory implementation using a field-programmable gate array (FPGA). The experimental results were in good agreement with the numerical simulation results. Furthermore, an image encryption scheme based on multi-level diffusion and multi-round diffusion–confusion was developed, which involves diffusion and confusion operations. Security analysis shows the effectiveness of the proposed algorithm in terms of high security and excellent encryption performance.

记忆混沌系统引起了广泛关注和深入讨论。分析表明,分数阶混沌系统更接近真实系统,而时延混沌系统则是无限维的,具有很高的随机性和不可预测性。在此,我们考虑了这三个概念(时延、分数阶和记忆性),提出了一个一维时延分数阶记忆性混沌系统。我们根据分数阶的 Caputo 定义,采用 Kumar 算法,通过理论分析和数值模拟研究了该系统的分析。结果表明,系统参数会显著影响动态行为,这可以通过分岔图、Lyapunov 指数图和相位肖像图来表示。这里采用了一种数值方法来模拟该系统,利用现场可编程门阵列(FPGA)实现了短内存。实验结果与数值模拟结果十分吻合。此外,还开发了一种基于多级扩散和多轮扩散-混淆的图像加密方案,其中涉及扩散和混淆操作。安全性分析表明,所提出的算法具有较高的安全性和出色的加密性能。
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引用次数: 0
Using reservoir computing to solve FPK equations for stochastic dynamical systems under Gaussian or Non-Gaussian excitation 利用水库计算求解高斯或非高斯激励下随机动力系统的 FPK 方程
IF 4.4 2区 数学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-07-30 DOI: 10.1016/j.matcom.2024.07.024

This paper presents a new approach that uses the Reservoir Computing Algorithm to solve Fokker-Planck-Kolmogorov (FPK) equation excited by both Gaussian white noise and non-Gaussian noise. Unlike typical numerical methods, this methodology does not necessitate spatial reconstruction or numerical supplementation. The novelty of this paper lies in the modifications made to the conventional Reservoir Computing algorithm. We altered the approach for calculating values of the input weight matrix and incorporated autoregressive techniques in the reservoir layer. In addition, we applied data normalization to the training data before training the algorithm to avoid a zero solution. The efficacy of this approach was verified through multiple arithmetic examples, showcasing its practicality and efficiency in solving FPK equations. Moreover, the Reservoir Computing-FPK algorithm is capable of solving high-dimensional and fractional-order FPK equations with a smaller training set than earlier algorithms. Finally, we analyzed how values of the input weight matrix and regularization parameter affected the performance of the algorithm. The findings suggest that the careful selection of hyperparameters can greatly improve the performance of the Reservoir Computing algorithm.

本文提出了一种新方法,利用水库计算算法来求解由高斯白噪声和非高斯噪声激发的福克-普朗克-科尔莫戈罗夫(FPK)方程。与典型的数值方法不同,这种方法不需要空间重建或数值补充。本文的新颖之处在于对传统的储层计算算法进行了修改。我们改变了计算输入权重矩阵值的方法,并在储层中采用了自回归技术。此外,在训练算法之前,我们对训练数据进行了数据归一化处理,以避免出现零解。通过多个算例验证了这一方法的有效性,展示了其在求解 FPK 方程中的实用性和效率。此外,与早期算法相比,水库计算-FPK 算法能够以较小的训练集求解高维和分数阶 FPK 方程。最后,我们分析了输入权重矩阵和正则化参数值对算法性能的影响。研究结果表明,精心选择超参数可以大大提高水库计算算法的性能。
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引用次数: 0
Novel method of fundamental solutions formulation for polyharmonic BVPs 新颖的多谐 BVP 基本解法表述方法
IF 4.4 2区 数学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-07-30 DOI: 10.1016/j.matcom.2024.07.033

We propose a novel method of fundamental solutions (MFS) formulation for solving boundary value problems (BVPs) governed by the polyharmonic equation ΔNu=0,NN{1}, in ΩRd,d=2,3. The solution is approximated by a linear combination of the fundamental solution of the operator ΔN and its first N1 derivatives along the outward normal vector to the MFS pseudo-boundary. The optimal position of the pseudo-boundary on which the source points are placed is found using the effective condition number technique. Moreover, the proposed technique, when applied to polyharmonic BVPs in radially symmetric domains, lends itself to the application of matrix decomposition algorithms. The effectiveness of the method is demonstrated on several numerical examples.

我们提出了一种新颖的基本解法(MFS),用于求解多谐方程 , 中的边界值问题(BVPs)。解近似于算子的基本解及其沿 MFS 伪边界的向外法向量的一阶导数的线性组合。利用有效条件数技术找到了放置源点的伪边界的最佳位置。此外,当将所提出的技术应用于径向对称域中的多谐波 BVP 时,它本身就适合应用矩阵分解算法。该方法的有效性通过几个数值示例得到了证明。
{"title":"Novel method of fundamental solutions formulation for polyharmonic BVPs","authors":"","doi":"10.1016/j.matcom.2024.07.033","DOIUrl":"10.1016/j.matcom.2024.07.033","url":null,"abstract":"<div><p>We propose a novel method of fundamental solutions (MFS) formulation for solving boundary value problems (BVPs) governed by the polyharmonic equation <span><math><mrow><msup><mrow><mi>Δ</mi></mrow><mrow><mi>N</mi></mrow></msup><mi>u</mi><mspace></mspace><mo>=</mo><mspace></mspace><mn>0</mn><mo>,</mo><mspace></mspace><mi>N</mi><mo>∈</mo><mi>N</mi><mo>∖</mo><mrow><mo>{</mo><mn>1</mn><mo>}</mo></mrow></mrow></math></span>, in <span><math><mrow><mi>Ω</mi><mo>⊂</mo><msup><mrow><mi>R</mi></mrow><mrow><mi>d</mi></mrow></msup><mo>,</mo><mspace></mspace><mi>d</mi><mo>=</mo><mn>2</mn><mo>,</mo><mn>3</mn></mrow></math></span>. The solution is approximated by a linear combination of the fundamental solution of the operator <span><math><msup><mrow><mi>Δ</mi></mrow><mrow><mi>N</mi></mrow></msup></math></span> and its first <span><math><mrow><mi>N</mi><mo>−</mo><mn>1</mn></mrow></math></span> derivatives along the outward normal vector to the MFS pseudo-boundary. The optimal position of the pseudo-boundary on which the source points are placed is found using the effective condition number technique. Moreover, the proposed technique, when applied to polyharmonic BVPs in radially symmetric domains, lends itself to the application of matrix decomposition algorithms. The effectiveness of the method is demonstrated on several numerical examples.</p></div>","PeriodicalId":49856,"journal":{"name":"Mathematics and Computers in Simulation","volume":null,"pages":null},"PeriodicalIF":4.4,"publicationDate":"2024-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141935888","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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Mathematics and Computers in Simulation
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