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Cascading failures in coupled map lattices
1Department of Automation, Shanghai Jiao Tong University, Shanghai 200030, China. sfwang@sjtu.edu.cn
Physical Review. E, Statistical, Nonlinear, and Soft Matter Physics
|December 17, 2004
Summary
Cascading failures in complex networks are more likely in small-world and scale-free coupled map lattices compared to globally coupled ones. This highlights the impact of network topology on system stability and failure propagation.
Area of Science:
- Complex systems science
- Network science
- Statistical physics
Background:
- Large cascades triggered by initial shocks are prevalent in complex networks.
- Coupled map lattices (CMLs) serve as established dynamical models for complex systems.
- Understanding failure dynamics is crucial for network resilience.
Purpose of the Study:
- To investigate the occurrence and characteristics of cascading failures in coupled map lattices with varying network topologies.
- To compare the susceptibility to cascading failures across different CML network structures.
Main Methods:
- Simulations of coupled map lattices with distinct network topologies: global, small-world, and scale-free.
- Analysis of failure initiation and propagation dynamics under external perturbations.
Main Results:
- Cascading failures are significantly more probable in small-world and scale-free coupled map lattices.
- Network topology critically influences the ease with which large cascades are triggered and sustained.
- Globally coupled lattices exhibit greater resistance to cascading failures compared to small-world and scale-free networks.
Conclusions:
- The topology of complex networks, specifically small-world and scale-free structures, substantially increases the likelihood of cascading failures.
- Findings underscore the importance of network architecture in determining system robustness and vulnerability.
- Results provide insights into the mechanisms of failure propagation in interconnected systems.