Prediction of nonlinear dynamic responses and generation of seismic fragility curves for steel moment frames using boosting machine learning techniques

•Four boosting machine learning (ML) models were developed to predict the seismic responses of steel moment frames.•The maximum global and interstory drift ratios, base shear coefficient, and maximum floor acceleration were predicted.•1,848 steel moment frames were analyzed under 50 earthquake recor...

Ausführliche Beschreibung

Bibliographische Detailangaben

Veröffentlicht in:	Computers & structures Jg. 305; S. 107580
Hauptverfasser:	Zareian, Farzaneh, Banazadeh, Mehdi, Zareian, Mohammad Sajjad
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	Elsevier Ltd 01.12.2024
Schlagworte:	Boosting algorithms Fragility curves Machine learning Nonlinear dynamic responses Steel moment frames Nonlinear dynamic responses Fragility curves Steel moment frames Machine learning Boosting algorithms
ISSN:	0045-7949
Online-Zugang:	Volltext
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!