Add TempBayesian figures and update figure references in manuscript

- Added new figures: TempBayesian.png and TempBayesian.svg to the Figures directory. - Updated references in the manuscript to use PDF versions of figures for better quality: - MethodologyFlowChart.png to MethodologyFlowChart.pdf - BayesianSearchCV.png to BayesianSearchCV.pdf
parent f9da7d1a
This source diff could not be displayed because it is too large. You can view the blob instead.
This source diff could not be displayed because it is too large. You can view the blob instead.
This source diff could not be displayed because it is too large. You can view the blob instead.
This source diff could not be displayed because it is too large. You can view the blob instead.
This source diff could not be displayed because it is too large. You can view the blob instead.
<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<!-- Created with Inkscape (http://www.inkscape.org/) -->
<svg
width="157.66139mm"
height="179.298mm"
viewBox="0 0 157.66139 179.298"
version="1.1"
id="svg1"
xml:space="preserve"
inkscape:export-filename="TempBayesian.png"
inkscape:export-xdpi="96"
inkscape:export-ydpi="96"
inkscape:version="1.4.2 (f4327f4, 2025-05-13)"
sodipodi:docname="TempBayesian.svg"
xmlns:inkscape="http://www.inkscape.org/namespaces/inkscape"
xmlns:sodipodi="http://sodipodi.sourceforge.net/DTD/sodipodi-0.dtd"
xmlns="http://www.w3.org/2000/svg"
xmlns:svg="http://www.w3.org/2000/svg"><sodipodi:namedview
id="namedview1"
pagecolor="#ffffff"
bordercolor="#000000"
borderopacity="0.25"
inkscape:showpageshadow="2"
inkscape:pageopacity="0.0"
inkscape:pagecheckerboard="0"
inkscape:deskcolor="#d1d1d1"
inkscape:document-units="mm"
inkscape:zoom="0.68862935"
inkscape:cx="117.62496"
inkscape:cy="442.18272"
inkscape:window-width="1920"
inkscape:window-height="991"
inkscape:window-x="-9"
inkscape:window-y="-9"
inkscape:window-maximized="1"
inkscape:current-layer="layer1" /><defs
id="defs1"><rect
x="-181.7493"
y="824.54626"
width="61.609932"
height="30.804966"
id="rect4" /></defs><g
inkscape:label="Capa 1"
inkscape:groupmode="layer"
id="layer1"
transform="translate(-25.197062,-62.597448)"><path
style="fill:none;stroke:#7b7b7b;stroke-width:1;stroke-dasharray:none;stroke-opacity:1"
d="M 38.22491,69.337025 V 221.87129 h 144.63355"
id="path1"
sodipodi:nodetypes="ccc" /><path
style="fill:none;stroke:#0d00a7;stroke-width:1;stroke-dasharray:none;stroke-opacity:1"
d="m 52,71.464423 3,41.111257 3,-49.948255 3,80.301425 3,-64.932732 3,34.195342 3,-29.968952 3,59.937902 3,-52.253555 3,29.968955 3,33.04269 3,-17.28978 3,54.94307 3,-48.41138 3,53.02199 3,-54.17464 3,58.40103 3,-64.54851 3,70.69599 3,-31.50582 3,21.51617 3,4.03428 3,-0.96054 3,-14.68763 3,15.45606 3,-8.58384 3,-2.09381 3,-1.22614 3,7.71414 3,-6.6558 3,7.18497 3,-8.96806 3,13.39698 3,-7.68435 3,7.30013 3,-0.80518 3,1.95783 3,-2.53763 3,-0.20252 3,0.29685 3,-0.43832"
id="path2"
sodipodi:nodetypes="ccccccccccccccccccccccccccccccccccccccccc" /><text
xml:space="preserve"
style="font-style:normal;font-variant:normal;font-weight:bold;font-stretch:normal;font-size:7.76111px;font-family:Arial;-inkscape-font-specification:'Arial Bold';text-align:center;writing-mode:lr-tb;direction:ltr;text-anchor:middle;fill:none;stroke:#0d00a7;stroke-width:1.53095;stroke-dasharray:none;stroke-opacity:1"
x="48.832245"
y="231.34502"
id="text2"><tspan
sodipodi:role="line"
id="tspan2"
style="font-style:normal;font-variant:normal;font-weight:bold;font-stretch:normal;font-size:7.76111px;font-family:Arial;-inkscape-font-specification:'Arial Bold';fill:#000000;fill-opacity:1;stroke:none;stroke-width:1.53095"
x="48.832245"
y="231.34502">1</tspan></text><text
xml:space="preserve"
style="font-style:normal;font-variant:normal;font-weight:bold;font-stretch:normal;font-size:7.76111px;font-family:Arial;-inkscape-font-specification:'Arial Bold';text-align:center;writing-mode:lr-tb;direction:ltr;text-anchor:middle;fill:none;stroke:#0d00a7;stroke-width:1.53095;stroke-dasharray:none;stroke-opacity:1"
x="79.312355"
y="231.34502"
id="text2-5"><tspan
sodipodi:role="line"
id="tspan2-5"
style="font-style:normal;font-variant:normal;font-weight:bold;font-stretch:normal;font-size:7.76111px;font-family:Arial;-inkscape-font-specification:'Arial Bold';fill:#000000;fill-opacity:1;stroke:none;stroke-width:1.53095"
x="79.312355"
y="231.34502">10</tspan></text><text
xml:space="preserve"
style="font-style:normal;font-variant:normal;font-weight:bold;font-stretch:normal;font-size:7.76111px;font-family:Arial;-inkscape-font-specification:'Arial Bold';text-align:center;writing-mode:lr-tb;direction:ltr;text-anchor:middle;fill:none;stroke:#0d00a7;stroke-width:1.53095;stroke-dasharray:none;stroke-opacity:1"
x="110.55682"
y="231.34502"
id="text2-52"><tspan
sodipodi:role="line"
id="tspan2-7"
style="font-style:normal;font-variant:normal;font-weight:bold;font-stretch:normal;font-size:7.76111px;font-family:Arial;-inkscape-font-specification:'Arial Bold';fill:#000000;fill-opacity:1;stroke:none;stroke-width:1.53095"
x="110.55682"
y="231.34502">20</tspan></text><text
xml:space="preserve"
style="font-style:normal;font-variant:normal;font-weight:bold;font-stretch:normal;font-size:7.76111px;font-family:Arial;-inkscape-font-specification:'Arial Bold';text-align:center;writing-mode:lr-tb;direction:ltr;text-anchor:middle;fill:none;stroke:#0d00a7;stroke-width:1.53095;stroke-dasharray:none;stroke-opacity:1"
x="141.37074"
y="231.34502"
id="text2-3"><tspan
sodipodi:role="line"
id="tspan2-2"
style="font-style:normal;font-variant:normal;font-weight:bold;font-stretch:normal;font-size:7.76111px;font-family:Arial;-inkscape-font-specification:'Arial Bold';fill:#000000;fill-opacity:1;stroke:none;stroke-width:1.53095"
x="141.37074"
y="231.34502">30</tspan></text><text
xml:space="preserve"
style="font-style:normal;font-variant:normal;font-weight:bold;font-stretch:normal;font-size:7.76111px;font-family:Arial;-inkscape-font-specification:'Arial Bold';text-align:center;writing-mode:lr-tb;direction:ltr;text-anchor:middle;fill:none;stroke:#0d00a7;stroke-width:1.53095;stroke-dasharray:none;stroke-opacity:1"
x="172.60942"
y="231.34502"
id="text2-57"><tspan
sodipodi:role="line"
id="tspan2-6"
style="font-style:normal;font-variant:normal;font-weight:bold;font-stretch:normal;font-size:7.76111px;font-family:Arial;-inkscape-font-specification:'Arial Bold';fill:#000000;fill-opacity:1;stroke:none;stroke-width:1.53095"
x="172.60942"
y="231.34502">40</tspan></text><text
xml:space="preserve"
style="font-style:normal;font-variant:normal;font-weight:bold;font-stretch:normal;font-size:7.7611px;font-family:'Times New Roman';-inkscape-font-specification:'Times New Roman, Bold';text-align:center;writing-mode:lr-tb;direction:ltr;text-anchor:middle;fill:#000000;fill-opacity:1;stroke:none;stroke-width:1;stroke-dasharray:none;stroke-opacity:1"
x="110.58114"
y="241.8045"
id="text3"><tspan
sodipodi:role="line"
id="tspan3"
style="font-style:normal;font-variant:normal;font-weight:bold;font-stretch:normal;font-family:Arial;-inkscape-font-specification:'Arial Bold';stroke-width:1"
x="110.58114"
y="241.8045">Evaluations</tspan></text><text
xml:space="preserve"
style="font-style:normal;font-variant:normal;font-weight:bold;font-stretch:normal;font-size:7.7611px;font-family:'Times New Roman';-inkscape-font-specification:'Times New Roman, Bold';text-align:center;writing-mode:lr-tb;direction:ltr;text-anchor:middle;fill:#000000;fill-opacity:1;stroke:none;stroke-width:1;stroke-dasharray:none;stroke-opacity:1"
x="-145.94516"
y="30.847355"
id="text3-7"
transform="rotate(-90)"><tspan
sodipodi:role="line"
id="tspan3-9"
style="font-style:normal;font-variant:normal;font-weight:bold;font-stretch:normal;font-family:Arial;-inkscape-font-specification:'Arial Bold';stroke-width:1"
x="-145.94516"
y="30.847355">RMSE</tspan></text><text
xml:space="preserve"
transform="scale(0.26458333)"
id="text4"
style="font-style:normal;font-variant:normal;font-weight:normal;font-stretch:normal;font-size:26.6667px;font-family:Arial;-inkscape-font-specification:Arial;text-align:center;writing-mode:lr-tb;direction:ltr;white-space:pre;shape-inside:url(#rect4);fill:#000000;fill-opacity:1;stroke:none;stroke-width:3.77953;stroke-dasharray:none;stroke-opacity:1" /><path
style="fill:#000000;fill-opacity:1;stroke:#7b7b7b;stroke-width:1;stroke-dasharray:2,1;stroke-opacity:1;stroke-dashoffset:0"
d="M 79.371705,221.66342 V 67.976491"
id="path4" /></g></svg>
......@@ -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.png}
\includegraphics[width=0.75\textwidth]{./Figures/MethodologyFlowChart.pdf}
\caption{Flow chart of the proposed adaptive surrogate-assisted optimization framework.}
\label{fig:MethodologyFlowChart}
\end{figure}
......@@ -224,7 +224,7 @@ Model selection is performed in two stages. First, for each candidate algorithm,
\begin{figure}[htbp]
\centering
\includegraphics[width=1.0\textwidth]{./Figures/BayesianSearchCV.png}
\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}
......
Markdown is supported
0% or
You are about to add 0 people to the discussion. Proceed with caution.
Finish editing this message first!
Please register or to comment