Evolving Robust Networks Using Evolutionary Algorithms
Evolving Robust Networks Using Evolutionary Algorithms
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DOI:
10.1007/978-3-319-60000-0_6
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发表时间:
2018-09
期刊:
影响因子:
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通讯作者:
J. Liu;H. Abbass;K. Tan
中科院分区:
文献类型:
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作者:
J. Liu;H. Abbass;K. Tan
One extremely important aspect of networks is their capability to withstand failures and fluctuations in functionality of their nodes and links, namely their robustness. In reality, failures may occur in many different ways and to a different degree, depending on the complexity of the system under examination. Thus, the robustness of networks is of great importance in guaranteeing the security of network systems. In this chapter, we first introduce existing work on network robustness analysis and widely used network robustness measures, and then introduce optimization algorithms designed to improve network robustness, where both single-objective and multi-objective EAs are introduced.