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The role of multi-fidelity modelling in adaptation and recovery of engineering systems
Date Issued
2022-08-18
Date Available
2024-05-23T12:04:31Z
Abstract
Significant research has been conducted in identifying optimal recovery and adaptation decisions in disruptive scenarios using engineering models. In this context, an aspect that has been target of limited research is that of response times. Modelling is expected to grow progressively more complex as it becomes more accurate. Such complexity increases modelling efforts, and the promise of optimal adaptation and recovery may become hindered. The present work discusses the role of modelling fidelities in adaptation and recovery of systems, and in particular that of using a lower fidelity model that enables zero-time analyses of a system. A framework is proposed for using different fidelities in adaptation and recovery, considering system’s decision time requirements. The relevance of this analysis is researched in two traffic networks and results show that multi-fidelity models should be expected to play a key role in increasing the efficiency of optimal adaptation and recovery decisions.
Type of Material
Conference Publication
Publisher
Czech Technical University in Prague
Journal
Acta Polytechnica CTU Proceedings
Volume
36
Start Page
224
End Page
230
Copyright (Published Version)
2022 the Authors
Language
English
Status of Item
Peer reviewed
Journal
Vol. 36 (2022): International Probabilistic Workshop 2022
Conference Details
The International Probabilistic Workshop 2022, Stellenbosch, South Africa, 16-17 March 2022
This item is made available under a Creative Commons License
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Name
role_multi_fidelity.pdf
Size
736.6 KB
Format
Adobe PDF
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