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基于CNN-GraphSAGE双分支特征融合的齿轮箱故障诊断方法
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作者 韩延 吴迪 +1 位作者 黄庆卿 张焱 《电子测量与仪器学报》 北大核心 2025年第3期115-124,共10页
针对卷积神经网络(CNN)在振动数据结构信息上挖掘不足导致故障诊断精度不高的问题,提出一种基于卷积神经网络与图采样和聚合网络(CNN-GraphSAGE)双分支特征融合的齿轮箱故障诊断方法。首先,对齿轮箱振动数据进行小波包分解,利用分解后... 针对卷积神经网络(CNN)在振动数据结构信息上挖掘不足导致故障诊断精度不高的问题,提出一种基于卷积神经网络与图采样和聚合网络(CNN-GraphSAGE)双分支特征融合的齿轮箱故障诊断方法。首先,对齿轮箱振动数据进行小波包分解,利用分解后的小波包特征系数构建包含节点和边的图结构数据;然后,建立CNN-GraphSAGE双分支特征提取网络,在CNN分支中采用空洞卷积网络提取数据的全局特征,在GraphSAGE网络分支中通过多层特征融合策略来挖掘数据结构中隐含的关联信息;最后,基于SKNet注意力机制融合提取的双分支特征,并输入全连接层中实现对齿轮箱的故障诊断。为验证研究方法在齿轮箱故障诊断上的优良性能,首先对所提方法进行消融实验,然后在无添加噪声和添加1 dB噪声的条件下进行对比实验。实验结果表明,即使在1 dB噪声的条件下,研究方法的平均诊断精度为92.07%,均高于其他对比模型,证明了研究方法能够有效地识别齿轮箱的各类故障。 展开更多
关键词 图卷积神经网络 卷积神经网络 故障诊断 注意力机制
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Spectral Conditions for Forbidden Subgraphs in Bipartite Graphs
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作者 REN Yuan ZHANG Jing ZHANG Zhiyuan 《数学进展》 北大核心 2025年第3期433-448,共16页
A graph G is H-free,if it contains no H as a subgraph.A graph G is said to be H-minor free,if it does not contain H as a minor.In 2010,Nikiforov asked that what the maximum spectral radius of an H-free graph of order ... A graph G is H-free,if it contains no H as a subgraph.A graph G is said to be H-minor free,if it does not contain H as a minor.In 2010,Nikiforov asked that what the maximum spectral radius of an H-free graph of order n is.In this paper,we consider some Brualdi-Solheid-Turan type problems on bipartite graphs.In 2015,Zhai,Lin and Gong in[Linear Algebra Appl.,2015,471:21-27]proved that if G is a bipartite graph with order n≥2k+2 and ρ(G)≥ρ(K_(k,n-k)),then G contains a C_(2k+2) unless G≌K_(k,n-k).First,we give a new and more simple proof for the above theorem.Second,we prove that if G is a bipartite graph with order n≥2k+2 and ρ(G)≥ρ(K_(k,n-k)),then G contains all T_(2k+3) unless G≌K_(k,n-k).Finally,we prove that among all outerplanar bipartite graphs on n≥308026 vertices,K_(1,n-1) attains the maximum spectral radius. 展开更多
关键词 CYCLE TREE outerplanar graph bipartite graph spectral radius
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The Ordering of Unicyclic Graphs with Minimal Matching Energies
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作者 DONG Bo LI Huan WANG Ligong 《数学进展》 北大核心 2025年第5期951-972,共22页
The concept of matching energy was proposed by Gutman and Wagner firstly in 2012. Let G be a simple graph of order n and λ1, λ2, . . . , λn be the zeros of its matching polynomial. The matching energy of a graph G ... The concept of matching energy was proposed by Gutman and Wagner firstly in 2012. Let G be a simple graph of order n and λ1, λ2, . . . , λn be the zeros of its matching polynomial. The matching energy of a graph G is defined as ME(G) = Pni=1 |λi|. By the famous Coulson’s formula, matching energies can also be calculated by an improper integral depending on a parameter. A k-claw attaching graph Gu(k) refers to the graph obtained by attaching k pendent edges to the graph G at the vertex u, where u is called the root of Gu(k). In this paper, we use some theories of mathematical analysis to obtain a new technique to compare the matching energies of two k-claw attaching graphs Gu(k) and Hv(k) with the same order, that is, limk→∞[ME(Gu(k)) − ME(Hv(k))] = ME(G − u) − ME(H − v). By the technique, we finally determine unicyclic graphs of order n with the 9th to 13th minimal matching energies for all n ≥ 58. 展开更多
关键词 matching energy unicyclic graph quasi-order relation k-claw attaching graph
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The Crossing Number of Two Classes of Join Graphs
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作者 LU Shengxiang WANG Shu WANG Jing 《数学进展》 北大核心 2025年第5期983-991,共9页
Determining the crossing number of a given graph is NP-complete. The cycle of length m is denoted by Cm = v1v2…vmv1. G^((1))_(m) (m ≥ 5) is the graph obtained from Cm by adding two edges v1v3 and vlvl+2 (3 ≤ l ≤ m... Determining the crossing number of a given graph is NP-complete. The cycle of length m is denoted by Cm = v1v2…vmv1. G^((1))_(m) (m ≥ 5) is the graph obtained from Cm by adding two edges v1v3 and vlvl+2 (3 ≤ l ≤ m−2), G^((2))m (m ≥ 4) is the graph obtained from Cm by adding two edges v1v3 and v2v4. The famous Zarankiewicz’s conjecture on the crossing number of the complete bipartite graph Km,n states that cr(Km,n)=Z(m,n)=[m/2][m-1/2][n/2[n-1/2].Based on Zarankiewicz’s conjecture, a natural problem is to study the change in the crossingnumber of the graphs obtained from the complete bipartite graph by adding certain edge sets.If Zarankiewicz’s conjecture is true, this paper proves that cr(G^((1))_(m)+Kn)=Z(m,n)+2[n/2] and cr(G^((2))_(m)+Kn)=Z(m,n)+n. 展开更多
关键词 crossing number DRAWING join graph
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On 3-degeneracy of Kite-free Planar Graphs
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作者 WU Qingqin ZHENG Lina WANG Weifan 《数学进展》 北大核心 2025年第3期449-463,共15页
A graph G is called d-degenerate if every subgraph of G has a vertex of degree at most d.It was known that planar graphs are 5-degenerate and every planar graph without k-cycles for some prescribed k∈{3,5,6}is 3-dege... A graph G is called d-degenerate if every subgraph of G has a vertex of degree at most d.It was known that planar graphs are 5-degenerate and every planar graph without k-cycles for some prescribed k∈{3,5,6}is 3-degenerate.In this paper,we show that if G is a planar graph without kites and 9-or 10-cycles,then G is 3-degenerate,hence 4-choosable and list vertex 2-arborable. 展开更多
关键词 planar graph DEGENERACY KITE CHOOSABILITY list vertex arboricity
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基于改进的E-GraphSAGE和CNN的入侵检测方法 被引量:1
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作者 刘联海 张煜华 黎汇业 《计算机技术与发展》 2025年第9期93-101,共9页
针对现有的网络入侵检测方法存在检测精度不佳、泛化能力弱等问题,该文提出了一种基于改进的E-GraphSAGE和CNN的网络入侵检测方法。首先将流量特征构建成图结构,随后在E-GraphSAGE的基础上引入图注意力网络,依据邻居节点和边的注意力权... 针对现有的网络入侵检测方法存在检测精度不佳、泛化能力弱等问题,该文提出了一种基于改进的E-GraphSAGE和CNN的网络入侵检测方法。首先将流量特征构建成图结构,随后在E-GraphSAGE的基础上引入图注意力网络,依据邻居节点和边的注意力权重来进行节点聚合,生成更具区分性的节点嵌入。然后借助深度图信息化进行图训练,充分学习图的拓扑结构和边信息,最后将提取出的边缘嵌入特征,输入到层次化注意力残差卷积网络中进行检测分类。在公开的数据集NF-CSE-CIC-IDS2018-v2和NF-BoT-IoT-v2上的实验结果表明,该方法的准确率分别达到了99.46%和99.78%,与传统的入侵检测方法和目前已知的图神经网络方法相比,该方法具有更高的检测精度和更好的泛化能力,有效提高了网络入侵的检测性能。 展开更多
关键词 图神经网络 图注意力网络 残差网络 深度图信息化 入侵检测
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DP-4-coloring for One Class of Planar Graphs
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作者 LU Jianbo LI Xiangwen 《数学进展》 北大核心 2025年第5期941-950,共10页
DP-coloring as a generalization of list coloring was introduced recently by Dvo˘r´ak and Postle.In this paper,we show that planar graphs without 5-cycles adjacent to two triangles are DP-4-colorable,which improve... DP-coloring as a generalization of list coloring was introduced recently by Dvo˘r´ak and Postle.In this paper,we show that planar graphs without 5-cycles adjacent to two triangles are DP-4-colorable,which improves the results of[Discrete Math.,2018,341(7):1983–1986]and[Discrete Appl.Math.,2020,277:245–251]. 展开更多
关键词 DP-4-coloring planar graph discharging method
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The Minimum Spectral Radius of Graphs with Given Pendant Vertices
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作者 LI Hao LIU Chang LI Jianping 《数学进展》 北大核心 2025年第5期973-982,共10页
For a graph G,a vertex is said to be pendant if its neighborhood contains exactly one vertex.In this paper,we determine the extremal graphs among all n-vertex graphs with the minimum spectral radius andβpendant verti... For a graph G,a vertex is said to be pendant if its neighborhood contains exactly one vertex.In this paper,we determine the extremal graphs among all n-vertex graphs with the minimum spectral radius andβpendant vertices,whereβe{1,2,3,4,n-3,n-2,n-1}. 展开更多
关键词 minimum spectral radius pendant vertex extremal graph
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Ramsey numbers of edge-critical graphs versus large generalized fans
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作者 Taiping Jiang Xinmin Hou 《中国科学技术大学学报》 北大核心 2025年第5期62-66,61,I0002,共7页
Given two graphs G and H,the Ramsey number R(G,H)is the smallest positive integer N such that every 2-coloring of the edges of K_(N)contains either a red G or a blue H.Let K_(N-1)■K_(1,k)be the graph obtained from K_... Given two graphs G and H,the Ramsey number R(G,H)is the smallest positive integer N such that every 2-coloring of the edges of K_(N)contains either a red G or a blue H.Let K_(N-1)■K_(1,k)be the graph obtained from K_(N-1)by adding anew vertexνconnecting k vertices of K_(N-1).A graph G withχ(G)=k+1 is called edge-critical if G contains an edge e such thatχ(G-e)=k.A considerable amount of research has been conducted by previous scholars on Ramsey numbers ofgraphs.In this study,we show that for an edge-critical graph G with x(G)=k+1,when k≥2,1≥2,and n is sufficiently large,R(G,K_(1)+nK_(t))=knt+1 and r,(G,K_(1)+nK_(t))=(k-1)nt+1. 展开更多
关键词 Ramsey number color critical graph generalized fan
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Dominating Induced Matching of Generalized Petersen Graphs
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作者 CHEN Ming ZANG Weiqi ZHOU Shan 《数学进展》 北大核心 2025年第6期1223-1232,共10页
A dominating induced matching(DIM)of G is an induced matching that dominates every edge of G.In this note,we completely determine the number of DIMs in the generalized Petersen graph P(n,k).We prove that if P(n,k)is a... A dominating induced matching(DIM)of G is an induced matching that dominates every edge of G.In this note,we completely determine the number of DIMs in the generalized Petersen graph P(n,k).We prove that if P(n,k)is a generalized Petersen graph with n=0(mod 5)and k=2,3(mod 5),then E(P(n,k))can be partitioned into five DIMs.Meanwhile,in the left cases k=0,1,4(mod 5),we build some counterexamples to show that there exist some P(n,k)'s which are DIM-free. 展开更多
关键词 dominating induced matching generalized Petersen graph
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Nowhere-zero 5-fows for graphs with bounded genus
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作者 LI Jiaao SU Bo 《运筹学学报(中英文)》 北大核心 2025年第3期124-134,共11页
A nowhere-zero k-flow on a graph G=(V(G),E(G))is a pair(D,f),where D is an orientation on E(G)and f:E(G)→{±1,±2,,±(k-1)}is a function such that the total outflow equals to the total inflow at each vert... A nowhere-zero k-flow on a graph G=(V(G),E(G))is a pair(D,f),where D is an orientation on E(G)and f:E(G)→{±1,±2,,±(k-1)}is a function such that the total outflow equals to the total inflow at each vertex.This concept was introduced by Tutte as an extension of face colorings,and Tutte in 1954 conjectured that every bridgeless graph admits a nowhere-zero 5-flow,known as the 5-Flow Conjecture.This conjecture is verified for some graph classes and remains unresolved as of today.In this paper,we show that every bridgeless graph of Euler genus at most 20 admits a nowhere-zero 5-flow,which improves several known results. 展开更多
关键词 5-fow conjecture minimal counterexample graphs with bounded genus
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基于GraphSAGE-MGAT的工控系统入侵检测方法
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作者 胡育鸣 王华忠 《华东理工大学学报(自然科学版)》 北大核心 2025年第2期270-276,共7页
提出一种融合了图随机采样与聚合(GraphSAGE)和改进的图注意力网络(GAT)的工控入侵检测图神经网络算法,以处理工控入侵检测中存在的数据特征种类多和数量大等复杂特性。首先将入侵检测流量数据构建为图结构形式,利用GraphSAGE采样和聚... 提出一种融合了图随机采样与聚合(GraphSAGE)和改进的图注意力网络(GAT)的工控入侵检测图神经网络算法,以处理工控入侵检测中存在的数据特征种类多和数量大等复杂特性。首先将入侵检测流量数据构建为图结构形式,利用GraphSAGE采样和聚合邻居节点信息得到节点的embedding向量,降低图结构空间复杂度,提高对大量数据处理的效率。运用改进的多头图注意力机制,丰富捕获的特征信息,计算节点之间的相关性和重要性,为各个节点分配相应权重,提高分类精准度。将该方法在工控数据集上验证,实验结果表明,该方法具有更好的时间效率以及更高的检测精度。 展开更多
关键词 工控系统 入侵检测 图随机采样与聚合 图注意力网络 图结构
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The A_(α)-spectral Radius of Block Graphs with Given Dissociation Number
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作者 HUANG Peng LI Jianxi 《数学进展》 北大核心 2025年第4期696-708,共13页
For a simple graph G,let A(G)and D(G)be the adjacency matrix and the diagonal degree matrix of G,respectively.[Appl.Anal.Discrete Math.,2017,11(1):81-107]defined the matrix A_(α)(G)of G as A_(α)(G)=αD(G)(1-α)A(G)... For a simple graph G,let A(G)and D(G)be the adjacency matrix and the diagonal degree matrix of G,respectively.[Appl.Anal.Discrete Math.,2017,11(1):81-107]defined the matrix A_(α)(G)of G as A_(α)(G)=αD(G)(1-α)A(G),α∈[0,1].The Aa-spectral radius is the largest eigenvalue of A_(α)(G).Let G_(n,β) be the set graphs with order n and dissociation numberβ.In this paper,we identify the b with maximal A_(α)-spectral radius among all graphs in G_(n,β). 展开更多
关键词 A_(α)-spectral radius block graph SIZE dissociation number
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k-Product Cordial Labeling of Path Graphs
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作者 Robinson Santrin Sabibha Kruz Jeya Daisy +1 位作者 Pon Jeyanthi Maged Zakaria Youssef 《Open Journal of Discrete Mathematics》 2025年第1期1-29,共29页
In 2012, Ponraj et al. defined a concept of k-product cordial labeling as follows: Let f be a map from V(G)to { 0,1,⋯,k−1 }where k is an integer, 1≤k≤| V(G) |. For each edge uvassign the label f(u)f(v)(modk). f is c... In 2012, Ponraj et al. defined a concept of k-product cordial labeling as follows: Let f be a map from V(G)to { 0,1,⋯,k−1 }where k is an integer, 1≤k≤| V(G) |. For each edge uvassign the label f(u)f(v)(modk). f is called a k-product cordial labeling if | vf(i)−vf(j) |≤1, and | ef(i)−ef(j) |≤1, i,j∈{ 0,1,⋯,k−1 }, where vf(x)and ef(x)denote the number of vertices and edges respectively labeled with x (x=0,1,⋯,k−1). Motivated by this concept, we further studied and established that several families of graphs admit k-product cordial labeling. In this paper, we show that the path graphs Pnadmit k-product cordial labeling. 展开更多
关键词 Cordial Labeling Product Cordial Labeling k-Product Cordial Labeling Path graph
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The kernel in special directed circular graphs
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作者 Xiuxiu REN Weihua YANG 《Frontiers of Mathematics in China》 2025年第3期109-119,共11页
A kernel in a directed graph D=(V,A)is a set K of vertices of D such that no two vertices in K are adjacent and for every vertex v in V\K there is a vertex u in K,such that(v,u)is an arc of D.It is well known that the... A kernel in a directed graph D=(V,A)is a set K of vertices of D such that no two vertices in K are adjacent and for every vertex v in V\K there is a vertex u in K,such that(v,u)is an arc of D.It is well known that the problem of the existence of a kernel is NP-complete for a general digraph.Bang-Jensen and Gutin pose an interesting problem(Problem 12.3.5)in their book[Digraphs:Theory,Algorithms and Applications,London:Springer-Verlag,2000]:to characterize all circular digraphs with kernels.In this paper,we study the problem of the existence of the kernel for several special classes of circular digraphs.Moreover,a class of counterexamples is given for the Duchet kernel conjecture(for every connected kernel-less digraph which is not an odd directed cycle,there exists an arc which can be removed and the obtained digraph is still kernel-less). 展开更多
关键词 KERNEL directed graph circular graph Duchet kernel conjecture
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Decycling Number of Type-k Halin Graphs
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作者 Wanjia ZHANG Chao YANG Han REN 《Journal of Mathematical Research with Applications》 2025年第2期143-151,共9页
A set S of vertices of a graph G is called a decycling set if G-S is acyclic.The smallest size of a decycling set is called the decycling number of G and is denoted by ∇(G).In this paper,we investigate the decycling n... A set S of vertices of a graph G is called a decycling set if G-S is acyclic.The smallest size of a decycling set is called the decycling number of G and is denoted by ∇(G).In this paper,we investigate the decycling number of type-k Halin graphs,focusing on those that are formed from trees that have just two degrees k and 3.For any type-k Halin graph G of order n,we prove that(k-2)n+k^(2)-4k+5/(k-1)^(2)≤∇(G)≤n+k-3/k-1.The result not only supports the largest forest conjecture due to Albertson and Berman(1976),but also offers a tight lower bound for the decycling number of type-3 Halin graphs and several type-k Halin graphs.Moreover,a new formula to determine the cardinality of any decycling set S of a type-k Halin graph G is provided. 展开更多
关键词 decycling number Halin graphs type-k Halin graphs
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Distance Compatibility for the Direct Product of Signed Graphs
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作者 Ziqiang FANG Qiannan NIU Haizhen REN 《Journal of Mathematical Research with Applications》 2025年第5期569-580,共12页
A graph whose edges are labeled either as positive or negative is called a signed graph.Hameed et al.introduced signed distance and distance compatibility in 2021,initially to characterize balanced signed graphs which... A graph whose edges are labeled either as positive or negative is called a signed graph.Hameed et al.introduced signed distance and distance compatibility in 2021,initially to characterize balanced signed graphs which have nice spectral properties.This article mainly studies the conjecture proposed by Shijin et al.on the distance compatibility of the direct product of signed graphs,and provides necessary and sufficient conditions for the distance compatibility of the direct product of signed graphs.Some further questions regarding distance compatibility are also posed. 展开更多
关键词 signed graph distance compatibility direct product of signed graphs
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Subgraph Matching on Multi-Attributed Graphs Based on Contrastive Learning
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作者 LIU Bozhi FANG Xiu +1 位作者 SUN Guohao LU Jinhu 《Journal of Donghua University(English Edition)》 2025年第5期523-533,共11页
Graphs have been widely used in fields ranging from chemical informatics to social network analysis.Graph-related problems become increasingly significant,with subgraph matching standing out as one of the most challen... Graphs have been widely used in fields ranging from chemical informatics to social network analysis.Graph-related problems become increasingly significant,with subgraph matching standing out as one of the most challenging tasks.The goal of subgraph matching is to find all subgraphs in the data graph that are isomorphic to the query graph.Traditional methods mostly rely on search strategies with high computational complexity and are hard to apply to large-scale real datasets.With the advent of graph neural networks(GNNs),researchers have turned to GNNs to address subgraph matching problems.However,the multi-attributed features on nodes and edges are overlooked during the learning of graphs,which causes inaccurate results in real-world scenarios.To tackle this problem,we propose a novel model called subgraph matching on multi-attributed graph network(SGMAN).SGMAN first utilizes improved line graphs to capture node and edge features.Then,SGMAN integrates GNN and contrastive learning(CL)to derive graph representation embeddings and calculate the matching matrix to represent the matching results.We conduct experiments on public datasets,and the results affirm the superior performance of our model. 展开更多
关键词 subgraph matching graph neural network(GNN) multi-attributed graph contrastive learning(CL)
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THE U-CLEAN GRAPHS OF FINITE COMMUTATIVE RINGS
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作者 HU Xue YIN Xiao-bin +1 位作者 CHENG Zhi CUI Jian 《数学杂志》 2025年第5期385-399,共15页
Let R be afinite commutative ring with identity 1.The U-clean graph of R,denoted by U-Cl(R),is a graph with vertices in form(e,u),where e is a nonzero idempotent of R and u is a unit of R.In this paper,some basic prope... Let R be afinite commutative ring with identity 1.The U-clean graph of R,denoted by U-Cl(R),is a graph with vertices in form(e,u),where e is a nonzero idempotent of R and u is a unit of R.In this paper,some basic properties of U-Cl(R)and the explicit structures of U-Cl(Zp×Zq)are given,where p,q are primes.We prove that U-Cl(Zp×Zq)is Eulerlian if and only if p=2,q=2.Moreover,the clique number,the chromatic number of the U-clean graph for some classes of rings are given in this paper. 展开更多
关键词 U-clean graph Eulerlian UNIT
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Pfaffian Property and Planarity of Cayley Graphs on Dicyclic Groups
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作者 TANG Lang LIU Weijun LU Rongrong 《数学理论与应用》 2025年第3期53-65,共13页
The Pfaffian property of graphs is of fundamental importance in graph theory,as it precisely characterizes those graphs for which the number of perfect matchings can be computed in polynomial time with respect to the ... The Pfaffian property of graphs is of fundamental importance in graph theory,as it precisely characterizes those graphs for which the number of perfect matchings can be computed in polynomial time with respect to the number of edges.The study of Pfaffian graphs originated from the enumeration of perfect matching in planar graphs.References[5,6,8]demonstrated that every planar graph is Pfaffian.Therefore,the Pfaffian property and planarity of graphs play a vital role in modern matching theory.This paper contributes a complete characterization of the Pfaffian property and planarity of connected Cayley graphs over the dicyclic group T_(4n) of order 4n(n≥3),shows that the Cayley graph Cay(T_(4n),S)is Pfaffian if and only if n is odd and S={a^(k_(1)),a^(2n−k_(1)),ba^(k_(2)),ba^(n+k_(2))},where 1≤k_(1)≤n−1,0≤k_(2)≤n−1 and(k_(1),n)=1,and furthermore,shows that Cay(T4n,S)is never planar. 展开更多
关键词 Cayley graph Dicyclic group Pfaffian property PLANARITY
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