{"title":"Spectral and Homological Bounds on k-Component Edge Connectivity","authors":"Joshua Steier","doi":"arxiv-2409.05725","DOIUrl":null,"url":null,"abstract":"We present a novel theoretical framework connecting k-component edge\nconnectivity with spectral graph theory and homology theory to pro vide new\ninsights into the resilience of real-world networks. By extending classical\nedge connectivity to higher-dimensional simplicial complexes, we derive tight\nspectral-homological bounds on the minimum number of edges that must be removed\nto ensure that all remaining components in the graph have size less than k.\nThese bounds relate the spectra of graph and simplicial Laplacians to\ntopological invariants from homology, establishing a multi-dimensional measure\nof network robustness. Our framework improves the understanding of network\nresilience in critical systems such as the Western U.S. power grid and European\nrail network, and we extend our analysis to random graphs and expander graphs\nto demonstrate the broad applicability of the method. Keywords: k-component\nedge connectivity, spectral graph theory, homology, simplicial complexes,\nnetwork resilience, Betti numbers, algebraic connectivity, random graphs,\nexpander graphs, infrastructure systems","PeriodicalId":501373,"journal":{"name":"arXiv - MATH - Spectral Theory","volume":"15 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - MATH - Spectral Theory","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.05725","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
We present a novel theoretical framework connecting k-component edge
connectivity with spectral graph theory and homology theory to pro vide new
insights into the resilience of real-world networks. By extending classical
edge connectivity to higher-dimensional simplicial complexes, we derive tight
spectral-homological bounds on the minimum number of edges that must be removed
to ensure that all remaining components in the graph have size less than k.
These bounds relate the spectra of graph and simplicial Laplacians to
topological invariants from homology, establishing a multi-dimensional measure
of network robustness. Our framework improves the understanding of network
resilience in critical systems such as the Western U.S. power grid and European
rail network, and we extend our analysis to random graphs and expander graphs
to demonstrate the broad applicability of the method. Keywords: k-component
edge connectivity, spectral graph theory, homology, simplicial complexes,
network resilience, Betti numbers, algebraic connectivity, random graphs,
expander graphs, infrastructure systems
我们提出了一个新颖的理论框架,将 k 分量边缘连通性与谱图理论和同调理论联系起来,为现实世界网络的恢复能力提供了新的视角。通过将经典边连接性扩展到高维简单复数,我们推导出了为确保图中所有剩余分量的大小小于 k 而必须去除的最小边数的紧谱-同调约束。这些约束将图谱和简单拉普拉斯与同调的拓扑不变式联系起来,从而建立了网络鲁棒性的多维衡量标准。我们的框架提高了人们对美国西部电网和欧洲铁路网等关键系统中网络鲁棒性的理解,我们还将分析扩展到随机图和扩展图,以证明该方法的广泛适用性。关键词:K-连通性、谱图理论、同源性、简单复数、网络弹性、贝蒂数、代数连通性、随机图、扩展图、基础设施系统