Do all roads lead to Rome? A comparison of knowledge-based, data-driven, and physics-based surrogate models for performance-based early design

•The relative capabilities knowledge-based, machine learning-based, and mechanistic surrogate models are compared to estimate the life-cycle seismic loss of concrete frame buildings based on their geometry and design parameters.•Two scenarios of incomplete (early design) and complete (design develop...

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Bibliographic Details

Published in:	Engineering structures Vol. 286; p. 116098
Main Authors:	Zaker Esteghamati, Mohsen, Flint, Madeleine M.
Format:	Journal Article
Language:	English
Published:	Elsevier Ltd 01.07.2023
Subjects:	Data-driven models Early design Knowledge-based models Performance-based earthquake engineering Physics-based models Surrogate modeling Early design Performance-based earthquake engineering Physics-based models Data-driven models Surrogate modeling Knowledge-based models
ISSN:	0141-0296, 1873-7323
Online Access:	Get full text
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