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On Bounds for Norms of Reparameterized ReLU Artificial Neural Network Parameters: Sums of Fractional Powers of the Lipschitz Norm Control the Network Parameter Vector 重参数化ReLU人工神经网络参数范数的界:Lipschitz范数的分数次幂和控制网络参数向量
IF 1.8 3区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-12-15 DOI: 10.1002/mma.11080
Arnulf Jentzen, Timo Kröger

It is an elementary fact in the scientific literature that the Lipschitz norm of the realization function of a feedforward fully connected rectified linear unit (ReLU) artificial neural network (ANN) can, up to a multiplicative constant, be bounded from above by sums of powers of the norm of the ANN parameter vector. Roughly speaking, in this work we reveal in the case of shallow ANNs that the converse inequality is also true. More formally, we prove that the norm of the equivalence class of ANN parameter vectors with the same realization function is, up to a multiplicative constant, bounded from above by the sum of powers of the Lipschitz norm of the ANN realization function (with the exponents 1/2$$ 1/2 $$ and 1$$ 1 $$). Moreover, we prove that this upper bound only holds when employing the Lipschitz norm but does neither hold for Hölder norms nor for Sobolev-Slobodeckij norms. Furthermore, we prove that this upper bound only holds for sums of powers of the Lipschitz norm with the exponents 1/2$$ 1/2 $$ and 1$$ 1 $$ but does not hold for the Lipschitz norm alone.

科学文献中的一个基本事实是,前馈全连接整流线性单元(ReLU)人工神经网络(ANN)的实现函数的Lipschitz范数可以由其参数向量范数的幂和上界,直至一个乘法常数。粗略地说,在这项工作中,我们在浅层人工神经网络的情况下揭示了反向不等式也是正确的。更正式地说,我们证明了具有相同实现函数的神经网络参数向量的等价类的范数是,直到一个乘法常数,由上面的ANN实现函数的Lipschitz范数的幂和(指数为1 / 2 $$ 1/2 $$和1 $$ 1 $$)限定。此外,我们证明了这个上界只在使用Lipschitz范数时成立,而对于Hölder范数和Sobolev-Slobodeckij范数都不成立。进一步,我们证明了这个上界只适用于指数为1 / 2 $$ 1/2 $$和1 $$ 1 $$的Lipschitz范数的幂和,而不适用于单独的Lipschitz范数。
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引用次数: 0
Adaptive Finite Difference Image Fusion (AFDIF): A Novel PDE-Based Approach 自适应有限差分图像融合(AFDIF):一种新的基于偏微分方程的方法
IF 1.8 3区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-11-28 DOI: 10.1002/mma.70297
Gargi Trivedi

This paper introduces the adaptive finite difference image fusion (AFDIF) method, a novel partial differential equation (PDE)-based framework for enhancing multimodal image fusion. By employing adaptive grid refinement and stability-optimized finite difference discretization derived from a variational energy functional, AFDIF dynamically adjusts to local gradients, addressing limitations in fixed-grid PDE methods and improving feature preservation with 15% higher peak signal-to-noise ratio (PSNR), structural similarity index (SSIM) > 0.86, visual information fidelity (VIF) > 0.9, and gradient-based fusion metric QAB/F$$ {Q}&amp;#x0005E;{AB/F} $$ > 0.7. Unlike established works, AFDIF fills recent knowledge gaps such as real-time scalability and hybrid deep learning integration through computational complexity O(NlogN)$$ Oleft(Nlog Nright) $$ and comparisons with deep learning methods. Experiments on public datasets and a proprietary dataset of 10 local medical pairs demonstrate superiority over baselines, validated by fivefold cross-validation, statistical t$$ t $$-tests (p<0.01$$ p&lt;0.01 $$), sensitivity analysis, and graphical validations. Key contributions include enhanced stability, real-time potential in diagnostics and remote sensing, and future deep learning-PDE hybrids. Its significance is as follows: advances computational imaging by bridging traditional and modern techniques.

本文介绍了一种新的基于偏微分方程(PDE)的图像融合框架——自适应有限差分图像融合(AFDIF)方法。通过采用自适应网格细化和由变分能量泛函导出的稳定性优化有限差分离散化,AFDIF动态调整到局部梯度,解决了固定网格PDE方法的局限性,并提高了15的特征保存% higher peak signal-to-noise ratio (PSNR), structural similarity index (SSIM) > 0.86, visual information fidelity (VIF) > 0.9, and gradient-based fusion metric Q A B / F $$ {Q}&amp;#x0005E;{AB/F} $$ > 0.7. Unlike established works, AFDIF fills recent knowledge gaps such as real-time scalability and hybrid deep learning integration through computational complexity O ( N log N ) $$ Oleft(Nlog Nright) $$ and comparisons with deep learning methods. Experiments on public datasets and a proprietary dataset of 10 local medical pairs demonstrate superiority over baselines, validated by fivefold cross-validation, statistical t $$ t $$ -tests ( p < 0 . 01 $$ p&lt;0.01 $$ ), sensitivity analysis, and graphical validations. Key contributions include enhanced stability, real-time potential in diagnostics and remote sensing, and future deep learning-PDE hybrids. Its significance is as follows: advances computational imaging by bridging traditional and modern techniques.
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引用次数: 0
Attribute Implication Bases From Galois Connection Structures 基于伽罗瓦连接结构的属性蕴涵
IF 1.8 3区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-11-25 DOI: 10.1002/mma.70279
M. Eugenia Cornejo, Jesús Medina, Francisco José Ocaña

Modeling knowledge systems by determining relationships among key variables have been and currently is a fundamental and nontrivial challenge in real-world scenarios. Many approaches have been developed to reach this goal, but many of them are heuristic and require of alternative procedures to provide robust and tractable rules. With this significant aim, attribute implications were introduced in the mathematical framework of Formal Concept Analysis. In this paper, we will introduce a novel procedure to obtain relationships among variables from any dataset in which a Galois connection has been defined. In particular, we will be focused on the general multiadjoint framework, which is one of the most general approached in which a Galois connection have been considered, although the obtained results and methodology can also be used in other well-known approaches, such as in the residuated or heterogeneous frameworks.

在现实世界中,通过确定关键变量之间的关系来建模知识系统一直是并且目前是一个基本的和重要的挑战。已经开发了许多方法来实现这一目标,但其中许多方法都是启发式的,并且需要替代过程来提供健壮且可处理的规则。有了这个重要的目标,在形式概念分析的数学框架中引入了属性含义。在本文中,我们将引入一种新的方法来从定义了伽罗瓦连接的任何数据集中获得变量之间的关系。特别是,我们将重点关注一般的多伴随框架,这是考虑伽罗瓦连接的最一般的方法之一,尽管所获得的结果和方法也可以用于其他已知的方法,例如在剩余或异构框架中。
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引用次数: 0
How Far Are Two Symmetric Matrices From Commuting? With an Application to Object Characterisation and Identification in Metal Detection 两个对称矩阵离可交换有多远?金属探测中物体表征与识别的应用
IF 1.8 3区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-11-23 DOI: 10.1002/mma.70203
P. D. Ledger, W. R. B. Lionheart, J. Elgy

Examining the extent to which measurements of rotation matrices are close to each other is challenging due measurement noise. To overcome this, data is typically smoothed, and the Riemannian and Euclidean metrics are applied. However, if rotation matrices are not directly measured and are instead formed by eigenvectors of measured symmetric matrices, this can be problematic if the associated eigenvalues are close. In this work, we propose novel semi-metrics that can be used to approximate the Riemannian metric for small angles. Our new results do not require eigenvector information and are beneficial for measured datasets. There are also issues when comparing rotational data arising from computational simulations, and it is important that the impact of the approximations on the computed outputs is properly assessed to ensure that the approximations made and the finite precision arithmetic are not unduly polluting the results. In this work, we examine data arising from object characterisation in metal detection using the complex symmetric rank two magnetic polarizability tensor (MPT) description; we rigorously analyze the effects of our numerical approximations and apply our new approximate measures of distance to the commutator of the real and imaginary parts of the MPT to this application. Our new approximate measures of distance provide additional feature information, which is invariant of the object orientation, to aid with object identification using machine learning classifiers. We present the Bayesian classification examples to demonstrate the success of our approach.

由于测量噪声,检查旋转矩阵的测量值彼此接近的程度具有挑战性。为了克服这个问题,通常对数据进行平滑处理,并应用黎曼和欧几里得度量。然而,如果旋转矩阵不是直接测量的,而是由测量对称矩阵的特征向量形成的,如果相关的特征值很接近,这可能会有问题。在这项工作中,我们提出了新的半度量,可以用来近似小角度的黎曼度量。我们的新结果不需要特征向量信息,对测量数据集是有益的。在比较由计算模拟产生的旋转数据时也存在问题,重要的是适当评估近似对计算输出的影响,以确保所做的近似和有限精度算法不会过度污染结果。在这项工作中,我们使用复对称秩二磁极化张量(MPT)描述检查金属检测中物体表征产生的数据;我们严格地分析了数值近似的影响,并将MPT的实部和虚部的换向子的新近似距离测量应用于该应用。我们新的距离近似度量提供了额外的特征信息,这是对象方向不变的,以帮助使用机器学习分类器进行对象识别。我们给出了贝叶斯分类的例子来证明我们方法的成功。
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引用次数: 0
Inverse Source Problems for Kelvin–Voigt System With Final Overdetermination Condition 具有最终超定条件的Kelvin-Voigt系统的逆源问题
IF 1.8 3区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-11-20 DOI: 10.1002/mma.70308
J. Cheng, Kh. Khompysh, N. Nugymanova

This paper is devoted to studying inverse source problems for the linear Kelvin–Voigt equations with memory, which govern the flow of incompressible viscoelastic fluids. The memory term is represented by an integral with convolution and reflects the elastic properties of the fluid. The inverse problems consist of recovering the spatial distribution of external forces f(x)$$ mathbf{f}(x) $$ by measurements for the velocity u$$ mathbf{u} $$ and gradient of pressure p$$ nabla p $$ at the final moment T$$ T $$. These inverse problems are investigated in the following cases: with and without the memory term in the momentum equation, and under both sticking and sliding boundary conditions. In all cases, under suitable conditions on the data of the problem, the existence, uniqueness as well as the stability of strong solutions were established.

本文研究了不可压缩粘弹性流体流动的具有记忆的线性Kelvin-Voigt方程的逆源问题。记忆项用卷积积分表示,反映了流体的弹性特性。反问题包括通过测量速度u $$ mathbf{u} $$和压力∇p的梯度来恢复外力f (x) $$ mathbf{f}(x) $$的空间分布$$ nabla p $$在最后一刻T $$ T $$。在动量方程中有和没有记忆项的情况下,以及在粘滞和滑动边界条件下,研究了这些反问题。在所有情况下,在问题数据的适当条件下,建立了强解的存在性、唯一性和稳定性。
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引用次数: 0
Incidence and Time Until Disease Detection in a Stochastic Model With Vaccination and General Transmission 具有疫苗接种和普遍传播的随机模型中疾病发现的发病率和时间
IF 1.8 3区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-11-19 DOI: 10.1002/mma.70306
Mariajesus Lopez-Herrero, Verdiana Mustaro, Diana Taipe

In this study, we focus on the detection of a vaccine-preventable communicable disease using a stochastic SIR compartmental model, which includes an additional compartment for individuals protected by vaccination. Although the vaccine is administered as a preventive measure before the onset of the disease, its efficacy diminishes with time, which requires booster doses for susceptible individuals. Using a continuous-time Markov chain, we examine the time required for disease detection (i.e., full confirmation of the disease) and analyze the incidence rates before detection, both within the vaccinated group and throughout the population. To illustrate the usefulness of our theoretical derivations and algorithmic schemes, we will present a numerical study involving the above descriptors for outbreaks of foot-and-mouth disease (FMD) in cattle.

在这项研究中,我们的重点是使用随机SIR隔室模型检测疫苗可预防的传染病,其中包括一个额外的隔室,用于接种疫苗保护的个体。虽然在发病前接种疫苗是一种预防措施,但其效力随着时间的推移而减弱,因此需要对易感个体进行加强剂量。使用连续时间马尔可夫链,我们检查了疾病检测所需的时间(即完全确认疾病),并分析了在接种疫苗组和整个人群中检测前的发病率。为了说明我们的理论推导和算法方案的有用性,我们将提出一个涉及上述描述符的牛口蹄疫(FMD)暴发的数值研究。
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引用次数: 0
Inner-Layer Asymptotics in Partially Perforated Domains: Coupling Across Flat and Oscillating Interfaces 部分穿孔域的内层渐近性:平面和振荡界面的耦合
IF 1.8 3区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-11-18 DOI: 10.1002/mma.70310
Taras Melnyk
<p>The article examines a boundary-value problem in a bounded domain <span></span><math> <semantics> <mrow> <msub> <mrow> <mi>Ω</mi> </mrow> <mrow> <mi>ε</mi> </mrow> </msub> </mrow> <annotation>$$ {Omega}_{varepsilon } $$</annotation> </semantics></math> consisting of perforated and imperforate regions, with Neumann conditions prescribed at the boundaries of the perforations. Assuming the porous medium has symmetric, periodic structure with a small period <span></span><math> <semantics> <mrow> <mi>ε</mi> </mrow> <annotation>$$ varepsilon $$</annotation> </semantics></math>, we analyze the limit behavior of the problem as <span></span><math> <semantics> <mrow> <mi>ε</mi> <mo>→</mo> <mn>0</mn> </mrow> <annotation>$$ varepsilon to 0 $$</annotation> </semantics></math>. A crucial aspect of this study is deriving correct coupling conditions at the common interface, which is achieved using inner-layer asymptotics. For the flat interface, we construct and justify a complete asymptotic expansion of the solution in the Sobolev space <span></span><math> <semantics> <mrow> <msup> <mrow> <mi>H</mi> </mrow> <mrow> <mn>1</mn> </mrow> </msup> <mo>(</mo> <msub> <mrow> <mi>Ω</mi> </mrow> <mrow> <mi>ε</mi> </mrow> </msub> <mo>)</mo> </mrow> <annotation>$$ {H}&amp;#x0005E;1left({Omega}_{varepsilon}right) $$</annotation> </semantics></math>. Furthermore, for the <span></span><math> <semantics> <mrow> <mi>ε</mi> </mrow> <annotation>$$ varepsilon $$</annotation> </semantics></math>-periodically oscillating interface of amplitude <span></span><math> <mrow> <mi>𝒪</mi> <mo>(</mo> <mi>ε</mi> <mo>)</mo> </mrow></math>, we provide an approximation to the solution, detect the impact of the interface in the second term of the asymptotics, and
本文研究了由穿孔区和非穿孔区组成的有界域Ω ε $$ {Omega}_{varepsilon } $$上的边值问题,在穿孔的边界处规定了诺伊曼条件。假设多孔介质具有小周期ε $$ varepsilon $$的对称周期性结构,我们分析了ε→0 $$ varepsilon to 0 $$时问题的极限行为。本研究的一个关键方面是在公共界面处推导正确的耦合条件,这是使用内层渐近实现的。对于平面界面,构造并证明了该解在Sobolev空间h1 (Ω ε)中的完全渐近展开式) $$ {H}&amp;#x0005E;1left({Omega}_{varepsilon}right) $$。进一步,对于振幅为ε (ε)的ε $$ varepsilon $$ -周期振荡界面,我们给出了近似解,检测了界面的第二项渐近性的影响。并在h1 $$ {H}&amp;#x0005E;1 $$ -Sobolev空间中建立相应的渐近估计。
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引用次数: 0
Subharmonic Resonance of Fractional-Quintic van der Pol–Duffing Oscillator 分数阶五次范德波尔-杜芬振荡器的次谐波共振
IF 1.8 3区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-11-18 DOI: 10.1002/mma.70309
Wei Shi, Jiaquan Xie, Xinlong Guo, Jialin Si, Mingxu Yi

In this paper, the dynamical characteristics of nonlinear fractional van der Pol–Duffing systems are studied. The harmonic balance method is utilized to determine the main resonance of the system, and the approximate analytical solution of 1/3 subharmonic resonance of the system is calculated by means of the averaging method. The analytical expressions of amplitude-frequency and phase-frequency characteristic curves based on the harmonic balance method and the averaging method are established. The analytical solutions of the system are analyzed by Routh–Hurwitz and the stability conditions of the system are obtained. The numerical simulation is used to compare the analytical solution with the numerical solution. The results show that the numerical solution and the analytical solution are consistent in trend. The paper focuses on the research and analysis of the fork bifurcation and saddle-node bifurcation of the system and explores the influence of cubic stiffness, quintic stiffness, linear damping, nonlinear damping, and external excitation amplitude on the bifurcation law of the system. Finally, we analyze the chaos threshold under external excitation, as well as the time history diagram, phase trajectory and Poincaré section of the system with and without chaos, so as to verify the correctness of the derivation of chaos theory in this paper. The results indicate that as the excitation frequency and amplitude change, the system enters chaotic motion through a dual period bifurcation.

本文研究了非线性分数阶van der Pol-Duffing系统的动力学特性。采用谐波平衡法确定了系统的主共振,并采用平均法计算了系统1/3次谐波共振的近似解析解。建立了基于谐波平衡法和平均法的幅频和相频特性曲线解析表达式。采用Routh-Hurwitz方法对系统的解析解进行了分析,得到了系统的稳定条件。通过数值模拟对解析解与数值解进行了比较。结果表明,数值解与解析解在趋势上是一致的。本文重点研究和分析了系统的叉分岔和鞍节分岔,探讨了三次刚度、五次刚度、线性阻尼、非线性阻尼和外部激励幅值对系统分岔规律的影响。最后,分析了外部激励下的混沌阈值,以及有混沌和无混沌系统的时程图、相轨迹和庞卡罗剖面,验证了本文混沌理论推导的正确性。结果表明,随着激励频率和幅值的变化,系统通过双周期分岔进入混沌运动。
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引用次数: 0
C∞-Structures for Liénard Equations and New Exact Solutions to a Class of Klein–Gordon Equations limadard方程的C∞-结构及一类Klein-Gordon方程的新精确解
IF 1.8 3区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-11-18 DOI: 10.1002/mma.70282
Beltrán de la Flor, Adrián Ruiz, Concepción Muriel

Liénard equations are analyzed using the recent theory of 𝒞-structures. For each Liénard equation, a 𝒞-structure is determined by using a Lie point symmetry and a 𝒞-symmetry. Based on this approach, a novel method for integrating these equations is proposed, which consists in solving sequentially two completely integrable Pfaffian equations. The first Pfaffian equation can be solved by quadrature. For a class of Liénard equations admitting a certain C$$ {C}&amp;amp;#x0005E;{infty } $$-symmetry, this primitive is explicitly determined. The integration procedure is then completed by solving a one-parameter family of first-order equations. Additionally, for some subclasses of Liénard equations, an extra one-parameter family of solutions can be obtained via quadrature. These results are used to derive new exact solutions for a nonlinear Klein–Gordon equation with variable coefficients.

利用最近的理论,对lisamadard方程进行了分析。对于每个lisamadard方程,一个∞结构是由李点对称和一个∞对称确定的。在此基础上,提出了一种求解这些方程的新方法,即求解两个完全可积的Pfaffian方程。第一个普氏方程可以用正交法求解。对于一类具有一定C∞$$ {C}&amp;amp;#x0005E;{infty } $$ -对称性的lisamadard方程,该原语是显式确定的。然后通过求解一阶单参数方程组来完成积分过程。此外,对于某些lisamadard方程的子类,可以通过正交得到一个额外的单参数解族。利用这些结果推导了一类变系数非线性Klein-Gordon方程的精确解。
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引用次数: 0
Two Novel Cyclic Projection Algorithms for Solving Split Mixed Variational Inequalities Beyond Co-Coerciveness 超越共强制的分裂混合变分不等式的两种新的循环投影算法
IF 1.8 3区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-11-16 DOI: 10.1002/mma.70300
Truong Minh Tuyen, Nguyen Song Ha, Simeon Reich, Pham Thi Minh Hanh

We investigate the split mixed variational inequality problem with multiple output sets in real Hilbert spaces. By incorporating multiple inertial steps, utilizing a general index control mapping, and employing either hybrid methods or shrinking projection techniques, we introduce two novel cyclic projection algorithms for solving this problem without requiring the inverse strong monotonicity assumption on the associated operators. In addition, the control parameters are designed to be self-adaptive.

研究了实数Hilbert空间中具有多输出集的分裂混合变分不等式问题。通过结合多个惯性步长,利用一般指标控制映射,并采用混合方法或收缩投影技术,我们引入了两种新的循环投影算法来解决这个问题,而不需要对相关算子进行逆强单调性假设。此外,还设计了自适应的控制参数。
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引用次数: 0
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Mathematical Methods in the Applied Sciences
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