# Control of cascading failures using protective measures

**Authors:** Davood Fazli, Mozhgan Khanjanianpak, Nahid Azimi-Tafreshi

PMC · DOI: 10.1038/s41598-024-65379-5 · Scientific Reports · 2024-06-23

## TL;DR

This paper studies how protective measures can prevent large-scale failures in networks by analyzing the interaction between risk perception and protection decisions.

## Contribution

The study introduces a coevolutionary model combining cascade dynamics and decision-making based on perceived risk.

## Key findings

- Global cascades can be stopped within certain ranges of protection efficiency and failure cost.
- A bistable region exists where cascade size and protection prevalence fluctuate.
- Savings or repair capabilities can prevent cascades from occurring.

## Abstract

Cascading failures, triggered by a local perturbation, can be catastrophic and cause irreparable damages in a wide area. Hence, blocking the devastating cascades is an important issue in real world networks. One of the ways to control the cascade is to use protective me‌asures, so that the agents decide to be protected against failure. Here, we consider a coevolution of the linear threshold mo‌del for the spread of cascading failures and a decision-making game based on the perceived risk of failure. Protected agents are less vulnerable to failure and in return the size of the cascade affects the agent’s decision to get insured. We find at what range of protection efficiency and cost of failure, the global cascades stop. Also we observe that in some range of protection efficiency, a bistable region emerges for the size of cascade and the prevalence of protected agents. Moreover, we show how savings or the ability of agents to repair can prevent cascades from occurring.

## Full-text entities

- **Genes:** EREG (epiregulin) [NCBI Gene 2069] {aka EPR, ER, Ep}
- **Chemicals:** P (MESH:D010758)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** S2 — Drosophila melanogaster (Fruit fly), Spontaneously immortalized cell line (CVCL_Z232)

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC11194283/full.md

## References

40 references — full list in the complete paper: https://tomesphere.com/paper/PMC11194283/full.md

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Source: https://tomesphere.com/paper/PMC11194283