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Structural Synthesis of Compliant Metamorphic Mechanisms Based on Adjacency Matrix Operations 被引量:9
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作者 LI Duanling ZHANG Zhonghai CHEN Guimin 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2011年第4期522-528,共7页
A compliant metamorphic mechanism attributes to a new type of metamorphic mechanisms evolved from rigid metamorphic mechanisms. The structural characteristics and representations of a compliant metamorphic mechanism a... A compliant metamorphic mechanism attributes to a new type of metamorphic mechanisms evolved from rigid metamorphic mechanisms. The structural characteristics and representations of a compliant metamorphic mechanism are different from its rigid counterparts, so does the structural synthesis method. In order to carry out its structural synthesis, a constraint graph representation for topological structure of compliant metamorphic mechanisms is introduced, which can not only represent the structure of a compliant metamorphic mechanism, but also describe the characteristics of its links and kinematic pairs. An adjacency matrix representation of the link relationships in a compliant metamorphic mechanism is presented according to the constraint graph. Then, a method for structural synthesis of compliant metamorphic mechanisms is proposed based on the adjacency matrix operations. The operation rules and the operation procedures of adjacency matrices are described through synthesis of the initial configurations composed of s+1 links from an s-link mechanism (the final configuration). The method is demonstrated by synthesizing all the possible four-link compliant metamorphic mechanisms that can transform into a three-link mechanism through combining two of its links. Sixty-five adjacency matrices are obtained in the synthesis, each of which corresponds to a compliant metamorphic mechanism having four links. Therefore, the effectiveness of the method is validated by a specific compliant metamorphic mechanism corresponding to one of the sixty-five adjacency matrices. The structural synthesis method is put into practice as a fully compliant metamorphic hand is presented based on the synthesis results. The synthesis method has the advantages of simple operation rules, clear geometric meanings, ease of programming with matrix operation, and provides an effective method for structural synthesis of compliant metamorphic mechanisms and can be used in the design of new compliant metamorphic mechanisms. 展开更多
关键词 compliant metamorphic mechanism structural synthesis constraint graph adjacency matrix
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Configuration Analysis of Metamorphic Mechanisms Based on Extended Adjacency Matrix Operations 被引量:5
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作者 LI Duanling ZHANG Zhonghai 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2011年第5期767-773,共7页
The adjacency matrix operations,which connect with configuration transformation correspondingly,can be used for analysis of configuration transformation of metamorphic mechanisms and the corresponding algorithm can ea... The adjacency matrix operations,which connect with configuration transformation correspondingly,can be used for analysis of configuration transformation of metamorphic mechanisms and the corresponding algorithm can easily be simulated by computer.But the adjacency matrix based on monochrome topological graph is not suitable for the topological representation of mechanisms with multiple joints.The method of adjacency matrix operations has its own limitations for analysis of configuration transformation of metamorphic mechanisms because it can only be used in the topological representation of mechanisms with single joints.In order to overcome the drawback of the adjacency matrix,a kind of new matrix named as extended adjacency matrix is proposed to express topological structures of all mechanisms.The extended adjacency matrix is not only suitable for the topological representation of mechanisms with single joints,but also can be used in that of mechanisms with multiple joints.On this basis,a method of matrix operations based on the extended adjacency matrix is proposed to analyze the configuration transformation of metamorphic mechanisms.The method is not only suitable for configuration analysis of metamorphic mechanisms with single joints as well as metamorphic mechanisms with multiple joints.The method is evaluated by calculating two examples representing metamorphic mechanisms with single joint and multiple joints respectively.It can be concluded that the method is effective and correct for analysis of configuration transformation of all metamorphic mechanisms.The proposed method is simple and easy to be achieved by computer programming.It provides a basis for structural synthesis of all metamorphic mechanisms. 展开更多
关键词 metamorphic mechanism configuration transformation extended adjacency matrix single joint multiple joint
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Drawing Weighted Directed Graph from It's Adjacency Matrix 被引量:1
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作者 毛国勇 张武 《Journal of Shanghai University(English Edition)》 CAS 2005年第5期407-410,共4页
This paper proposes an algorithm for building weighted directed graph, defmes the weighted directed relationship matrix of the graph, and describes algorithm implementation using this matrix. Based on this algorithm, ... This paper proposes an algorithm for building weighted directed graph, defmes the weighted directed relationship matrix of the graph, and describes algorithm implementation using this matrix. Based on this algorithm, an effective way for building and drawing weighted directed graphs is presented, forming a foundation for visual implementation of the algorithm in the graph theory. 展开更多
关键词 weighted directed graph adjacency matrix relationship matrix.
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A Graph with Adaptive AdjacencyMatrix for Relation Extraction
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作者 Run Yang YanpingChen +1 位作者 Jiaxin Yan Yongbin Qin 《Computers, Materials & Continua》 SCIE EI 2024年第9期4129-4147,共19页
The relation is a semantic expression relevant to two named entities in a sentence.Since a sentence usually contains several named entities,it is essential to learn a structured sentence representation that encodes de... The relation is a semantic expression relevant to two named entities in a sentence.Since a sentence usually contains several named entities,it is essential to learn a structured sentence representation that encodes dependency information specific to the two named entities.In related work,graph convolutional neural networks are widely adopted to learn semantic dependencies,where a dependency tree initializes the adjacency matrix.However,this approach has two main issues.First,parsing a sentence heavily relies on external toolkits,which can be errorprone.Second,the dependency tree only encodes the syntactical structure of a sentence,which may not align with the relational semantic expression.In this paper,we propose an automatic graph learningmethod to autonomously learn a sentence’s structural information.Instead of using a fixed adjacency matrix initialized by a dependency tree,we introduce an Adaptive Adjacency Matrix to encode the semantic dependency between tokens.The elements of thismatrix are dynamically learned during the training process and optimized by task-relevant learning objectives,enabling the construction of task-relevant semantic dependencies within a sentence.Our model demonstrates superior performance on the TACRED and SemEval 2010 datasets,surpassing previous works by 1.3%and 0.8%,respectively.These experimental results show that our model excels in the relation extraction task,outperforming prior models. 展开更多
关键词 Relation extraction graph convolutional neural network adaptive adjacency matrix
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Fuzzy Adjacency Matrix in Graphs
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作者 Mahdi Taheri Mehrana Niroumand 《通讯和计算机(中英文版)》 2012年第4期384-386,共3页
关键词 邻接矩阵 模糊图 简单图 区间
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Nullity of Hermitian-Adjacency Matrices of Mixed Graphs 被引量:1
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作者 Fenglei TIAN Dein WONG 《Journal of Mathematical Research with Applications》 CSCD 2018年第1期23-33,共11页
A mixed graph means a graph containing both oriented edges and undirected edges. The nullity of the Hermitian-adjacency matrix of a mixed graph G, denoted by ηH(G),is referred to as the multiplicity of the eigenval... A mixed graph means a graph containing both oriented edges and undirected edges. The nullity of the Hermitian-adjacency matrix of a mixed graph G, denoted by ηH(G),is referred to as the multiplicity of the eigenvalue zero. In this paper, for a mixed unicyclic graph G with given order and matching number, we give a formula on ηH(G), which combines the cases of undirected and oriented unicyclic graphs and also corrects an error in Theorem 4.2 of [Xueliang LI, Guihai YU. The skew-rank of oriented graphs. Sci. Sin. Math., 2015, 45:93-104(in Chinese)]. In addition, we characterize all the n-vertex mixed graphs with nullity n-3, which are determined by the spectrum of their Hermitian-adjacency matrices. 展开更多
关键词 nullity mixed graph unicyclic graph Hermitian-adjacency matrix
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Probability Distribution of Edge in Adjacent Matrix of Aviation Network of China and Algorithm of Searching Non-overlap Community Structure Based on Complex Network
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作者 Cheng Xiangjun Yang Fang Wei Chong 《Journal of Traffic and Transportation Engineering》 2021年第1期1-7,共7页
In order to discover the probability distribution feature of edge in aviation network adjacent matrix of China and on the basis of this feature to establish an algorithm of searching non-overlap community structure in... In order to discover the probability distribution feature of edge in aviation network adjacent matrix of China and on the basis of this feature to establish an algorithm of searching non-overlap community structure in network to reveal the inner principle of complex network with the feature of small world in aspect of adjacent matrix and community structure,aviation network adjacent matrix of China was transformed according to the node rank and the matrix was arranged on the basis of ascending node rank with the center point as original point.Adjacent probability from the original point to extension around in approximate area was calculated.Through fitting probability distribution curve,power function of probability distribution of edge in adjacent matrix arranged by ascending node rank was found.According to the feature of adjacent probability distribution,deleting step by step with node rank ascending algorithm was set up to search non-overlap community structure in network and the flow chart of algorithm was given.A non-overlap community structure with 10 different scale communities in aviation network of China was found by the computer program written on the basis of this algorithm. 展开更多
关键词 Air transportation adjacent matrix deleting step by step with node rank ascending algorithm aviation network of China network community structure
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Source apportionment of PM_(2.5) using dispersion normalized positive matrix factorization(DN-PMF)in Beijing and Baoding,China 被引量:1
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作者 Ilhan Ryoo Taeyeon Kim +6 位作者 Jiwon Ryu Yeonseung Cheong Kwang-joo Moon Kwon-ho Jeon Philip K.Hopke Seung-Muk Yi Jieun Park 《Journal of Environmental Sciences》 2025年第9期395-408,共14页
Fine particulatematter(PM_(2.5))samples were collected in two neighboring cities,Beijing and Baoding,China.High-concentration events of PM_(2.5) in which the average mass concentration exceeded 75μg/m^(3) were freque... Fine particulatematter(PM_(2.5))samples were collected in two neighboring cities,Beijing and Baoding,China.High-concentration events of PM_(2.5) in which the average mass concentration exceeded 75μg/m^(3) were frequently observed during the heating season.Dispersion Normalized Positive Matrix Factorization was applied for the source apportionment of PM_(2.5) as minimize the dilution effects of meteorology and better reflect the source strengths in these two cities.Secondary nitrate had the highest contribution for Beijing(37.3%),and residential heating/biomass burning was the largest for Baoding(27.1%).Secondary nitrate,mobile,biomass burning,district heating,oil combustion,aged sea salt sources showed significant differences between the heating and non-heating seasons in Beijing for same period(2019.01.10–2019.08.22)(Mann-Whitney Rank Sum Test P<0.05).In case of Baoding,soil,residential heating/biomass burning,incinerator,coal combustion,oil combustion sources showed significant differences.The results of Pearson correlation analysis for the common sources between the two cities showed that long-range transported sources and some sources with seasonal patterns such as oil combustion and soil had high correlation coefficients.Conditional Bivariate Probability Function(CBPF)was used to identify the inflow directions for the sources,and joint-PSCF(Potential Source Contribution Function)was performed to determine the common potential source areas for sources affecting both cities.These models facilitated a more precise verification of city-specific influences on PM_(2.5) sources.The results of this study will aid in prioritizing air pollution mitigation strategies during the heating season and strengthening air quality management to reduce the impact of downwind neighboring cities. 展开更多
关键词 Source apportionment Dispersion normalized positive matrix factorization adjacent cities Inter-city impact Source location Heating season Air quality management
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Structural Parameters of Branched Polymers:Incorporation of Kinetic Monte Carlo Simulation with Adjacency Matrix
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作者 Xin-Xin Zhao Jiang-Tao Li +1 位作者 Fang Gu Hai-Jun Wang 《Chinese Journal of Chemical Physics》 2025年第6期807-818,I0011-I0014,I0238,共17页
We present an incorporation of the kinetic Monte Carlo(kMC)simulation with the adjacency matrix(AM)method to investigate structural parameters of randomly branched polymers.The AMs of branched polymers are obtained by... We present an incorporation of the kinetic Monte Carlo(kMC)simulation with the adjacency matrix(AM)method to investigate structural parameters of randomly branched polymers.The AMs of branched polymers are obtained by the growth generation model,which is employed in the kMC simulation based on Gillespie’s algorithm.Of particular interest is the effect of the branched units on the relevant structural parameters.As an application in randomly hyperbranched polymers formed by AB_(2)type of monomers,average maximum span length,average length of sub-chains,number distribution of branched units,and meansquare radius of gyration are calculated.It is shown that the branched units can give rise to a significant effect on these physical quantities,whereby such a structure-property relationship can be employed to optimize reaction conditions and implement material designs. 展开更多
关键词 Kinetic Monte Carlo simulation adjacency matrix Number distribution of branched points Mean-square radius of gyration Maximum span length
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基于伪节点交叉注意力的远程步态情绪识别
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作者 卢亮宇 周成菊 《软件导刊》 2026年第1期47-53,共7页
近年来,情绪识别在心理计算、人机交互和精神状态监测中的应用引起了广泛关注。与面部情绪识别和脑电情绪识别(EEG)等其他方式相比,步态情绪识别所使用的采集无需高精度拍摄,且可以不用佩戴专门的采集设备进行远距离采集。尽管该领域已... 近年来,情绪识别在心理计算、人机交互和精神状态监测中的应用引起了广泛关注。与面部情绪识别和脑电情绪识别(EEG)等其他方式相比,步态情绪识别所使用的采集无需高精度拍摄,且可以不用佩戴专门的采集设备进行远距离采集。尽管该领域已经开展了一系列研究并取得了相应进展,但目前仍面临两个主要挑战。一是现有大多数基于步态情绪识别的工作都侧重于通过图卷积网络(GCN)从骨骼图像中探索人体关节的局部相关性,而忽略了人体关节的全局相关性;二是使用了人体自然连接关节骨架图,原有的固定连接会限制网络捕捉远距离关节之间相互作用的能力。为了解决这些问题,提出了一种基于伪节点交叉注意力的图卷积网络,通过伪节点的方法有效地实现全局和局部关节节点的信息及时传递,并使用交叉注意力方法捕获有效和高效的步态表示以进行情绪状态识别。将所提出的方法在情绪步态数据集Emotion-Gait上进行评估,准确率达到88.63%,与已有经典先进模型相比性能更优。 展开更多
关键词 步态情绪识别 交叉注意力 图卷积神经网络 关节邻接矩阵
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分布式新能源接入下低压台区拓扑识别
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作者 张磊 侯恩振 +1 位作者 毛新朋 梁尚达 《电子设计工程》 2026年第2期47-50,56,共5页
针对已有方法拓扑网络生成效果差、召回率低等问题,提出分布式新能源接入下低压台区拓扑识别方法。结合AP聚类算法与皮尔逊相关系数,对分布式新能源接入下低压台区户线变关系进行精准识别。根据分布式新能源接入低压台区的拓扑特性,采... 针对已有方法拓扑网络生成效果差、召回率低等问题,提出分布式新能源接入下低压台区拓扑识别方法。结合AP聚类算法与皮尔逊相关系数,对分布式新能源接入下低压台区户线变关系进行精准识别。根据分布式新能源接入低压台区的拓扑特性,采用三元组描述节点之间的连接关系,建立邻接矩阵模型。应用关系图卷积神经网络制定低压台区拓扑生成流程,从而实现低压台区拓扑识别。实验结果表明,应用设计方法生成的低压台区拓扑网络与实际低压台区拓扑网络趋于一致,低压台区拓扑生成的召回率最大值达到99%。该方法能有效解决传统方法效果差的问题,显著提升拓扑识别的准确性和可靠性。 展开更多
关键词 分布式新能源 低压台区 拓扑识别 邻接矩阵模型
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A new matrix-based mathematical model for determining unidirectional circuits in a ventilation network 被引量:2
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作者 贾进章 《Journal of Coal Science & Engineering(China)》 2008年第2期260-262,共3页
The occurrence of local circulating ventilation can be caused by many factors, such as the airflow reversion during mine fire,the improper arrangement of local fan or underground fan station and the man-made error inp... The occurrence of local circulating ventilation can be caused by many factors, such as the airflow reversion during mine fire,the improper arrangement of local fan or underground fan station and the man-made error input of raw data before network solving. Once circulating ventilations occur,the corresponding branches in the ventilation network corresponding to the relevant airways in ventilation system form circuits,and all the direc- tions of the branches in the circuits are identical,which is the unidirectional problem in ventilation network.Based on the properties of node adjacent matrix,a serial of mathe- matical computation to node adjacent matrix were performed,and a mathematical model for determining unidirectional circuits based on node adjacent matrix was put forward. 展开更多
关键词 fluid network unidirectional circuit adjacent matrix
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ADJACENT MARTIX METHOD OF IDENTIFYING ISOMORPHISM TO PLANAR KINEMATIC CHAIN WITH MULTIPLE JOINTS AND HIGHER PAIRS 被引量:2
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作者 SONG Li HUANG Yong CHENG Ling 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2006年第4期605-609,共5页
The adjacent matrix method for identifying isomorphism to planar kinematic chain with multiple joints and higher pairs is presented. The topological invariants of the planar kinematic chain can be calculated and compa... The adjacent matrix method for identifying isomorphism to planar kinematic chain with multiple joints and higher pairs is presented. The topological invariants of the planar kinematic chain can be calculated and compared by adjacent matrix. The quantity of calculation can be reduced effectively using the several divisions of bars and the reconfiguration of the adjacent matrix. As two structural characteristics of adjacent matrix, the number of division and division code are presented. It can be identified that two kinematic chains are isomorphic or not by comparing the structural characteristics of their adjacent matrixes using a method called matching row-to-row. This method may be applied to the planar linkage chain too. So, the methods of identifying isomorphism are unified in the planar kinematic chain that has or hasn't higher pairs with or without multiple joints. And it has some characters such as visual, simple and convenient for processing by computer, and so on. 展开更多
关键词 Planar kinematic chain Higher pair Multiple joint adjacent matrix Identifying isomorphism
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基于图卷积网络的室内Wi-Fi指纹定位算法 被引量:1
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作者 康晓非 梁琪悦 李雨玫 《计算机工程与设计》 北大核心 2025年第8期2157-2162,共6页
针对传统室内定位算法未考虑指纹数据非欧几里德特征的问题,提出一种基于图卷积网络(graph convolutional neural network,GCN)双层特征提取的Wi-Fi指纹室内定位算法(DuGCNLoc)。该算法在接入点(access point,AP)层面通过设计邻接矩阵... 针对传统室内定位算法未考虑指纹数据非欧几里德特征的问题,提出一种基于图卷积网络(graph convolutional neural network,GCN)双层特征提取的Wi-Fi指纹室内定位算法(DuGCNLoc)。该算法在接入点(access point,AP)层面通过设计邻接矩阵建立图结构;在参考点(reference point,RP)层面,使用K近邻(K-nearest neighbor,KNN)选取邻近节点构建子图,并通过GCN分别对图结构特征提取,位置预测由全连接层(fully connected layer,FC)完成。实验结果表明,所提算法在自建数据集和公共数据集上的定位性能均优于传统算法,实现了平均定位误差为0.85 m的精度。 展开更多
关键词 室内定位 位置指纹 图结构 邻接矩阵 图卷积网络 最近邻算法 接收信号强度
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增强邻接矩阵驱动GNN的AD诊断方法研究
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作者 李修军 赵殿飞 +2 位作者 葛雄心 杨菁菁 张昱 《重庆理工大学学报(自然科学)》 北大核心 2025年第6期117-124,共8页
针对图神经网络(GNN)邻接矩阵的稀疏性的问题,构建了带有节点相似度的邻接矩阵。在此基础上,提出了增强邻接矩阵驱动GNN的阿尔茨海默病(AD)诊断模型。从数据集中选取1个未知类别的样本作为分类样本,从每个类中随机选择10个已知类别的样... 针对图神经网络(GNN)邻接矩阵的稀疏性的问题,构建了带有节点相似度的邻接矩阵。在此基础上,提出了增强邻接矩阵驱动GNN的阿尔茨海默病(AD)诊断模型。从数据集中选取1个未知类别的样本作为分类样本,从每个类中随机选择10个已知类别的样本构建一个图数据;根据节点不同维度的特征构建带有节点相似度的邻接矩阵并将邻接矩阵加入邻接算子族;在GNN的每一层中,根据邻接算子族中的算子更新节点特征,直到把最后一层的特征更新后通过softmax得出分类结果。实验结果表明:该模型在阿尔茨海默病神经影像学计划数据集上的F1分数达到了0.958,准确率达到96.09%,比现有先进模型的准确率提高了1.99%。 展开更多
关键词 图神经网络 阿尔茨海默病 邻接矩阵 节点相似度
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SSGCN-混合式图卷积网络:用于三维CAD模型的加工特征识别
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作者 王洪申 王尚旭 强会英 《机械科学与技术》 北大核心 2025年第1期30-39,共10页
为解决CAD/CAPP/CAM集成过程中,三维CAD模型加工特征识别问题,提出了一种混合式图卷积网络(Hybrid spectral domain and spatial domain graph convolution networks, SSGCN)的特征识别算法。以三维模型的面为节点,边为节点间的连接关系... 为解决CAD/CAPP/CAM集成过程中,三维CAD模型加工特征识别问题,提出了一种混合式图卷积网络(Hybrid spectral domain and spatial domain graph convolution networks, SSGCN)的特征识别算法。以三维模型的面为节点,边为节点间的连接关系,构建图数据结构。提取面的几何属性信息,自定义编码构建节点属性矩阵,作为网络的输入。提取图结构的邻接矩阵、度矩阵等构建混合式图卷积网络。通过Python-OCC相关算法以及布尔运算,设计了一种批量生成带有面标签的加工特征模型数据集算法。使用带有面标签的加工特征模型数据集对网络进行训练,对加工特征模型进行测试,得到很好的识别效果。 展开更多
关键词 CAD模型 图卷积网络 加工特征识别 邻接矩阵
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基于多通道图聚合注意力机制的共享单车借还量预测
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作者 王福建 张泽天 +1 位作者 陈喜群 王殿海 《浙江大学学报(工学版)》 北大核心 2025年第9期1986-1995,共10页
针对共享单车短期借还量预测中存在的空间范围小、模型时空信息捕捉能力不足及准确性有限等问题,提出基于多通道图聚合注意力机制的预测方法.根据共享单车在不同区域的流量,采用基于流量调整的虚拟站点划分方法,将城市划分为多个共享单... 针对共享单车短期借还量预测中存在的空间范围小、模型时空信息捕捉能力不足及准确性有限等问题,提出基于多通道图聚合注意力机制的预测方法.根据共享单车在不同区域的流量,采用基于流量调整的虚拟站点划分方法,将城市划分为多个共享单车虚拟站点,并以站点间的借还量矩阵构建动态邻接矩阵,形成共享单车图网络结构.通过多通道图聚合模块捕捉不同时间段的站点空间信息,并结合多头自注意力模块捕捉时间相关性.引入交叉注意力机制模块,结合外生变量,获取不同变量之间的潜在联系.在深圳市和纽约市进行实验,结果表明,与其他深度学习方法相比,该模型在不同时间段和地区均表现出显著优势,保持了稳定且较低的预测误差,证明了动态邻接矩阵以及融合外部特征的交叉注意力机制模块能够有效提高共享单车借还量的预测准确率. 展开更多
关键词 共享单车 多源数据 深度学习 虚拟站点划分 动态邻接矩阵 交叉注意力
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基于改进图卷积的多站点海浪高度预测方法
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作者 卢鹏 王慧 +1 位作者 王振华 郑宗生 《海洋测绘》 北大核心 2025年第4期37-42,共6页
海浪高度的变化不仅随时间变化,还受周围海域的影响。针对现有方法仅关注单一站点的时序特征,缺乏对同一区域内不同站点间海浪高度的时空信息提取问题,提出一种改进图卷积的多站点海浪高度预测模型SD-STSGCN。首先采用基于密度的K-mean... 海浪高度的变化不仅随时间变化,还受周围海域的影响。针对现有方法仅关注单一站点的时序特征,缺乏对同一区域内不同站点间海浪高度的时空信息提取问题,提出一种改进图卷积的多站点海浪高度预测模型SD-STSGCN。首先采用基于密度的K-means聚类对站点分组;其次提出缩放距离因子构建邻接矩阵以动态调整权重;最后结合扩张卷积的时空同步图卷积模块捕捉时空特征,非线性映射输出各组站点未来时段的海浪高度预测结果。在覆盖多维度场景的44个站点上进行大区域实验,结果表明,相比于LSTM和TCN等模型,SD-STSGCN的预测效果最好,该方法有效挖掘了多站点时空相关性,为海浪高度预测提供了有效的补充方案。 展开更多
关键词 海浪高度预测 多站点预测 时空同步图卷积 时空相关性 邻接矩阵
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基于有权无向图同构的电气图元件识别方法研究
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作者 李红 曹添植 +1 位作者 韩少峰 何青 《电力与能源》 2025年第1期27-32,共6页
在新建变电站时,需要手动输入变电站物理配置描述(SPCD)等文件,这往往需要耗费大量的时间与人力。针对变电站二次系统电气原理图中信息的提取需求,以及电气图纸活化的同构算法存在的计算量大和存储数据多的问题,提出了一种利用有权无向... 在新建变电站时,需要手动输入变电站物理配置描述(SPCD)等文件,这往往需要耗费大量的时间与人力。针对变电站二次系统电气原理图中信息的提取需求,以及电气图纸活化的同构算法存在的计算量大和存储数据多的问题,提出了一种利用有权无向图邻接矩阵特征值判断电气元件拓扑图同构的方法。首先对电气图元进行分割,计算电路线的长度,并通过分析电路线之间的相交关系,得到一个包围电气元件的矩形区域;然后提取该区域内的基本图元,并利用几何算法得到基本图元的连接关系,赋予邻接矩阵元素相应的权重,从而得到图的邻接矩阵;最后计算邻接矩阵的特征值,并通过特征值对比进行图匹配,从而完成电气元件的识别。通过改进绘图交换文件(DXF)结果的提取模块和数据的存储模块,提高了识别准确率。对DXF格式的电气图进行识别测试表明,所提出的算法不仅降低了现有同构算法的计算复杂度,减少了数据存储量,而且识别精度达到了87%。所提出的算法在计算复杂程度以及存储等方面均优于乌尔曼算法。利用该算法的提取结果,编写生成SPCD等文件的程序,可大大减少人工投入,促进变电站二次系统的智能化。 展开更多
关键词 电气图纸 图纸活化 图同构 元件识别 邻接矩阵 合同变换
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客户关系下的多仓库半开放式危险品运输路径优化
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作者 王占中 吴智豪 刘文佳 《同济大学学报(自然科学版)》 北大核心 2025年第5期741-748,共8页
在考虑客户关系的条件下,建立以运输总成本、运输风险和总延误时间最小化为目标的多仓库半开放式危险品运输路径优化模型,设计蚁群算法和模拟退火算法混合的蚁群‒模拟退火(ACO-SA)嵌套算法求解该模型。该嵌套算法运用邻接矛盾矩阵表示... 在考虑客户关系的条件下,建立以运输总成本、运输风险和总延误时间最小化为目标的多仓库半开放式危险品运输路径优化模型,设计蚁群算法和模拟退火算法混合的蚁群‒模拟退火(ACO-SA)嵌套算法求解该模型。该嵌套算法运用邻接矛盾矩阵表示客户关系,外层模拟退火算法负责修改危险品运输车辆与客户点的匹配关系,内层蚁群算法负责规划每辆车中具体的路径遍历顺序。将该嵌套算法应用于大小规模算例中,得到多个Pareto最优解,并与4种单一算法的求解结果进行比较,验证嵌套算法的有效性和可靠性。对比有无客户关系下两个算例的求解结果,证明客户间存在的合作或竞争关系将直接影响企业运输方案制定。 展开更多
关键词 危险品运输 半开放式 客户关系 邻接矛盾矩阵 蚁群‒模拟退火嵌套算法
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