Network/graph theory Dr. Chris Davis Postdoc, Faculty of TPM, TU Delft Network/graph theory Network/graph theory is the study of graphs, mathematical structures used to model pairwise relations between objects from a certain collection Everything is an node or an edge Vocabulary of graphs Undirected Bi-directional Directed 3.14 Weighted and undirected 3.14 Weighted and directed likes Property graph Network topology Measuring networks Network diameter: longest shortest path 2 4 6 1 3 5 Diameter = 4 7 Distance 1 2 1 0 1 2 1 0 3 1 2 4 2 1 5 2 3 6 1 2 7 3 4 3 1 2 0 3 1 2 2 4 2 1 3 0 2 1 3 5 2 3 1 2 0 1 1 6 1 2 2 1 1 0 2 7 3 4 2 3 1 2 0 Average shortest path length Average number of edges along the shortest paths for all possible pairs of network nodes Can be considered as a measure of the efficiency of the network Network topology A B C D E F Strategies to service a set of locations Topology and network connectivity B or C A C B D D Geographic Barrier Network Length Fully Connected Network Minimum Network Average Path Length A Path dependent growth: electricity versus gas Random graphs Preferentially attached graph Robustness versus reliability random failures targeted attacks randomly grown vulnerable robust preferentially grown robust vulnerable Who's in control? You CA Hidalgo, B Klinger, A-L Barabasi, R Hausmann. The Product Space Conditions the Development of Nations. Science (2007) Thank you for your attention! Please post any questions you may have on our discussion forum References • • • Rodrigue, J. P., Comtois, C., & Slack, B. (2013). The geography of transport systems. Routledge. William Black (2000) “An Unpopular Essay on Transportation”, Douglas Fleming lecture, Presented at the meeting of the Association of American Geographers, Pittsburgh, Pennsylvania. CA Hidalgo, B Klinger, A-L Barabasi, R Hausmann. The Product Space Conditions the Development of Nations. Science (2007)
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