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Optimal Allocation of Node Capacity in Cascade-Robustness Networks
Zhen Chen1, Jun Zhang1, Wen-Bo Du2
1School of Electronic and Information Engineering, Beihang University, Beijing 100191, People's Republic of China; Beijing Key Laboratory for Network-based Cooperative Air Traffic Management, Beijing 100191, People's Republic of China.
Optimizing resource allocation in complex networks enhances infrastructure robustness. Shifting capacity from heavily loaded nodes improves network resilience and economy, reducing vulnerability to cascading failures.
Area of Science:
- Network science
- Infrastructure systems engineering
- Optimization theory
Background:
- Critical infrastructures are complex networks vital for society.
- Infrastructure robustness is crucial for reliable service delivery.
- Traditional resource allocation methods based on topology are inadequate.
Purpose of the Study:
- To develop a framework for optimal node capacity allocation in complex networks.
- To minimize vulnerability to cascading failures while managing costs.
- To enhance the robustness and economy of large-scale infrastructures.
Main Methods:
- Formulated a nonlinear, multi-objective optimization model.
- Employed a particle swarm optimization (PSO) algorithm to solve the model.
- Evaluated network performance under various capacity allocation strategies.
Main Results:
- Reduced vulnerability to cascading failures through optimized capacity allocation.
- Achieved a more economical network by reallocating capacity from heavily loaded nodes.
- Demonstrated improved network performance and resilience against noise.
Conclusions:
- Optimized node capacity allocation is key to robust and economical infrastructure design.
- The proposed framework and PSO method effectively enhance network resilience.
- Findings offer practical guidance for designing more dependable and cost-effective networks.
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