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The Computation of Generalized Invariants 广义不变量的计算
IF 0.5 Q2 MATHEMATICS Pub Date : 2023-05-20 DOI: 10.1155/2023/2175379
Uğur Madran
In this paper, an algorithm is presented that calculates the module of generalized invariants. Generalized invariants are useful in the study of modular invariant theory, where the characteristic of the base field divides the order of the group. The structure theorems of generalized invariants were given by the author in 2016, and computational aspects of these results are studied in this note. Implementation codes are also provided for MAGMA, computational algebra system.
本文给出了一种计算广义不变量模的算法。广义不变量在模不变量理论的研究中是有用的,其中基域的特征划分了群的阶。作者于2016年给出了广义不变量的结构定理,本文对这些结果的计算方面进行了研究。还提供了计算代数系统MAGMA的实现代码。
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引用次数: 0
Establishment and Test Effect of Artificial Intelligence Optimization Model Based on Convolutional Neural Network 基于卷积神经网络的人工智能优化模型的建立及测试效果
IF 0.5 Q2 MATHEMATICS Pub Date : 2023-05-19 DOI: 10.1155/2023/4216012
Chunrong Zhou, Zhenghong Jiang
Convolutional neural networks (CNNs) are often used in tasks involving vision processing, and unclear images can hinder the performance of convolutional neural networks and increase its computational time. Furthermore, artificial intelligence (AI) and machine learning (ML) are related technologies, which are considered a branch of computer science, which are used to simulate and enhance human intelligence. In e-healthcare, AI and ML can be used to optimize the workflow, automatically process large amounts of medical data, and provide effective medical decision support. In this paper, the authors take several mainstream artificial intelligence models currently open on the market for reference. In this paper, the optimized model (AL-CNN) is tested for noise image recognition, and the AL-CNN model is established by using activation functions, matrix operations, and feature recognition methods, and the noisy images are processed after custom configuration. Not only does this model require no prior preparation when processing images, but it also improves the accuracy of dealing with noise in convolutional neural networks. In the AL-CNN in this paper, the architecture of the convolutional neural network includes a noise layer and a layer that can be automatically resized. After the comparison of the recognition experiments, the accuracy rate of AL-CNN is 20% higher than that of MatConvNet-moderate, and the accuracy rate is 40% higher than that of MatConvNet-chronic. In the second set of experiments, the accuracy exceeds MXNet and TensorFlow by 50% and 70%, respectively. In addition, the authors optimized the convolutional layer, pooling layer, and loss function of AL-CNN in different parameters, which improved the stability of noise processing, respectively. After customizing the two configuration optimizations, the authors found that the second optimized AL-CNN has higher recognition accuracy, and after the optimization test, the error rate can be continuously decreased as the number of recognition increases in a very short number of times.
卷积神经网络(cnn)经常用于涉及视觉处理的任务中,不清晰的图像会影响卷积神经网络的性能并增加其计算时间。此外,人工智能(AI)和机器学习(ML)是相关的技术,被认为是计算机科学的一个分支,用于模拟和增强人类智能。在电子医疗保健中,AI和ML可用于优化工作流程,自动处理大量医疗数据,并提供有效的医疗决策支持。在本文中,作者参考了目前市场上开放的几种主流人工智能模型。本文对优化后的模型(AL-CNN)进行了噪声图像识别测试,并利用激活函数、矩阵运算和特征识别等方法建立了AL-CNN模型,对噪声图像进行自定义配置后处理。该模型不仅在处理图像时不需要事先准备,而且提高了卷积神经网络处理噪声的精度。在本文的AL-CNN中,卷积神经网络的结构包括一个噪声层和一个可以自动调整大小的层。经过识别实验对比,AL-CNN的准确率比MatConvNet-moderate高20%,比MatConvNet-chronic高40%。在第二组实验中,准确率分别超过MXNet和TensorFlow的50%和70%。此外,作者在不同参数下对AL-CNN的卷积层、池化层和损失函数进行了优化,分别提高了噪声处理的稳定性。自定义两种配置优化后,作者发现,第二种优化后的AL-CNN具有更高的识别精度,并且经过优化测试,在很短的次数内,随着识别次数的增加,错误率可以不断降低。
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引用次数: 0
Dynamic Analysis of the Project Investment Model with Time Delay and Density Constraints 具有时滞和密度约束的项目投资模型动态分析
IF 0.5 Q2 MATHEMATICS Pub Date : 2023-05-19 DOI: 10.1155/2023/3791676
Debao Gao
The purpose of research, invention, and production is to effectively supply demand, which requires not only financial support but also time to complete. First, the differential dynamic model among funds, demand, and research (including invention and production) with time delay is constructed by using the predator-prey theory. Second, the sufficiency of local asymptotic stability of the positive equilibrium point of the model is obtained by using the Hopf bifurcation theory and stability theory. Then, the formulas for determining the direction of Hopf bifurcation and the stability of the periodic solution are calculated by using the central manifold theory and normative theory. Finally, the evolution process of the differential dynamic model with controlled time delay is numerically simulated so as to verify the correctness of the relevant analytical conclusions.
研究、发明和生产的目的是有效地供给需求,这不仅需要资金支持,而且需要时间来完成。首先,利用捕食者-猎物理论构建了资金、需求和研究(包括发明和生产)之间的时滞差分动态模型。其次,利用Hopf分岔理论和稳定性理论,得到了模型正平衡点局部渐近稳定的充分性;然后,利用中心流形理论和规范理论计算了Hopf分岔方向和周期解稳定性的确定公式。最后对时滞可控的微分动力学模型的演化过程进行了数值模拟,验证了相关分析结论的正确性。
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引用次数: 0
Generalized R′-Implications: A Hyper Class of R- and R′-Implications 广义R ' -蕴涵:R-和R ' -蕴涵的超类
IF 0.5 Q2 MATHEMATICS Pub Date : 2023-05-19 DOI: 10.1155/2023/7111888
Dimitrios S. Grammatikopoulos, Basil Papadopoulos
<jats:p>In this paper, generalized <jats:inline-formula> <math xmlns="http://www.w3.org/1998/Math/MathML" id="M1"> <msup> <mrow> <mi mathvariant="normal">R</mi> </mrow> <mrow> <mo>′</mo> </mrow> </msup> </math> </jats:inline-formula>-implications are introduced and studied. Although they are not always fuzzy implications, the sufficient and necessary condition such that a generalized <jats:inline-formula> <math xmlns="http://www.w3.org/1998/Math/MathML" id="M2"> <msup> <mrow> <mi mathvariant="normal">R</mi> </mrow> <mrow> <mo>′</mo> </mrow> </msup> </math> </jats:inline-formula>-operation is a fuzzy implication is discovered and proved. The satisfaction or violation of some basic properties of fuzzy implications, such as the left neutrality property, the identity principle, and the left ordering property, is also investigated and presented. The intersections among the classes of generalized <jats:inline-formula> <math xmlns="http://www.w3.org/1998/Math/MathML" id="M3"> <msup> <mrow> <mi mathvariant="normal">R</mi> </mrow> <mrow> <mo>′</mo> </mrow> </msup> </math> </jats:inline-formula>-implications (respectively, operations), R-implications, and <jats:inline-formula> <math xmlns="http://www.w3.org/1998/Math/MathML" id="M4"> <msup> <mrow> <mi mathvariant="normal">R</mi> </mrow> <mrow> <mo>′</mo> </mrow> </msup> </math> </jats:inline-formula>-implications (respectively, operations) are also studied. It is demonstrated that the generalized <jats:inline-formula> <math xmlns="http://www.w3.org/1998/Math/MathML" id="M5"> <msup> <mrow> <mi mathvariant="normal">R</mi> </mrow> <mrow> <mo>′</mo> </mrow> </msup> </math>
本文引入并研究了广义R '蕴涵。虽然它们并不总是模糊蕴涵,但我们发现并证明了广义R ' -运算是模糊蕴涵的充要条件。对模糊蕴涵的左中立性、恒等原则、左有序性等基本性质的满足或违背进行了研究。广义R ' -蕴涵(分别是运算)、R-蕴涵、和R ' -含义(分别为操作)也进行了研究。证明了广义R ' -蕴涵类是已知R-和R的超类——暗示类。本研究还完成了对R′-运算的研究,改进了R′-与的交集结果R的含义。
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引用次数: 1
Sharp Bounds of Kulli–Basava Indices in Generalized Form for k-Generalized Quasi Trees k-广义拟树广义形式Kulli-Basava指数的锐界
IF 0.5 Q2 MATHEMATICS Pub Date : 2023-05-19 DOI: 10.1155/2023/7567411
Sheeba Afridi, Muhammad Yasin Khan, G. Ali, Murtaza Ali, Irfan Nurhidayat, M. A. Arefin
<jats:p>Molecular descriptors are a basic tool in the spectral graph, molecular chemistry, and various other fields of mathematics and chemistry. Kulli–Basava <jats:inline-formula> <math xmlns="http://www.w3.org/1998/Math/MathML" id="M1"> <mfenced open="(" close=")" separators="|"> <mrow> <mi mathvariant="double-struck">K</mi> <mi mathvariant="fraktur">B</mi> </mrow> </mfenced> </math> </jats:inline-formula> indices were initiated for chemical applications of various substances in chemistry. For simple graph <jats:inline-formula> <math xmlns="http://www.w3.org/1998/Math/MathML" id="M2"> <mi>G</mi> </math> </jats:inline-formula>, <jats:inline-formula> <math xmlns="http://www.w3.org/1998/Math/MathML" id="M3"> <mi mathvariant="double-struck">K</mi> <mi mathvariant="fraktur">B</mi> </math> </jats:inline-formula> indices in generalized forms are <jats:inline-formula> <math xmlns="http://www.w3.org/1998/Math/MathML" id="M4"> <mi mathvariant="double-struck">K</mi> <msubsup> <mrow> <mi mathvariant="fraktur">B</mi> </mrow> <mrow> <mn>1</mn> </mrow> <mrow> <mi mathvariant="normal">ϱ</mi> </mrow> </msubsup> <mfenced open="(" close=")" separators="|"> <mrow> <mi>G</mi> </mrow> </mfenced> <mo>=</mo> <mrow> <msub> <mrow> <mstyle displaystyle="true"> <mo stretchy="false">∑</mo> </mstyle> </mrow> <mrow> <mi>g</mi> <mi>h</mi> <mo>∈</mo> <mi>E</mi> <mrow> <mfenced open="(" close=")" separators="|"> <mrow> <mi>G</mi> </mrow> </mfenced> </mrow>
分子描述符是光谱图、分子化学以及其他数学和化学领域的基本工具。Kulli-Basava K - B指数在化学中应用于各种物质。
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引用次数: 0
Privacy-Preserving SGD on Shuffle Model Shuffle模型上的隐私保护SGD
IF 0.5 Q2 MATHEMATICS Pub Date : 2023-05-17 DOI: 10.1155/2023/4055950
Lingjie Zhang, Hai Zhang
<jats:p>In this paper, we consider an exceptional study of differentially private stochastic gradient descent (SGD) algorithms in the stochastic convex optimization (SCO). The majority of the existing literature requires that the losses have additional assumptions, such as the loss functions with Lipschitz, smooth and strongly convex, and uniformly bounded of the model parameters, or focus on the Euclidean (i.e. <jats:inline-formula> <math xmlns="http://www.w3.org/1998/Math/MathML" id="M1"> <msubsup> <mrow> <mi mathvariant="script">l</mi> </mrow> <mrow> <mn>2</mn> </mrow> <mrow> <mi>d</mi> </mrow> </msubsup> </math> </jats:inline-formula>) setting. However, these restrictive requirements exclude many popular losses, including the absolute loss and the hinge loss. By loosening the restrictions, we proposed two differentially private SGD without shuffle model and with shuffle model algorithms (in short, DP-SGD-NOS and DP-SGD-S) for the <jats:inline-formula> <math xmlns="http://www.w3.org/1998/Math/MathML" id="M2"> <mfenced open="(" close=")" separators="|"> <mrow> <mi>α</mi> <mo>,</mo> <mi>L</mi> </mrow> </mfenced> </math> </jats:inline-formula>-Hölder smooth loss by adding calibrated Laplace noise under no shuffling scheme and shuffling scheme in the <jats:inline-formula> <math xmlns="http://www.w3.org/1998/Math/MathML" id="M3"> <msubsup> <mrow> <mi mathvariant="script">l</mi> </mrow> <mrow> <mi>p</mi> </mrow> <mrow> <mi>d</mi> </mrow> </msubsup> </math> </jats:inline-formula>-setting for <jats:inline-formula> <math xmlns="http://www.w3.org/1998/Math/MathML" id="M4"> <mi>p</mi> <mo>∈</mo> <mfenced open="[" close="]" separators="|"> <mrow> <mn>1,2</mn> </mrow> </mfenced> </math> </jats:inline-formula>. We provide privacy guarantees by using advanced compositio
在本文中,我们考虑了随机凸优化(SCO)中微分私有随机梯度下降(SGD)算法的特殊研究。现有文献大多要求损失具有附加假设,如损失函数具有Lipschitz、光滑且强凸、模型参数均匀有界等;或专注于欧几里得(即二维)设置。然而,这些限制性要求排除了许多常见的损耗,包括绝对损耗和铰链损耗。通过放宽限制,我们提出了两种不同的私有SGD算法(即DP-SGD-NOS和DP-SGD-S),用于α,L -Hölder在无洗牌方案和在L p中加入校准拉普拉斯噪声的平滑损失D -设为p∈1,2。我们通过使用先进的组合和隐私放大技术提供隐私保证。我们还分析了DP-SGD-NOS和DP-SGD-S的收敛界,得到了最优超额群体风险O 1 / n +D log1 / δ/ nO (1 / n + dlog1 / δ logN / δ 在本文中,我们考虑了随机凸优化(SCO)中微分私有随机梯度下降(SGD)算法的特殊研究。现有文献大多要求损失具有附加假设,如损失函数具有Lipschitz、光滑且强凸、模型参数均匀有界等;或专注于欧几里得(即二维)设置。然而,这些限制性要求排除了许多常见的损耗,包括绝对损耗和铰链损耗。通过放宽限制,我们提出了两种不同的私有SGD算法(即DP-SGD-NOS和DP-SGD-S),用于α,L -Hölder在无洗牌方案和在L p中加入校准拉普拉斯噪声的平滑损失D -设为p∈1,2。我们通过使用先进的组合和隐私放大技术提供隐私保证。
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引用次数: 0
Bifurcations in a Plant-Pollinator Model with Multiple Delays 多时滞植物-传粉者模型的分岔问题
IF 0.5 Q2 MATHEMATICS Pub Date : 2023-05-17 DOI: 10.1155/2023/9950187
Long Li, Yanxia Zhang, Jianfei Yao, Xiuxing Wu
The plant-pollinator model is a common model widely researched by scholars in population dynamics. In fact, its complex dynamical behaviors are universally and simply expressed as a class of delay differential-difference equations. In this paper, based on several early plant-pollinator models, we consider a plant-pollinator model with two combined delays to further describe the mutual constraints between the two populations under different time delays and qualitatively analyze its stability and Hopf bifurcation. Specifically, by selecting different combinations of two delays as branch parameters and analyzing in detail the distribution of roots of the corresponding characteristic transcendental equation, we investigate the local stability of the positive equilibrium point of equations, derive the sufficient conditions of asymptotic stability, and demonstrate the Hopf bifurcation for the system. Under the condition that two delays are not equal, some explicit formulas for determining the direction of Hopf bifurcation and some conditions for the stability of periodic solutions of bifurcation are obtained for delay differential equations by using the theory of norm form and the theorem of center manifold. In the end, some examples are presented and corresponding computer numerical simulations are taken to demonstrate and support effectiveness of our theoretical predictions.
植物-传粉者模型是种群动力学中学者们广泛研究的一个常见模型。实际上,它的复杂动力学行为可以普遍而简单地表示为一类时滞微分-差分方程。本文在早期几种植物传粉者模型的基础上,考虑了具有两个组合时滞的植物传粉者模型,进一步描述了两个种群在不同时滞下的相互约束,并定性地分析了其稳定性和Hopf分岔。具体地说,通过选择两个时滞的不同组合作为分支参数,详细分析相应的特征超越方程的根的分布,研究了方程正平衡点的局部稳定性,导出了系统渐近稳定的充分条件,并证明了系统的Hopf分岔。在两个时滞不相等的条件下,利用范数形式理论和中心流形定理,得到了确定时滞微分方程Hopf分岔方向的若干显式公式和分岔周期解稳定性的若干条件。最后,给出了一些算例,并进行了相应的计算机数值模拟,以验证和支持理论预测的有效性。
{"title":"Bifurcations in a Plant-Pollinator Model with Multiple Delays","authors":"Long Li, Yanxia Zhang, Jianfei Yao, Xiuxing Wu","doi":"10.1155/2023/9950187","DOIUrl":"https://doi.org/10.1155/2023/9950187","url":null,"abstract":"The plant-pollinator model is a common model widely researched by scholars in population dynamics. In fact, its complex dynamical behaviors are universally and simply expressed as a class of delay differential-difference equations. In this paper, based on several early plant-pollinator models, we consider a plant-pollinator model with two combined delays to further describe the mutual constraints between the two populations under different time delays and qualitatively analyze its stability and Hopf bifurcation. Specifically, by selecting different combinations of two delays as branch parameters and analyzing in detail the distribution of roots of the corresponding characteristic transcendental equation, we investigate the local stability of the positive equilibrium point of equations, derive the sufficient conditions of asymptotic stability, and demonstrate the Hopf bifurcation for the system. Under the condition that two delays are not equal, some explicit formulas for determining the direction of Hopf bifurcation and some conditions for the stability of periodic solutions of bifurcation are obtained for delay differential equations by using the theory of norm form and the theorem of center manifold. In the end, some examples are presented and corresponding computer numerical simulations are taken to demonstrate and support effectiveness of our theoretical predictions.","PeriodicalId":43667,"journal":{"name":"Muenster Journal of Mathematics","volume":"10 1","pages":""},"PeriodicalIF":0.5,"publicationDate":"2023-05-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"77763003","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Some Remarks Concerning the General Octic Functional Equation 关于一般Octic泛函方程的几个注意事项
IF 0.5 Q2 MATHEMATICS Pub Date : 2023-05-16 DOI: 10.1155/2023/2930056
Yang-Hi Lee, Jaiok Roh
In this article, we study the stability of various forms for the general octic functional equation i=099Ci19ifx+iy=0. We first find a special way of representing a given mapping as the sum of eight mappings. And by using the above representation, we will investigate the hyperstability of the general octic functional equation. Furthermore, we will discuss the Hyers–Ulam–Rassias stability of the general octic functional equation.
在本文中,本文研究了广义octic泛函方程∑I = 09 - 9的各种形式的稳定性C i−1 9−1 f x +I y = 0。我们首先找到一种将给定映射表示为八个映射的和的特殊方法。利用上述表述,我们将研究一般octic泛函方程的超稳定性。此外,我们将讨论一般octic泛函方程的Hyers-Ulam-Rassias稳定性。
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引用次数: 1
Mann Hybrid Deepest-Descent Extragradient Method with Line-Search Process for Hierarchical Variational Inequalities for Countable Nonexpansive Mappings 可计数非扩展映射的层次变分不等式的Mann混合最深下降法
IF 0.5 Q2 MATHEMATICS Pub Date : 2023-05-15 DOI: 10.1155/2023/6177912
Yun-Ling Cui, L. Ceng, Fang-Fei Zhang, Liang He, Jie Yin, Cong-Shan Wang, Huiying Hu
In real Hilbert spaces, let the CFPP indicate a common fixed-point problem of asymptotically nonexpansive operator and countably many nonexpansive operators, and suppose that the HVI and VIP represent a hierarchical variational inequality and a variational inequality problem, respectively. We put forward Mann hybrid deepest-descent extragradient approach for solving the HVI with the CFPP and VIP constraints. The proposed algorithms are on the basis of Mann’s iterative technique, viscosity approximation method, subgradient extragradient rule with linear-search process, and hybrid deepest-descent rule. Under suitable restrictions, it is shown that the sequences constructed by the algorithms converge strongly to a solution of the HVI with the CFPP and VIP constraints.
在实数Hilbert空间中,设CFPP表示一个渐近非扩张算子和数个非扩张算子的公共不动点问题,并设HVI和VIP分别表示一个层次变分不等式和一个变分不等式问题。在CFPP约束和VIP约束下,提出了求解HVI的Mann混合深度下降法。该算法基于Mann迭代法、黏度近似法、线性搜索过程的亚梯度超聚规则和混合深度下降规则。在适当的约束条件下,算法构造的序列强收敛于具有CFPP和VIP约束的HVI的解。
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引用次数: 1
Connection Number- Based Topological Indices of Cartesian Product of Graphs 基于连接数的图笛卡尔积拓扑指标
IF 0.5 Q2 MATHEMATICS Pub Date : 2023-05-13 DOI: 10.1155/2023/8272936
Aiman Arshad, Aqsa Sattar, M. Javaid, Mamo Abebe Ashebo
The area of graph theory (GT) is rapidly expanding and playing a significant role in cheminformatics, mostly in mathematics and chemistry to develop different physicochemical, chemical structure, and their properties. The manipulation and study of chemical graphical details are made feasible by using numerical structure invariant. Investigating these chemical characteristics of topological indices (TIs) is made possible by the discipline of mathematical chemistry. In this article, we study with the Cartesian product of complete graphs, with path graphs, and find their general result of connection number (CN)-based TIs, namely, first connection- based Zagreb index (1st CBZI), second connection- based Zagreb index (2nd CBZI), and third CBZI (3rd CBZI) and then modified first connection- based Zagreb index (CBZI) and second and third modified CBZIs. We also express the general results of first multiplicative CBZI, second multiplicative CBZI, and third and fourth multiplicative CBZI, of two special types of graphs, namely, complete graphs and path graphs. More precisely, we arrange the graphical and numerical analysis of our calculated expressions for both of Cartesian product with each other.
图论(graph theory, GT)的研究领域正在迅速扩大,并在化学信息学中发挥着重要的作用,主要是在数学和化学中发展出不同的物理化学、化学结构及其性质。利用数值结构不变量使化学图形细节的处理和研究成为可能。研究拓扑指数(TIs)的这些化学特性是通过数学化学学科来实现的。本文利用完全图和路径图的笛卡尔积研究了基于连接数(CN)的指数,即基于第一连接的萨格勒布指数(1st CBZI)、基于第二连接的萨格勒布指数(2nd CBZI)和基于第三连接的萨格勒布指数(3rd CBZI),然后修正基于第一连接的萨格勒布指数(CBZI)和第二、第三修正的CBZI。给出了完全图和路径图两种特殊图的一乘CBZI、二乘CBZI、三乘CBZI和四乘CBZI的一般结果。更准确地说,我们对这两个笛卡尔积的计算表达式进行了图形和数值分析。
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引用次数: 0
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Muenster Journal of Mathematics
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