Two-stage nodal network interdiction under decision-dependent uncertainty
Infrastructures such as power stations, water systems, railways, highways, subway stations, and roads play an important role in ensuring that the network operates safely and effectively. In this study, we aim to develop a fortification plan to protect the nodes and links from destructive attacks. Ho...
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Published in | Annals of operations research Vol. 335; no. 2; pp. 665 - 687 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
Published |
New York
Springer US
01.04.2024
Springer Springer Nature B.V |
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Abstract | Infrastructures such as power stations, water systems, railways, highways, subway stations, and roads play an important role in ensuring that the network operates safely and effectively. In this study, we aim to develop a fortification plan to protect the nodes and links from destructive attacks. However, there is often a degree of uncertainty concerning the exact location or degree of the attack. To address this problem, we suggest a trilevel robust shortesth path problem based on the defender–attacker–defender model. In this model, the primary defender provides protection plan against attacks, while the attacker identifies weaknesses and attacks non-fortified components. Lastly, the inner defender determines the shortest path between the source and sink of the interdicted network. To solve the problem efficiently, we resort to a column-and-constraint generation algorithm. Several benchmark examples from the literature are used to demonstrate the effectiveness of our model. Despite the inherent complexity of the problem, we demonstrate that using careful analysis of worst-case attack scenarios, we can develop a successful fortification plan within a reasonable computational time. |
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AbstractList | Infrastructures such as power stations, water systems, railways, highways, subway stations, and roads play an important role in ensuring that the network operates safely and effectively. In this study, we aim to develop a fortification plan to protect the nodes and links from destructive attacks. However, there is often a degree of uncertainty concerning the exact location or degree of the attack. To address this problem, we suggest a trilevel robust shortesth path problem based on the defender-attacker-defender model. In this model, the primary defender provides protection plan against attacks, while the attacker identifies weaknesses and attacks non-fortified components. Lastly, the inner defender determines the shortest path between the source and sink of the interdicted network. To solve the problem efficiently, we resort to a column-and-constraint generation algorithm. Several benchmark examples from the literature are used to demonstrate the effectiveness of our model. Despite the inherent complexity of the problem, we demonstrate that using careful analysis of worst-case attack scenarios, we can develop a successful fortification plan within a reasonable computational time. |
Audience | Academic |
Author | Ahmadi Digehsara, Amin Fathi, Michel Mazahir, Shumail Ardestani-Jaafari, Amir |
Author_xml | – sequence: 1 givenname: Amin surname: Ahmadi Digehsara fullname: Ahmadi Digehsara, Amin organization: Faculty of Management, University of British Columbia – sequence: 2 givenname: Amir orcidid: 0000-0001-5220-6025 surname: Ardestani-Jaafari fullname: Ardestani-Jaafari, Amir email: amir.ardestani@ubc.ca organization: Faculty of Management, University of British Columbia – sequence: 3 givenname: Shumail surname: Mazahir fullname: Mazahir, Shumail organization: SKEMA Business School, Universite Côte d’Azur – sequence: 4 givenname: Michel surname: Fathi fullname: Fathi, Michel organization: G. Brint Ryan College of Business, University of North Texas |
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