Robustness Optimization of Aviation Networks Based on Key Node Attack Strategy

In order to accurately identify key nodes of aviation network and optimize the network robustness, complex network theory is used to analyze the structural characteristics of aviation networks. Firstly, select reasonable key node evaluation strategies, and then analyze the robustness of aviation network under the key node attack strategies. Finally, a memetic algorithm based on link swap operation is proposed to optimize the network structure. Taking a real aviation network as an example, the research results show that this network has the power-law distribution feature, making it vulnerable to degree-based malicious attack. On this basis, the designed memetic algorithm can effectively improve the robustness of the aviation network against degree-based malicious attack.

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Publication Details

Published
2025-05-17
DOI
https://doi.org/10.1109/yac66630.2025.11149760
Primary Topic
Architecture and Computational Design
Type
article
Field-Weighted Citation Impact
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article

Robustness Optimization of Aviation Networks Based on Key Node Attack Strategy

Architecture and Computational Design
article

Robustness Optimization of Aviation Networks Based on Key Node Attack Strategy

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Abstract

In order to accurately identify key nodes of aviation network and optimize the network robustness, complex network theory is used to analyze the structural characteristics of aviation networks. Firstly, select reasonable key node evaluation strategies, and then analyze the robustness of aviation network under the key node attack strategies. Finally, a memetic algorithm based on link swap operation is proposed to optimize the network structure. Taking a real aviation network as an example, the research results show that this network has the power-law distribution feature, making it vulnerable to degree-based malicious attack. On this basis, the designed memetic algorithm can effectively improve the robustness of the aviation network against degree-based malicious attack.

Northwestern Polytechnical University (CN), Xi'an Aeronautical University (CN), China XD Group (China) (CN)
Openalex Percentile: Top 39%
Architecture and Computational Design
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