TY - CHAP
T1 - Resilient Community Clustering
T2 - A Graph Theoretical Approach
AU - Minami, Kazuhiro
AU - Tanjo, Tomoya
AU - Arizumi, Nana
AU - Maruyama, Hiroshi
AU - Murakami, Daisuke
AU - Yamagata, Yoshiki
N1 - Publisher Copyright:
© 2016, Springer International Publishing Switzerland.
PY - 2016
Y1 - 2016
N2 - Many complex systems can be modeled as a graph consisting of nodes and connecting edges. Such a graph-based model is useful to study the resilience of decentralized systems that handle a system failure by isolating a subsystem with failed components. In this chapter, we study a graph clustering problem for electrical grids where a given grid is partitioned into multiple microgrids that are self-contained in terms of electricity balance. Our goal is to find an optimal partition that minimizes the cost of constructing a set of self-sufficient microgrids. To obtain a better solution accommodating smaller microgrids, we develop an efficient verification algorithm that determines whether microgrids can balance their electricity surplus through electricity exchange among them. Our experimental results with a dataset about Yokohama city in Japan show that our proposed method can effectively reduce the construction cost of decentralized microgrids.
AB - Many complex systems can be modeled as a graph consisting of nodes and connecting edges. Such a graph-based model is useful to study the resilience of decentralized systems that handle a system failure by isolating a subsystem with failed components. In this chapter, we study a graph clustering problem for electrical grids where a given grid is partitioned into multiple microgrids that are self-contained in terms of electricity balance. Our goal is to find an optimal partition that minimizes the cost of constructing a set of self-sufficient microgrids. To obtain a better solution accommodating smaller microgrids, we develop an efficient verification algorithm that determines whether microgrids can balance their electricity surplus through electricity exchange among them. Our experimental results with a dataset about Yokohama city in Japan show that our proposed method can effectively reduce the construction cost of decentralized microgrids.
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U2 - 10.1007/978-3-319-39812-9_7
DO - 10.1007/978-3-319-39812-9_7
M3 - Chapter
AN - SCOPUS:85025649129
T3 - Advanced Sciences and Technologies for Security Applications
SP - 115
EP - 133
BT - Advanced Sciences and Technologies for Security Applications
PB - Springer
ER -