Comprehensive Research on Tensor Product, Cartesian Product, and Join Operation of Borderenergetic Graphs

图运算在复杂网络分析与优化中具有重要作用,边界能量图、张量积、笛卡尔积以及联图运算各自展现出独特的数学特性和应用价值。边界能量图通过谱特性衡量网络的稳定性,张量积用于构建多层级网络拓扑,笛卡尔积优化并行计算结构,联图运算增强多网络融合能力。不同运算方法在动态网络优化、信息传输与计算效率提升等方面发挥关键作用。综合运用这些方法可提升网络的拓扑优化能力,为复杂系统建模提供更完善的理论支持和实践指导。Graph operations play a significant role in complex network analysis and optimization. Borderenergetic graphs, tensor products, Cartesian products, and join operations each exhibit unique mathematical properties and application values. Borderenergetic graphs measure the stability of networks through spectral characteristics, tensor products are used to construct multi-level network topologies, Cartesian products optimize parallel computing structures, and join operations enhance the integration capabilities of multiple networks. Different operation methods play a key role in dynamic network optimization, information transmission, and the improvement of computational efficiency. The comprehensive application of these methods can enhance the topological optimization ability of networks and provide more complete theoretical support and practical guidance for complex system modeling.

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Publication Details

Journal
Pure Mathematics
Published
2025-01-01
DOI
https://doi.org/10.12677/pm.2025.157202
Primary Topic
Graph theory and applications
Type
article
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article

Comprehensive Research on Tensor Product, Cartesian Product, and Join Operation of Borderenergetic Graphs

美娟 徐
Pure Mathematics
Graph theory and applications
article

Comprehensive Research on Tensor Product, Cartesian Product, and Join Operation of Borderenergetic Graphs

美娟 徐
article en

Abstract

图运算在复杂网络分析与优化中具有重要作用,边界能量图、张量积、笛卡尔积以及联图运算各自展现出独特的数学特性和应用价值。边界能量图通过谱特性衡量网络的稳定性,张量积用于构建多层级网络拓扑,笛卡尔积优化并行计算结构,联图运算增强多网络融合能力。不同运算方法在动态网络优化、信息传输与计算效率提升等方面发挥关键作用。综合运用这些方法可提升网络的拓扑优化能力,为复杂系统建模提供更完善的理论支持和实践指导。Graph operations play a significant role in complex network analysis and optimization. Borderenergetic graphs, tensor products, Cartesian products, and join operations each exhibit unique mathematical properties and application values. Borderenergetic graphs measure the stability of networks through spectral characteristics, tensor products are used to construct multi-level network topologies, Cartesian products optimize parallel computing structures, and join operations enhance the integration capabilities of multiple networks. Different operation methods play a key role in dynamic network optimization, information transmission, and the improvement of computational efficiency. The comprehensive application of these methods can enhance the topological optimization ability of networks and provide more complete theoretical support and practical guidance for complex system modeling.

Pure MathematicsVol. 15(07)
Openalex Percentile: Top 77%
Graph theory and applications
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Comprehensive Research on Tensor Product, Cartesian Product, and Join Operation of Borderenergetic Graphs — 美娟 徐 · Pure Mathematics (2025) | TGRS Research Map | TGRS