Developing data-driven surrogate models for holistic performance-based assessment of mid-rise RC frame buildings at early design

MZ Esteghamati, MM Flint - Engineering Structures, 2021 - Elsevier
This paper presents a framework to develop generalizable surrogate models to predict
seismic vulnerability and environmental impacts of a class of buildings at a particular …

Surrogate modeling of structural seismic response using probabilistic learning on manifolds

K Zhong, JG Navarro, S Govindjee… - … & Structural Dynamics, 2023 - Wiley Online Library
Nonlinear response history analysis (NLRHA) is generally considered to be a reliable and
robust method to assess the seismic performance of buildings under strong ground motions …

Kriging metamodeling for seismic response distribution estimation

AP Kyprioti, AA Taflanidis - Earthquake Engineering & …, 2021 - Wiley Online Library
This paper revisits the implementation of surrogate modeling (metamodeling) techniques
within seismic risk assessment, for applications that the seismic hazard is described through …

[PDF][PDF] PELICUN–A computational framework for estimating damage, loss and community resilience

A Zsarnóczay, GG Deierlein - Proceedings, 17th World …, 2020 - researchgate.net
Over the past few decades, there have been tremendous advancements in high-resolution
performance-based earthquake engineering of individual facilities and in seismic risk …

Accelerating uncertainty quantification in incremental dynamic analysis using dimension reduction-based surrogate modeling

DG Giovanis, A Taflanidis, MD Shields - Bulletin of Earthquake …, 2024 - Springer
We propose a surrogate modeling framework based on dimension reduction to facilitate the
quantification of seismic risk of structural systems in performance-based earthquake …

Addressing the different sources of excitation variability in seismic response distribution estimation using kriging metamodeling

AP Kyprioti, AA Taflanidis - Earthquake Engineering & …, 2022 - Wiley Online Library
This paper investigates the impact of the different sources of excitation variability within the
stochastic kriging framework recently developed by the authors for the estimation of the …

Evaluating the functional recovery performance of modern residential tall reinforced concrete shear wall buildings in Metro Vancouver

P Taghvaei - 2022 - open.library.ubc.ca
Abstract Modern tall residential Reinforced Concrete Shear Wall (RCSW) buildings in Metro
Vancouver are exposed to a considerable hazard due to the proximity of various seismic …

A data-driven framework to support resilient and sustainable early design

M Zaker Esteghamati - 2021 - vtechworks.lib.vt.edu
Early design is the most critical stage to improve the resiliency and sustainability of
buildings. An unaided early design follows the designer's accustomed domain of knowledge …

[图书][B] Natural Hazard Risk Assessment: Promoting Computational Efficiency Through Advances in Surrogate Modeling

AP Kyprioti - 2022 - search.proquest.com
Increased urbanization, mass migration towards cities, and climate change have drastically
increased the vulnerability of our communities to natural hazards, creating increased …