Abstract
We suggest interaction-CASCADE as a combined model by extending the CASCADE as a probabilistic high-level model to consider the underlying components’ failure interaction graph, which could be derived using detailed models. In interaction-CASCADE, the total incurred overload after each component failure is the same as the CASCADE; however, the overload transfers to the out neighbors of the failed component given by the interaction graph. We first assume that the component’s initial loads are independent of their out- and in-degrees in the interaction graph and show that even though the process’s dynamics depend on the interaction graphs’ structure, the critical load beyond which the probability of total failure is significant does not change. We then discuss that assigning the lighter loads to components with higher in-degrees can shift the minimum critical load to higher values. Simulation results for random Erdős-Rényi and power-law degree distributed are provided and discussed.
Original language | English |
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Title of host publication | Complex Networks and Their Applications XII |
Subtitle of host publication | Proceedings of The 12th International Conference on Complex Networks and their ApplicationsCOMPLEX NETWORKS 2023 |
Editors | Hocine Cherifi, Luis M. Rocha, Chantal Cherifi, Murat Donduran |
Publisher | Springer Science and Business Media Deutschland GmbH |
Pages | 219-230 |
Number of pages | 12 |
Edition | 1 |
ISBN (Electronic) | 978-3-031-53503-1 |
ISBN (Print) | 978-3-031-53505-5, 978-3-031-53502-4 |
DOIs | |
Publication status | E-pub ahead of print - 29 Feb 2024 |
Externally published | Yes |
Event | 12th International Conference on Complex Networks and their Applications, COMPLEX NETWORKS 2023 - Menton, France Duration: 28 Nov 2023 → 30 Nov 2023 |
Publication series
Name | Studies in Computational Intelligence |
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Volume | 1144 SCI |
ISSN (Print) | 1860-949X |
ISSN (Electronic) | 1860-9503 |
Conference
Conference | 12th International Conference on Complex Networks and their Applications, COMPLEX NETWORKS 2023 |
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Country/Territory | France |
City | Menton |
Period | 28/11/23 → 30/11/23 |
Bibliographical note
Publisher Copyright:© The Author(s), under exclusive license to Springer Nature Switzerland AG 2024.
Keywords
- failure cascading
- interaction graph
- power network
ASJC Scopus subject areas
- Artificial Intelligence