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Enhancing robustness of interdependent network under recovery based on a two-layer-protection strategy
Maoguo Gong1, Yixing Wang2, Shanfeng Wang2
1Key Lab of Intelligent Perception and Image Understanding of Ministry of Education, International Research Center for Intelligent Perception and Computation, Xidian University, Xi'an, Shaanxi Province, 710071, China. gong@ieee.org.
This study introduces a two-layer protection strategy to improve the resilience of coupled networks during reconstruction. This method enhances network robustness more effectively than single-layer protection strategies.
Area of Science:
- Network science
- Complex systems
- Systems engineering
Background:
- Coupled networks are vulnerable to cascading failures, especially during reconstruction.
- Existing robustness strategies primarily focus on network integrity and single-layer node protection.
- Failures during network reconstruction remain a significant challenge for coupled systems.
Purpose of the Study:
- To propose a novel two-layer protection strategy for enhancing the robustness of coupled networks during reconstruction.
- To investigate the effectiveness of different centrality measures in identifying influential nodes for protection.
- To compare the proposed strategy against existing single-layer methods.
Main Methods:
- A two-layer protection strategy was developed, considering node influence across both layers of a coupled network.
- Five distinct centrality-based strategies were employed to select influential nodes for protection.
- The proposed strategy was evaluated through experiments on three real-world coupled network datasets.
Main Results:
- The two-layer protection strategy significantly enhances the robustness of coupled networks under reconstruction.
- This approach proves more efficient in maintaining network integrity compared to single-layer protection methods.
- Node selection based on centrality measures effectively identifies critical nodes for protection within the two-layer framework.
Conclusions:
- The proposed two-layer protection strategy offers a superior method for bolstering the resilience of coupled networks against failures during reconstruction.
- This research highlights the importance of considering multi-layer interactions for effective network protection.
- The findings provide valuable insights for designing more robust and reliable complex network systems.
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