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References from Meta databases of steel frame buildings for surrogate modelling and machine learning-based feature importance analysis. Local targets link to admitted publications; unresolved targets remain external evidence.
Performance-based design in earthquake engineering: state of development
10.1016/s0141-0296(01)00036-0 · 2001 · External reference
An overview of PEER's performance-based earthquake engineering methodology
2003 · External reference
Performance-based seismic engineering: the need for a reliable conceptual comprehensive approach
10.1002/eqe.146 · 2002 · External reference
A simplified performance based approach for the evaluation of seismic performances of steel frames
10.1016/j.engstruct.2020.111222 · 2020 · External reference
Estimation of maximum roof displacement demands in regular multistorey buildings
2010 · External reference
Quantification of building seismic performance factors
2009 · External reference
Seismic performance assessment of buildings volume 1 - methodology
2012 · External reference
Seismic performance assessment of buildings volume 2 - implementation guide
2012 · External reference
Surrogate modelling of structural seismic response using probabilistic learning on manifolds
10.1002/eqe.3839 · 2023 · External reference
Computing seismic fragility curves using polynomial chaos expansions
2013 · External reference
Kriging metamodelling in seismic risk assessment based on stochastic ground motion models
10.1002/eqe.2586 · 2015 · External reference
Multi-objective risk-informed design of floor isolation systems
10.1002/eqe.2708 · 2016 · External reference
Investigation of multivariate seismic surrogate demand modelling for multi-response structural systems
10.1016/j.engstruct.2020.110210 · 2020 · External reference
Surrogate SDOF models for probabilistic performance assessment of multistorey buildings: methodology and application for steel special moment frames
10.1016/j.engstruct.2020.110276 · 2020 · External reference
Surrogate modelling for structural response prediction of a building class
10.1016/j.strusafe.2020.102041 · 2021 · External reference
Comparison between two surrogate models for embankment earthquake-liquefaction-induced settlements prediction
2019 · External reference
Frequency-based Data-driven Surrogate Model for Efficient Prediction of Irregular Structure's Seismic Responses
10.1080/13632469.2021.1961940 · 2022 · External reference
Surrogate models for earthquake-induced damage detection and localization in historic structures using long-term dynamic monitoring data: application to a masonry dome
2019 · External reference
Multiple-surrogate models for probabilistic performance assessment of wind-excited tall buildings under uncertainties
2020 · External reference
Data-driven risk-based assessment of wind-excited tall buildings
2019 · External reference
Surrogate models for high performance control systems in wind-excited tall buildings
10.1016/j.asoc.2020.106133 · 2020 · External reference
Computationally efficient framework for probabilistic collapse analysis of structures under extreme actions
10.1016/j.engstruct.2018.06.022 · 2018 · External reference
Selection and modification of ground motion records using a weighted scaling method based on the Newmark-Hall target spectrum
10.1016/j.istruc.2022.08.088 · 2022 · External reference
Hybrid AI-Bayesian-based demand models and fragility estimates for tall buildings against multi-hazard of earthquakes and winds
10.1016/j.tws.2023.110749 · 2023 · External reference
Kriging metamodels for the dynamic response of high-rise buildings with outrigger systems and fragility estimates for seismic and wind loads
10.1016/j.rcns.2022.04.003 · 2022 · External reference
Developing data-driven surrogate models for holistic performance-based assessment of mid-rise RC frame buildings at early design
10.1016/j.engstruct.2021.112971 · 2021 · External reference
Advances in surrogate based modelling, feasibility analysis, and optimization: a review
10.1016/j.compchemeng.2017.09.017 · 2018 · External reference
Unresolved reference
2011 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2000 · External reference
Unresolved reference
2000 · External reference
How do people cope with natural disasters? Evidence from the great Hanshin-Awaji (Kobe) earthquake in 1995
10.1111/j.1538-4616.2008.00122.x · 2008 · External reference
Business interruption losses from natural hazards: conceptual and methodological issues in the case of the Northridge earthquake
2002 · External reference
Seismic-resistant steel moment connections: developments since the 1994 Northridge earthquake
10.1002/pse.2260010112 · 1997 · External reference
Development of more accurate cyclic hysteretic models to represent RBS connections
10.1016/j.engstruct.2021.112899 · 2021 · External reference
Survey on the Role of Beam-Column Connections in the Progressive Collapse Resistance of Steel Frame Buildings
1696 · External reference
Unresolved reference
External reference
Seismic drift demand estimation for steel moment frame buildings: from mechanics-based to data-driven models
10.1061/(asce)st.1943-541x.0003004 · 2021 · External reference
Unresolved reference
2016 · External reference
Seismic design of steel special moment frames
2009 · External reference
Quantification of building seismic performance factors, US Department of Homeland Security
2009 · External reference
Unresolved reference
External reference
Unresolved reference
External reference
Open system for earthquake engineering Simulation
2006 · External reference
Hysteretic models that incorporate strength and stiffness Deterioration
10.1002/eqe.495 · 2005 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2008 · External reference
Deterioration modelling of steel components in support of collapse prediction of steel moment frames under earthquake loading
10.1061/(asce)st.1943-541x.0000376 · 2011 · External reference
A database in support of modelling of component deterioration for collapse prediction of steel frame structures
2007 · External reference
Unresolved reference
1998 · External reference
Practical moment–rotation relations of steel shear tab Connections
10.1016/j.jcsr.2013.05.018 · 2013 · External reference
Reliability analysis of steel SMRF and SCBF structures considering the vertical component of near-fault ground motions
10.1061/(asce)st.1943-541x.0002330 · 2019 · External reference
Unresolved reference
1980 · External reference
Unresolved reference
2018 · External reference
Probabilistic pushover analysis of structural and soil–structure systems
10.1061/(asce)st.1943-541x.0000231 · 2010 · External reference
Sensitivity analysis of steel buildings subjected to column loss
10.1016/j.engstruct.2010.10.025 · 2011 · External reference
Machine-Learning-based uncertainty and sensitivity analysis of reinforced-concrete slabs subjected to fire
10.1016/j.istruc.2023.04.030 · 2023 · External reference
Sensitivity analysis of the design portal frames of steel industrial buildings
10.1051/matecconf/201819304025 · 2018 · External reference
Fuzzy Sensitivity Analysis of Structural Performance
10.3390/su141911974 · 2022 · External reference
Fragility and sensitivity analysis of steel frames with bolted-angle connections under progressive collapse
10.1016/j.engstruct.2020.111508 · 2021 · External reference
An ensemble approach to improve BPNN model precision for predicting compressive strength of high-performance concrete
10.1016/j.istruc.2022.09.046 · 2022 · External reference
Explainable machine learning on New Zealand strong motion for PGV and PGA
10.1016/j.istruc.2021.10.085 · 2021 · External reference
An extreme gradient boosting approach to estimate the shear strength of FRP reinforced concrete beams
10.1016/j.istruc.2022.09.112 · 2022 · External reference
Implementation of boosting algorithms for prediction of punching shear strength of RC column footings
10.1016/j.istruc.2022.10.085 · 2022 · External reference
The impact of feature importance methods on the interpretation of defect classifiers
10.1109/tse.2021.3056941 · 2021 · External reference
Comparison of feature importance measures as explanations for classification models
2021 · External reference
Understanding global feature contributions with additive importance measures
2020 · External reference
A unified approach to interpreting model predictions
2017 · External reference
Unrestricted permutation forces extrapolation: variable importance requires at least one more model, or there is no free variable importance
10.1007/s11222-021-10057-z · 2021 · External reference
Random forests
10.1023/a:1010933404324 · 2001 · External reference
Variable importance assessment in regression: linear regression versus random forest
10.1198/tast.2009.08199 · 2009 · External reference
Prediction of compressive strength of geopolymer concrete using a hybrid ensemble of grey wolf optimised machine learning estimators
2023 · External reference
Failure mode and effects analysis of RC members based on machine-learning-based SHapley Additive exPlanations (SHAP) approach
10.1016/j.engstruct.2020.110927 · 2020 · External reference
A unified approach to interpreting model predictions
2017 · External reference
Nearest neighbour pattern classification
10.1109/tit.1967.1053964 · 1967 · External reference
