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Approximation capabilities of certain nonlinear neural network operators 一类非线性神经网络算子的逼近能力
IF 2.6 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2026-10-01 Epub Date: 2026-02-13 DOI: 10.1016/j.cam.2026.117452
Sachin Saini, Uaday Singh
In this paper, a new family of nonlinear neural network operators with a single hidden layer has been introduced for a class of continuous functions and Lebesgue integrable functions on a compact interval. We used specific activation functions constructed using a class of sigmoidal functions. The convergence of these operators is examined, and we establish both pointwise and uniform approximation theorems for the functions in the class of continuous functions C(I), I=[c,d]. We also extend the study for the class of Lebesgue integrable functions Lp(I) for p ≥ 1. Investigation of these nonlinear operators provides valuable insights into their generalization ability and practical applications in signal processing. We also discuss some examples, quantitative estimates, and graphical representations to highlight the applications.
本文针对紧区间上的一类连续函数和Lebesgue可积函数,引入了一类新的单隐层非线性神经网络算子。我们使用了由一类s型函数构造的特定激活函数。研究了这些算子的收敛性,并建立了连续函数C(I), I=[C,d]中的函数的点逼近定理和一致逼近定理。推广了p ≥ 1的Lebesgue可积函数Lp(I)类的研究。对这些非线性算子的研究为它们的泛化能力和在信号处理中的实际应用提供了有价值的见解。我们还讨论了一些示例、定量估计和图形表示来突出应用程序。
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引用次数: 0
Can symmetric positive definite (SPD) coarse spaces perform well for indefinite Helmholtz problems? 对称正定(SPD)粗空间能否很好地解决不确定亥姆霍兹问题?
IF 2.6 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2026-10-01 Epub Date: 2026-02-11 DOI: 10.1016/j.cam.2026.117403
Victorita Dolean , Mark Fry , Matthias Langer
Wave propagation problems governed by the Helmholtz equation remain among the most challenging in scientific computing, due to their indefinite nature. Domain decomposition methods with spectral coarse spaces have emerged as some of the most effective preconditioners, yet their theoretical guarantees often lag behind practical performance. In this work, we introduce and analyse the Δk-GenEO coarse space within the two-level additive Schwarz preconditioners for heterogeneous Helmholtz problems. This is an adaptation of the Δ-GenEO coarse space. Our results sharpen the k-explicit conditions for GMRES convergence, reducing the restrictions on the subdomain size and eigenvalue threshold. This narrows the long-standing gap between pessimistic theory and empirical evidence, and reveals why GenEO spaces based on SPD (symmetric positive definite) eigenvalue problems remain surprisingly effective despite their apparent limitations. Numerical experiments confirm the theory, demonstrating scalability, robustness to heterogeneity for low to moderate frequencies (while experiencing limitations in the high frequency cases), and significantly milder coarse-space growth than conservative estimates predict.
由于其不确定性,由亥姆霍兹方程控制的波传播问题仍然是科学计算中最具挑战性的问题之一。具有谱粗空间的域分解方法已成为一些最有效的预处理方法,但其理论保证往往滞后于实际性能。本文引入并分析了非均质亥姆霍兹问题的两能级加性Schwarz预条件中的Δk-GenEO粗空间。这是对Δ-GenEO粗空间的改编。我们的研究结果提高了GMRES收敛的k显式条件,减少了子域大小和特征值阈值的限制。这缩小了悲观理论和经验证据之间长期存在的差距,并揭示了为什么基于SPD(对称正定)特征值问题的基因空间尽管存在明显的局限性,但仍然令人惊讶地有效。数值实验证实了这一理论,证明了可扩展性,对低到中等频率的异质性的鲁棒性(同时在高频情况下受到限制),以及比保守估计预测的明显温和的粗空间增长。
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引用次数: 0
Bifurcation analysis and optimal harvesting of an intraguild predation three-level food web model with harvesting on top two levels 一种最上层为两层的三层捕食食物网模型的分岔分析与最优收获
IF 1.8 3区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2026-10-01 Epub Date: 2026-01-29 DOI: 10.1016/j.nonrwa.2026.104610
Petar Ćirković , Jelena V. Manojlović
The present paper discusses the dynamics and optimal harvesting of an intraguild predation three-level food web model incorporating nonlinear Michaelis-Menten type harvesting on the intermediate predator and proportional harvesting on the intraguild predator. The positivity and boundedness of solutions, as well as the existence and stability of equilibria, are established, and unconditional survival of the prey species is observed. The effect of harvesting is studied through a detailed bifurcation analysis, revealing rich dynamical behaviors and threshold harvesting levels that prevent predator extinction. The existence of saddle-node, transcritical, pitchfork, and Hopf bifurcations is shown. The qualitative dynamics are discussed through two-parameter bifurcation diagram. Parameter regions of extinction and coexistence are identified. At higher harvesting rates, Bogdanov-Takens and generalized Hopf bifurcations reveal parametric regions in which either both predator species will eventually be driven to extinction or all three species may coexist, depending on the initial values. At lower harvesting rates, Zero-Hopf and generalized Hopf bifurcations reveal parametric regions in which either intermediate predator eventually goes extinct or all three species may coexist, depending on the initial population densities. It is shown that the system can exhibit multistability and sensitivity to initial conditions, with bistability between coexistence attractors and predator-free attractors. From an economic perspective, an optimal harvesting policy is derived, maximizing the total economic return from harvesting while preventing overharvesting and ensuring ecological sustainability. A numerical example shows that both economic benefits and ecological balance can be achieved by controlling both predators harvesting rates.
本文讨论了一种包含中间捕食者非线性Michaelis-Menten型捕获和捕食者比例捕获的三层食物网模型的动态和最佳捕获。建立了解的正性和有界性,以及平衡点的存在性和稳定性,并观察到猎物物种的无条件生存。通过详细的分岔分析,研究了捕获的影响,揭示了丰富的动态行为和阈值捕获水平,防止捕食者灭绝。证明了鞍节点分岔、跨临界分岔、干草叉分岔和Hopf分岔的存在性。通过双参数分岔图讨论了定性动力学。确定消光和共存的参数区域。在较高的采伐率下,Bogdanov-Takens和广义Hopf分岔揭示了参数区域,根据初始值,两个捕食者物种最终将被灭绝,或者所有三个物种可能共存。在较低的收获率下,根据初始种群密度,零Hopf和广义Hopf分岔揭示了中间捕食者最终灭绝或所有三种物种共存的参数区域。结果表明,该系统具有多重稳定性和对初始条件的敏感性,在共存吸引子和无捕食者吸引子之间具有双稳定性。从经济角度出发,推导出最优采伐策略,使采伐总经济收益最大化,同时防止过度采伐,保证生态可持续性。数值算例表明,通过控制两种捕食者的捕获率,既能实现经济效益,又能实现生态平衡。
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引用次数: 0
A transported PDF modeling method applied to one-dimensional stochastic Burgers equation 一种用于一维随机Burgers方程的传输PDF建模方法
IF 2.6 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2026-10-01 Epub Date: 2026-02-20 DOI: 10.1016/j.cam.2026.117464
Yize Wang , Li Yuan
In this paper we apply the transported probability density function (PDF) method to model the Burgers turbulence governed by the one-dimensional Burgers equation with a stochastic external force and random initial data. The PDF modeling method can provide the mean and high order moments of the random solution variable which are useful for the characterization of Burgers turbulence. Firstly, an exact one-point PDF transport equation is derived from the Burgers equation with a stochastic external force, and then the conditional advection and diffusion terms are modeled for closure by using two respective models. Secondly, three numerical methods are employed to solve the modeled PDF transport equation: the mesh-based Lagrangian particle Monte Carlo (MC) method, the original quadrature method of moments (QMOM), and the linear QMOM (LQMOM) as modified in this work. The numerical tests verify the viability of using the PDF modeling method to study Burgers turbulence and show that the MC method, LQMOM and QMOM can yield results comparable to the DNS solution, and the LQMOM is more efficient than the QMOM and MC method. However, the MC method has less dissipation for turbulence in high wavenumber regimes.
本文应用传输概率密度函数(PDF)方法对具有随机外力和随机初始数据的一维Burgers方程控制的Burgers湍流进行了建模。PDF建模方法可以提供随机解变量的平均矩和高阶矩,这对表征Burgers湍流是有用的。首先,利用随机外力作用下的Burgers方程推导出精确的单点PDF输运方程,然后分别用两个模型对条件平流项和条件扩散项进行闭合建模。其次,采用基于网格的拉格朗日粒子蒙特卡罗(MC)法、原始矩交法(QMOM)和改进的线性矩交法(LQMOM)三种数值方法求解模型PDF输运方程。数值实验验证了采用PDF建模方法研究Burgers湍流的可行性,并表明MC方法、LQMOM和QMOM方法均能获得与DNS方法相当的结果,且LQMOM方法比QMOM和MC方法效率更高。然而,MC方法对高波数湍流的耗散较小。
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引用次数: 0
Existence and continuity theorems of equilibrium solutions of multi-objective leader-follower games with fuzzy payoffs 具有模糊收益的多目标leader-follower博弈均衡解的存在性和连续性定理
IF 2.6 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2026-10-01 Epub Date: 2026-02-24 DOI: 10.1016/j.cam.2026.117518
Li Zhou , Wensheng Jia
Under the assumption that the payoffs of players are fuzzy-valued vector functions, we prove the existence and stability of fuzzy equilibria for multi-objective leader-follower games. To begin with, based on the order relation of fuzzy vectors, we define the notions of continuity and properly quasi-concavity of fuzzy-valued vector functions. We then propose the concept of fuzzy equilibria for fuzzy multi-objective games and prove their existence by utilizing Fan-Glicksberg fixed point theorem. Subsequently, the existence results of fuzzy equilibria for fuzzy multi-objective single-leader-multi-follower games and fuzzy multi-objective multi-leader-follower games are respectively shown. Finally, by constructing a problem space of fuzzy multi-objective multi-leader-follower games, we show that most of the games are essential in the sense of Baire category. Several examples are provided to illustrate and support the developed results.
在假设参与者的收益是模糊值向量函数的前提下,证明了多目标领导-追随者博弈的模糊均衡的存在性和稳定性。首先,基于模糊向量的阶关系,定义了模糊值向量函数的连续性和适当拟凹性的概念。然后提出模糊多目标对策的模糊均衡概念,并利用Fan-Glicksberg不动点定理证明其存在性。随后,分别给出了模糊多目标单领导-多随从对策和模糊多目标多领导-随从对策的模糊均衡存在性结果。最后,通过构造模糊多目标多leader-follower博弈的问题空间,证明了大多数博弈在Baire范畴意义上是本质的。提供了几个例子来说明和支持所开发的结果。
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引用次数: 0
Image recovery via modified Dai-Kou method for constrained system of nonlinear equations 基于改进Dai-Kou法的约束非线性方程组图像恢复
IF 2.6 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2026-10-01 Epub Date: 2026-02-24 DOI: 10.1016/j.cam.2026.117537
Kabiru Ahmed , Mohammed Yusuf Waziri , Abubakar Sani Halilu , Salisu Murtala
In this paper, a modified version of the method by Dai and Kou for unconstrained optimization is presented for solving constrained nonlinear system of equations with applications to blurry image recovery. To develop the scheme, an effective choice for the Dai-Kou parameter τk, which has been declared a subject of research, was obtained by conducting singular value analysis and minimizing upper bound of the condition number of the search direction matrix of the classical Dai-Kou scheme. The backtracking linesearch presented by Li and Li is used to obtain step-size in the algorithm. The scheme satisfies the vital condition for analyzing global convergence. It is also suitable for solving some large-scale nonsmooth problems since it avoids computing the Jacobian. Mild conditions are employed to prove the schemes’ global convergence, while numerical experiments with related methods are carried out to illustrate its effectiveness for solving constrained nonlinear system of equations. The method was also tested with two effective schemes in the literature to illustrate its effectiveness in image de-blurring problems.
本文提出了Dai和Kou的无约束优化方法的改进版本,用于求解约束非线性方程组,并应用于模糊图像恢复。为了开发该格式,通过对经典Dai-Kou格式的搜索方向矩阵的条件数的上界进行奇异值分析和最小化,得到了Dai-Kou参数τk的有效选择,这已被宣布为研究课题。该算法采用Li和Li提出的回溯线研究来获得步长。该方案满足分析全局收敛性的重要条件。由于避免了雅可比矩阵的计算,该方法也适用于求解一些大规模的非光滑问题。采用温和条件证明了该格式的全局收敛性,并利用相关方法进行了数值实验,验证了该格式对求解约束非线性方程组的有效性。该方法还与文献中两种有效的方案进行了测试,以说明其在图像去模糊问题中的有效性。
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引用次数: 0
Smooth-like lower order penalty approach for solving second-order cone mixed complementarity problems 求解二阶锥混合互补问题的光滑低阶惩罚方法
IF 2.6 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2026-10-01 Epub Date: 2026-02-24 DOI: 10.1016/j.cam.2026.117513
Zijun Hao , Qiong Wu, Chunmin Zhao
In this paper, a smooth-like lower order penalty approach is proposed for solving second-order cone mixed complementarity problems (SOCMCPs), which is closely related to second-order cone programming. Four kinds of special smoothing functions are considered in this approach. In light of this approach, the SOCMCP is approximated by asymptotic smooth-like lower order penalty equations (SLOPEs) with penalty parameter and smoothing parameter. Under a mild assumption, the main result shows that the solution sequence of the asymptotic SLOPEs converges exponentially to the solution of the SOCMCP while the penalty parameter tends to positive infinity and the smoothing parameter monotonically decreases to zero. A corresponding algorithm is constructed and the numerical experimental results are reported to illustrate the feasibility of the proposed algorithm. The performance profile of four specific smoothing functions is presented, and the numerical performance comparison of the proposed approach with other three algorithms is also investigated.
本文提出了一种求解二阶锥混合互补问题的类光滑低阶惩罚方法,该方法与二阶锥规划密切相关。该方法考虑了四种特殊的平滑函数。根据这种方法,SOCMCP被近似为具有惩罚参数和平滑参数的渐近光滑低阶惩罚方程(斜率)。在较温和的假设下,主要结果表明,当惩罚参数趋于正无穷,平滑参数单调减小到零时,渐近斜率的解序列指数收敛于SOCMCP的解。构造了相应的算法,并给出了数值实验结果,说明了该算法的可行性。给出了四种特定平滑函数的性能概况,并研究了该方法与其他三种算法的数值性能比较。
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引用次数: 0
The transition of Riemann solutions for a simplified liquid-gas two-phase modified Chaplygin flow model 简化液气两相修正Chaplygin流动模型的Riemann解的转捩
IF 1.8 3区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2026-10-01 Epub Date: 2026-01-21 DOI: 10.1016/j.nonrwa.2026.104602
Meina Sun
The Riemann solutions for the simplified liquid-gas two-phase modified Chaplygin flow model are obtained constructively by virtue of the equality of velocity and pressure across the second characteristic field. Then, we are mainly concerned with the transition of Riemann solutions for this model when the equation of state varies from the modified Chaplygin flow to the Chaplygin flow by letting the perturbed parameter drop to zero. The formation of delta shock Riemann solution for the Chaplygin flow model is explored carefully by sending the limit in the Riemann solution made up of first-shock wave, second-contact discontinuity and third-shock wave for the modified Chaplygin flow model. In addition, the formation of the association of three contact discontinuities for the Chaplygin flow model is also carried out by taking the limit in all the four different structural Riemann solutions for the modified Chaplygin flow model.
利用第二特征场上速度和压力的相等性,构造地得到了简化液气两相修正Chaplygin流模型的黎曼解。然后,我们主要关注当状态方程由修正Chaplygin流变为Chaplygin流时,使扰动参数降至零时,该模型的Riemann解的转换。通过给出修正Chaplygin流动模型由第一激波、第二接触不连续和第三激波组成的Riemann解的极限,对Chaplygin流动模型delta激波Riemann解的形成进行了细致的探讨。此外,还通过对修正Chaplygin流动模型的所有四种不同结构黎曼解取极限,形成了Chaplygin流动模型的三个接触不连续的关联。
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引用次数: 0
Convergence analysis of the geometric thin-film equation 几何薄膜方程的收敛性分析
IF 1.8 3区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2026-10-01 Epub Date: 2026-01-20 DOI: 10.1016/j.nonrwa.2026.104601
Lennon Ó Náraigh , Khang Ee Pang , Richard J. Smith
The Geometric Thin-Film Equation is a mathematical model of droplet spreading in the long-wave limit, which includes a regularization of the contact-line singularity. We show that the weak formulation of the problem, given initial Radon data, admits solutions that are globally defined for all time and are expressible as push-forwards of Borel measurable functions whose behaviour is governed by a set of ordinary differential equations (ODEs). The existence is first demonstrated in the special case of a finite weighted sum of delta functions whose centres evolve over time – these are known as ‘particle solutions’. In the general case, we construct a convergent sequence of particle solutions whose limit yields a solution of the above form. Moreover, we demonstrate that all weak solutions constructed in this way are 1/2-Hölder continuous in time and are uniquely determined by the initial conditions.
几何薄膜方程是液滴在长波极限下扩散的数学模型,它包含了接触线奇点的正则化。我们表明,在给定初始Radon数据的情况下,问题的弱公式承认在所有时间内全局定义的解决方案,并且可以表示为Borel可测量函数的前推,其行为由一组常微分方程(ode)控制。这种存在性首先在中心随时间演化的有限加权函数和的特殊情况下得到证明——这些函数被称为“粒子解”。在一般情况下,我们构造一个粒子解的收敛序列,其极限产生上述形式的解。此外,我们证明了用这种方法构造的所有弱解在时间上是1/2-Hölder连续的,并且是由初始条件唯一确定的。
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引用次数: 0
Limit cycles of discontinuous piecewise hybrid rigid systems separated by a straight line 以直线分隔的不连续分段混合刚性系统的极限环
IF 1.8 3区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2026-10-01 Epub Date: 2026-01-31 DOI: 10.1016/j.nonrwa.2026.104607
Jaume Llibre , Angela C.T. Sánchez , Durval J. Tonon
A hybrid dynamical system is one whose behavior is governed by both continuous and discrete dynamics; that is, it exhibits both flows and jumps. The field of hybrid dynamical systems is relatively recent and encompasses a broad range of phenomena, and is often used to model various natural processes. In this paper, we investigate the maximum number of limit cycles that can arise in certain classes of discontinuous piecewise differential systems. These systems consist of two hybrid rigid subsystems separated by a straight line, where each rigid subsystem is composed of a linear center perturbed by a homogeneous polynomial of degree 2, 3, 4, 5 or 6. For these classes of piecewise systems, we address the extended 16th Hilbert problem.
混合动力系统是其行为同时受连续和离散动力控制的系统;也就是说,它既表现出流动,也表现出跳跃。混合动力系统领域是相对较新的,包含了广泛的现象,经常被用来模拟各种自然过程。本文研究了一类不连续分段微分系统中可能出现的最大极限环数。这些系统由两个以直线分隔的混合刚性子系统组成,其中每个刚性子系统由一个受2、3、4、5或6次齐次多项式扰动的线性中心组成。对于这类分段系统,我们讨论了扩展的16阶希尔伯特问题。
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引用次数: 0
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