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复杂网络牵制控制优化选点算法及节点组重要性排序

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成果类型:
期刊论文
论文标题(英文):
Node-set importance and optimization algorithm of nodes selection in complex networks based on pinning control
作者:
Liu Hui;Wang Bing-Jun;Lu Jun-An*;Li Zeng-Yang
通讯作者:
Lu Jun-An
作者机构:
[Liu Hui; Wang Bing-Jun] Huazhong Univ Sci & Technol, Sch Artificial Intelligence & Automat, Wuhan 430074, Peoples R China.
[Lu Jun-An] Wuhan Univ, Sch Math & Stat, Wuhan 430072, Peoples R China.
[Li Zeng-Yang] Cent China Normal Univ, Sch Comp Sci, Wuhan 430079, Peoples R China.
通讯机构:
[Lu Jun-An] W
Wuhan Univ, Sch Math & Stat, Wuhan 430072, Peoples R China.
语种:
中文
关键词:
复杂动态网络;牵制控制;优化选点算法;节点组重要性
关键词(英文):
complex dynamical networks;pinning control;optimization algorithm;node-set importance
期刊:
物理学报
ISSN:
1000-3290
年:
2021
卷:
70
期:
5
页码:
278-288
基金类别:
National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [61773175, 61702377, 61773294]
机构署名:
本校为其他机构
院系归属:
计算机学院
摘要:
本文研究复杂网络动力学模型的无向网络牵制控制的优化选点及节点组重要性排序问题.根据牵制控制的同步准则,网络的牵制控制同步取决于网络的Laplacian删后矩阵的最小特征值.因此,通过合理选择受控节点集得到一个较大的Laplacian删后矩阵最小特征值,是牵制控制优化选点问题的核心所在.基于Laplacian删后矩阵最小特征值的图谱性质,本文提出了多个受控节点选取的递归迭代算法,该算法适用于任意类型的网络.通过BA无标度网络、NW小世界网络及一些实际网络中的仿真实验表明:该算法在控制节点数较少时,能有效找到最优受控节点集.最后讨论了在复杂网络牵制控制背景下节点组重要性排序问题,提出节点组的...
摘要(英文):
Controlling a complex network to achieve a certain desired objective is an important task for various interacting systems. In many practical situations, it is expensive and unrealistic to control all nodes especially in a large-scale complex network. In order to reduce control cost, one turns to control a small part of nodes in the network, which is called pinning control. This research direction has been widely concerned and much representative progress has been achieved so far. However, to achieve an optimal performance, two key questions about the node-selection scheme remain open. One is h...

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