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2026_Article_RESILINK_ML
Commit f94d3488 by Joaquín Irazábal González
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Add RESILINK surrogate optimization manuscript and update references

- Created new manuscript file for RESILINK surrogate optimization. - Added PDF version of the manuscript. - Updated LaTeX file to reference the correct journal name and include necessary figures. - Adjusted figure paths to ensure correct referencing in the document. - Modified USG.cls to correctly handle page numbering for the manuscript. - Updated bibliography path in the manuscript for proper citation.
parent e27d5af6
Showing with 74 additions and 26 deletions
Bibliography/CIMNE_docs/RESILINK_surrogate_optimization_manuscript_merged_intro.tex
......@@ -16,7 +16,7 @@
\received{Date Month Year}
\revised{Date Month Year}
\accepted{Date Month Year}
\journal{Journal}
\journal{Earthquake Engineering \& Structural Dynamics}
\volume{00}
\copyyear{2026}
\startpage{1}
......@@ -57,7 +57,7 @@
\author{Bozzo G.},
\author{Bozzo L.}, and
\author{Irazabal J.}}.
\ctitle{Adaptive FEM-validated surrogate optimization of buckling-delayed shear-link dampers for seismic damage mitigation.} \cjournal{\it Journal.} \cvol{2026;00(00):1--18}.}
\ctitle{Adaptive FEM-validated surrogate optimization of buckling-delayed shear-link dampers for seismic damage mitigation.} \cjournal{\it Earthquake Engineering \& Structural Dynamics.} \cvol{2026;00(00):1--18}.}
\maketitle
......
Manuscript/Optimal-Design-layout/RESILINK_surrogate_optimization_manuscript.blg 0 → 100644
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Manuscript/Optimal-Design-layout/RESILINK_surrogate_optimization_manuscript.tex
\documentclass[AMA,Times1COL]{WileyNJDv5} %STIX1COL,STIX2COL,STIXSMALL
\documentclass[AMA,Times1COL]{../WileyNJDv5} %STIX1COL,STIX2COL,STIXSMALL
% Own definitions
\newcommand{\tb}[1]{\textbf{#1}}
......@@ -16,7 +16,7 @@
\received{Date Month Year}
\revised{Date Month Year}
\accepted{Date Month Year}
\journal{Journal}
\journal{Earthquake Engineering \& Structural Dynamics}
\volume{00}
\copyyear{2026}
\startpage{1}
......@@ -57,7 +57,7 @@
\author{Rastellini F.},
\author{Bozzo G.}, and
\author{Bozzo L.}}.
\ctitle{Damage-aware surrogate optimization of buckling-delayed shear-link dampers with adaptive finite element validation.} \cjournal{\it Journal.} \cvol{2026;00(00):1--18}.}
\ctitle{Damage-aware surrogate optimization of buckling-delayed shear-link dampers with adaptive finite element validation.} \cjournal{\it Earthquake Engineering \& Structural Dynamics.} \cvol{2026;00(00):1--18}.}
\maketitle
......@@ -87,7 +87,7 @@ Figure \ref{fig:MethodologyFlowChart} summarizes the proposed workflow. The diff
\begin{figure}[htbp]
\centering
\includegraphics[width=0.75\textwidth]{./Figures/MethodologyFlowChart.pdf}
\includegraphics[width=0.75\textwidth]{../Figures/MethodologyFlowChart.pdf}
\caption{Flow chart of the proposed adaptive surrogate-assisted optimization framework.}
\label{fig:MethodologyFlowChart}
\end{figure}
......@@ -98,7 +98,7 @@ The BDSL dampers analysed in this work, with one representative configuration sh
\begin{figure}[htbp]
\centering
\includegraphics[width=0.25\textwidth]{./Figures/Device.png}
\includegraphics[width=0.25\textwidth]{../Figures/Device.png}
\caption{Representative BDSL damper configuration considered in the optimization.}
\label{fig:Device}
\end{figure}
......@@ -114,11 +114,11 @@ where $W$ denotes the number of windows. The width and height identifiers of the
\begin{figure}[htbp]
\centering
\includegraphics[width=0.15\textwidth]{Figures/H30_B29.png}\label{fig:H30_B29}
\includegraphics[width=0.15\textwidth]{Figures/H30_B34.png}\label{fig:H30_B34}
\includegraphics[width=0.15\textwidth]{Figures/H45_B29.png}\label{fig:H45_B29}
\includegraphics[width=0.15\textwidth]{Figures/H45_B34.png}\label{fig:H45_B34}
\includegraphics[width=0.15\textwidth]{Figures/H60_B34.png}\label{fig:H60_B34}
\includegraphics[width=0.15\textwidth]{../Figures/H30_B29.png}\label{fig:H30_B29}
\includegraphics[width=0.15\textwidth]{../Figures/H30_B34.png}\label{fig:H30_B34}
\includegraphics[width=0.15\textwidth]{../Figures/H45_B29.png}\label{fig:H45_B29}
\includegraphics[width=0.15\textwidth]{../Figures/H45_B34.png}\label{fig:H45_B34}
\includegraphics[width=0.15\textwidth]{../Figures/H60_B34.png}\label{fig:H60_B34}
\caption{BDSL families considered for optimization in the current study. From left to right: H30\_B29, H30\_B34, H45\_B29, H45\_B34 and H60\_B34.}
\label{fig:GeometryFamilies}
\end{figure}
......@@ -152,7 +152,7 @@ The imposed displacement is applied through an actuator-like connector that tran
\begin{figure}[htbp]
\centering
\includegraphics[width=0.60\textwidth]{./Figures/FEMsetup.png}
\includegraphics[width=0.60\textwidth]{../Figures/FEMsetup.png}
\caption{FEM validation model of the BDSL device: mesh discretization, main components, boundary conditions and local/global buckling control.}
\label{fig:FEMsetup}
\end{figure}
......@@ -161,7 +161,7 @@ The model was calibrated and validated against cyclic experimental tests perform
\begin{figure}[htbp]
\centering
\includegraphics[width=0.80\textwidth]{./Figures/plot_FEM_validation/FEM_validation_comparison.png}
\includegraphics[width=0.80\textwidth]{../Figures/plot_FEM_validation/FEM_validation_comparison.png}
\caption{Experimental--numerical validation of the BDSL model: hysteretic response (left) and cumulative dissipated energy (right).}
\label{fig:FEM_validation_comparison}
\end{figure}
......@@ -201,7 +201,7 @@ For every sampled configuration, a FEM simulation is performed under a displacem
\begin{figure}[htbp]
\centering
\includegraphics[width=0.50\textwidth]{./Figures/LoadPatterns/LoadPatterns.png}
\includegraphics[width=0.50\textwidth]{../Figures/LoadPatterns/LoadPatterns.png}
\caption{Displacement-controlled cyclic loading patterns adopted for the different device heights considered in the FEM campaign.}
\label{fig:LoadPatterns}
\end{figure}
......@@ -297,7 +297,7 @@ Model selection is performed in two stages. First, for each candidate algorithm,
\begin{figure}[htbp]
\centering
\includegraphics[width=1.0\textwidth]{./Figures/BayesianSearchCV.pdf}
\includegraphics[width=1.0\textwidth]{../Figures/BayesianSearchCV.pdf}
\caption{Workflow of the supervised surrogate training and selection strategy. For each output variable, the cross-validation strategy is adapted to the dataset size, Bayesian optimization is used to tune each candidate model and the final surrogate is selected according to RMSE accuracy and fold-wise RMSE dispersion.}
\label{fig:BayesianSearchCV}
\end{figure}
......@@ -375,7 +375,7 @@ The surrogate-optimized geometry is not accepted directly. Instead, once an opti
\begin{figure}[htbp]
\centering
\includegraphics[width=1.0\textwidth]{./Figures/OptimizationFlowChart.pdf}
\includegraphics[width=1.0\textwidth]{../Figures/OptimizationFlowChart.pdf}
\caption{Surrogate-assisted optimization and FEM validation retraining loop.}
\label{fig:OptimizationFlowChart}
\end{figure}
......@@ -386,7 +386,7 @@ The supervised-learning comparison shows a clear hierarchy among the candidate s
\begin{figure}[htbp]
\centering
\includegraphics[width=1.0\textwidth]{./Figures/MLSurrogatesComparison/surrogate_selection_summary_barplot.png}
\includegraphics[width=1.0\textwidth]{../Figures/MLSurrogatesComparison/surrogate_selection_summary_barplot.png}
\caption{Summary of the supervised surrogate selection over all geometry families, adaptive iterations and target outputs. The training time corresponds to the median time required for one Bayesian hyperparameter search for a single output variable and, for visualization purposes, is in logarithmic scale.}
\label{fig:surrogate_selection_summary_barplot}
\end{figure}
......@@ -457,7 +457,7 @@ Figure~\ref{fig:optimized_window_thickness_evolution} shows the evolution of the
\begin{figure}[htbp]
\centering
\includegraphics[width=1.0\textwidth]{./Figures/OptimizedWindowThicknessEvolution/optimized_window_thickness_evolution.png}
\includegraphics[width=1.0\textwidth]{../Figures/OptimizedWindowThicknessEvolution/optimized_window_thickness_evolution.png}
\caption{Evolution of the optimized window thicknesses during the adaptive optimization process.}
\label{fig:optimized_window_thickness_evolution}
\end{figure}
......@@ -470,7 +470,7 @@ This behaviour is illustrated in Figure~\ref{fig:rbf_surface_evolution}, which s
\begin{figure}[htbp]
\centering
\includegraphics[width=1.0\textwidth]{./Figures/RBFOptimizationSurfaceEvolution/rbf_surface_evolution.png}
\includegraphics[width=1.0\textwidth]{../Figures/RBFOptimizationSurfaceEvolution/rbf_surface_evolution.png}
\caption{Evolution of the RBF objective surface during the adaptive optimization process for the two-window families. Left: H30\_B29. Right: H30\_B34.}
\label{fig:rbf_surface_evolution}
\end{figure}
......@@ -508,7 +508,7 @@ None reported.
The authors declare no potential conflict of interests.
\bibliography{wileyNJD-AMA}
\bibliography{../wileyNJD-AMA}
\bmsection*{Supporting information}
......
Manuscript/Optimal-Design-layout/USG.cls
......@@ -661,11 +661,12 @@
\newcounter{spagecounter}
\newcounter{lpagecounter}
%%\AtBeginDocument{\setcounter{spagecounter}{\c@page}}
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\addtocounter{lpagecounter}{-1}%
\immediate\write\@xmlpage{\string\FirstPg{\thespagecounter}\string\LastPg{\thelpagecounter}}%
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\immediate\write\@auxout{\string\FirstPg{\thespagecounter}\string\LastPg{\thelpagecounter}}%
\addtocounter{lpagecounter}{1}%
\immediate\closeout\@xmlpage%
}%
......
Manuscript/RESILINK_surrogate_optimization_manuscript.tex
......@@ -16,7 +16,7 @@
\received{Date Month Year}
\revised{Date Month Year}
\accepted{Date Month Year}
\journal{Journal}
\journal{Earthquake Engineering \& Structural Dynamics}
\volume{00}
\copyyear{2026}
\startpage{1}
......@@ -57,7 +57,7 @@
\author{Rastellini F.},
\author{Bozzo G.}, and
\author{Bozzo L.}}.
\ctitle{Damage-aware surrogate optimization of buckling-delayed shear-link dampers with adaptive finite element validation.} \cjournal{\it Journal.} \cvol{2026;00(00):1--18}.}
\ctitle{Damage-aware surrogate optimization of buckling-delayed shear-link dampers with adaptive finite element validation.} \cjournal{\it Earthquake Engineering \& Structural Dynamics.} \cvol{2026;00(00):1--18}.}
\maketitle
......
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