Mathematical modeling of interdependent infrastructure: An object-oriented approach for generalized network-system analysis. (January 2022)
- Record Type:
- Journal Article
- Title:
- Mathematical modeling of interdependent infrastructure: An object-oriented approach for generalized network-system analysis. (January 2022)
- Main Title:
- Mathematical modeling of interdependent infrastructure: An object-oriented approach for generalized network-system analysis
- Authors:
- Sharma, Neetesh
Gardoni, Paolo - Abstract:
- Abstract: Risk and resilience analysis research has favored simpler models such as topological connectivity and maximum flow algorithm to model infrastructure performance. However, modeling of dependencies and interdependencies requires high-fidelity flow analyses. Developing a rigorous mathematical formulation to model interdependent infrastructure encounters three sets of challenges: (1) Identifying and understanding the different types of interactions within and across the infrastructure, (2) Modeling the time-varying performance of each infrastructure accurately, and (3) Modeling the interdependencies among infrastructure. This paper presents a mathematical formulation that models infrastructure as a set of generalized flow network objects. The proposed formulation then models infrastructure interdependencies using dynamic interfaces among the network objects, enabling infrastructure-specific multi-fidelity analyses. This formulation is the first in the literature that can model bilateral and looped interdependencies. The paper also presents guidelines for selecting boundaries and resolutions and introduces novel aggregated performance measures that address the disparity in the performance of spatially distributed infrastructure. Finally, the paper illustrates the proposed formulation using two examples. First, a simple example conceptually illustrates the formulation's details. Second, a real-world example models the performance of interdependent infrastructure forAbstract: Risk and resilience analysis research has favored simpler models such as topological connectivity and maximum flow algorithm to model infrastructure performance. However, modeling of dependencies and interdependencies requires high-fidelity flow analyses. Developing a rigorous mathematical formulation to model interdependent infrastructure encounters three sets of challenges: (1) Identifying and understanding the different types of interactions within and across the infrastructure, (2) Modeling the time-varying performance of each infrastructure accurately, and (3) Modeling the interdependencies among infrastructure. This paper presents a mathematical formulation that models infrastructure as a set of generalized flow network objects. The proposed formulation then models infrastructure interdependencies using dynamic interfaces among the network objects, enabling infrastructure-specific multi-fidelity analyses. This formulation is the first in the literature that can model bilateral and looped interdependencies. The paper also presents guidelines for selecting boundaries and resolutions and introduces novel aggregated performance measures that address the disparity in the performance of spatially distributed infrastructure. Finally, the paper illustrates the proposed formulation using two examples. First, a simple example conceptually illustrates the formulation's details. Second, a real-world example models the performance of interdependent infrastructure for Shelby County, Tennessee, in a post-earthquake scenario to illustrate scalability. Highlights: Infrastructure are represented using interdependent generalized flow networks. Boundaries and resolutions are hyperparameters for infrastructure modeling. Bilateral and looped interdependencies are modeled using interface functions. Quantile treatment effects are used for aggregating network performances. Conceptual and scalability illustrations are made using benchmark examples. … (more)
- Is Part Of:
- Reliability engineering & system safety. Volume 217(2022)
- Journal:
- Reliability engineering & system safety
- Issue:
- Volume 217(2022)
- Issue Display:
- Volume 217, Issue 2022 (2022)
- Year:
- 2022
- Volume:
- 217
- Issue:
- 2022
- Issue Sort Value:
- 2022-0217-2022-0000
- Page Start:
- Page End:
- Publication Date:
- 2022-01
- Subjects:
- Interdependencies -- Flow analysis -- Networks -- Risk -- Resilience analysis -- Infrastructure
Reliability (Engineering) -- Periodicals
System safety -- Periodicals
Industrial safety -- Periodicals
Fiabilité -- Périodiques
Sécurité des systèmes -- Périodiques
Sécurité du travail -- Périodiques
620.00452 - Journal URLs:
- http://www.sciencedirect.com/science/journal/09518320 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.ress.2021.108042 ↗
- Languages:
- English
- ISSNs:
- 0951-8320
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 7356.422700
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 19847.xml