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authormjkwiatkowski <mati.rewa@gmail.com>2026-06-15 14:38:42 +0200
committermjkwiatkowski <mati.rewa@gmail.com>2026-06-15 14:38:42 +0200
commit1694c6767b645cf8f82ba75eb1d43121259dd13c (patch)
tree2c2c3fb3f57028509e98b5cb4533782adadd9563
parente32c327364e99e842c1862b5665032721477e3d5 (diff)
fix: fixed figure 1.2
-rw-r--r--build/main.fdb_latexmk16
-rw-r--r--build/main.log12
-rw-r--r--build/main.pdfbin12967455 -> 13057578 bytes
-rw-r--r--build/main.synctex.gzbin46066 -> 46065 bytes
-rw-r--r--images/predictive_analytics.drawio10
-rw-r--r--images/predictive_analytics.pdfbin237809 -> 330499 bytes
-rw-r--r--indent.log2
-rw-r--r--main.tex8
8 files changed, 26 insertions, 22 deletions
diff --git a/build/main.fdb_latexmk b/build/main.fdb_latexmk
index c62ac98..7b952da 100644
--- a/build/main.fdb_latexmk
+++ b/build/main.fdb_latexmk
@@ -1,13 +1,13 @@
# Fdb version 4
-["bibtex build/main"] 1781524610.62657 "build/main.aux" "build/main.bbl" "build/main" 1781526190.15012 0
+["bibtex build/main"] 1781524610.62657 "build/main.aux" "build/main.bbl" "build/main" 1781527100.02421 0
"./main.bib" 1781119362.6891 32876 5e1eedec56d981b65e768a05f0692d62 ""
"/usr/share/texmf-dist/bibtex/bst/is-bst/is-plain.bst" 1775415801 37711 8712640e4301c9b53f91a39ab688edfe ""
- "build/main.aux" 1781526190.01685 4841 8e41609bece7ec61f31a0fffd7080093 "pdflatex"
+ "build/main.aux" 1781527099.84357 4841 8e41609bece7ec61f31a0fffd7080093 "pdflatex"
(generated)
"build/main.bbl"
"build/main.blg"
(rewritten before read)
-["pdflatex"] 1781526188.93187 "main.tex" "build/main.pdf" "main" 1781526190.15024 0
+["pdflatex"] 1781527098.4179 "main.tex" "build/main.pdf" "main" 1781527100.02439 0
"/usr/share/texmf-dist/fonts/enc/dvips/base/8r.enc" 1775415801 4850 80dc9bab7f31fb78a000ccfed0e27cab ""
"/usr/share/texmf-dist/fonts/enc/dvips/cm-super/cm-super-t1.enc" 1775415801 2971 def0b6c1f0b107b3b936def894055589 ""
"/usr/share/texmf-dist/fonts/enc/dvips/fontawesome5/fa5free1.enc" 1775415801 3042 0e2b14b9be7d01075a4c4591d5d1781b ""
@@ -308,18 +308,18 @@
"/usr/share/texmf-dist/web2c/texmf.cnf" 1775415801 43569 fd570f2fa160877d211e859f687312ba ""
"/var/lib/texmf/fonts/map/pdftex/updmap/pdftex.map" 1780237389 5385779 47c0c393a77fd4a098bacfd57d66b88a ""
"/var/lib/texmf/web2c/pdftex/pdflatex.fmt" 1780237370 2328183 557d2fa5c1c83b5f04dceecc4ca457bf ""
- "build/main.aux" 1781526190.01685 4841 8e41609bece7ec61f31a0fffd7080093 "pdflatex"
+ "build/main.aux" 1781527099.84357 4841 8e41609bece7ec61f31a0fffd7080093 "pdflatex"
"build/main.bbl" 1781524610.66436 7385 ebb376ed26be34664c64306358b7ab86 "bibtex build/main"
- "build/main.nav" 1781526190.01776 1760 0497853dad1680cb2224b7bec4ebb0e2 "pdflatex"
- "build/main.out" 1781526189.43287 0 d41d8cd98f00b204e9800998ecf8427e "pdflatex"
+ "build/main.nav" 1781527099.84551 1760 0497853dad1680cb2224b7bec4ebb0e2 "pdflatex"
+ "build/main.out" 1781527098.99867 0 d41d8cd98f00b204e9800998ecf8427e "pdflatex"
"images/datacenter_complexity.pdf" 1781163424.40621 11895117 89801b0c265cf4e7077355372b2d2775 ""
"images/digital_twin_ms.pdf" 1781078756.05606 174463 377f3c625c4f63c8c509df84e9b2bf36 ""
"images/dt_timeline.pdf" 1781033378.83544 277735 13f78509d63b3e800ed0101349139483 ""
"images/manageability.pdf" 1781026281.55976 275244 e8fcf5d84108e954279a1e538263aab4 ""
- "images/predictive_analytics.pdf" 1781285555.79628 237809 fe88855310c37f99eed9da332195835b ""
+ "images/predictive_analytics.pdf" 1781527054.30856 330499 89fbedc260a8254ac22cac3901247e14 ""
"images/table.tex" 1781031400.28329 2074 0d6fffe85271d779505aa1864c7e4385 ""
"images/vu-logo.png" 1781010929.85668 10449 ae204138961425683f3b9a1cfd88554a ""
- "main.tex" 1781526187.25249 7450 3e426b4b20a7f5b93e3cc61936e1d927 ""
+ "main.tex" 1781527097.80657 7407 62e29c2caf605d8a089df7eeba5e7cba ""
"style/style.tex" 1781524550.06936 2558 c029522f3938b7c0c39e079e1bfed2fd ""
(generated)
"build/main.aux"
diff --git a/build/main.log b/build/main.log
index 6d93a5f..5a2a817 100644
--- a/build/main.log
+++ b/build/main.log
@@ -1,4 +1,4 @@
-This is pdfTeX, Version 3.141592653-2.6-1.40.29 (TeX Live 2026/Arch Linux) (preloaded format=pdflatex 2026.5.31) 15 JUN 2026 14:23
+This is pdfTeX, Version 3.141592653-2.6-1.40.29 (TeX Live 2026/Arch Linux) (preloaded format=pdflatex 2026.5.31) 15 JUN 2026 14:38
entering extended mode
restricted \write18 enabled.
file:line:error style messages enabled.
@@ -1200,14 +1200,18 @@ Package pdftex.def Info: images/vu-logo.png used on input line 28.
File: images/predictive_analytics.pdf Graphic file (type pdf)
<use images/predictive_analytics.pdf>
Package pdftex.def Info: images/predictive_analytics.pdf used on input line 44.
-(pdftex.def) Requested size: 289.59334pt x 105.80746pt.
+(pdftex.def) Requested size: 306.62396pt x 112.02995pt.
LaTeX Font Info: Trying to load font information for U+fontawesomefree1 on input line 44.
(/usr/share/texmf-dist/tex/latex/fontawesome5/ufontawesomefree1.fd)
File: images/vu-logo.png Graphic file (type png)
<use images/vu-logo.png>
Package pdftex.def Info: images/vu-logo.png used on input line 44.
(pdftex.def) Requested size: 95.5963pt x 28.45274pt.
- [4
+
+Overfull \vbox (0.63297pt too high) detected at line 44
+ []
+
+[4
{/usr/share/texmf-dist/fonts/enc/dvips/fontawesome5/fa5free1.enc} <./images/predictive_analytics.pdf>]
File: images/vu-logo.png Graphic file (type png)
@@ -1322,7 +1326,7 @@ Here is how much of TeX's memory you used:
14 hyphenation exceptions out of 8191
128i,11n,123p,2751b,976s stack positions out of 10000i,1000n,20000p,200000b,200000s
</usr/share/texmf-dist/fonts/type1/public/fontawesome5/FontAwesome5Free-Solid.pfb></usr/share/texmf-dist/fonts/type1/public/cm-super/sftt0800.pfb></usr/share/texmf-dist/fonts/type1/public/stix/stix-mathit.pfb></usr/share/texmf-dist/fonts/type1/public/stix/stix-mathscr.pfb></usr/share/texmf-dist/fonts/type1/public/stix/stix-mathsf.pfb></usr/share/texmf-dist/fonts/type1/public/stix/stix-mathtt.pfb></usr/share/texmf-dist/fonts/type1/urw/helvetic/uhvb8a.pfb></usr/share/texmf-dist/fonts/type1/urw/helvetic/uhvr8a.pfb></usr/share/texmf-dist/fonts/type1/urw/helvetic/uhvro8a.pfb>
-Output written on build/main.pdf (17 pages, 12967455 bytes).
+Output written on build/main.pdf (17 pages, 13057578 bytes).
PDF statistics:
356 PDF objects out of 1000 (max. 8388607)
229 compressed objects within 3 object streams
diff --git a/build/main.pdf b/build/main.pdf
index 378e3c4..1e7896f 100644
--- a/build/main.pdf
+++ b/build/main.pdf
Binary files differ
diff --git a/build/main.synctex.gz b/build/main.synctex.gz
index a02005a..8369679 100644
--- a/build/main.synctex.gz
+++ b/build/main.synctex.gz
Binary files differ
diff --git a/images/predictive_analytics.drawio b/images/predictive_analytics.drawio
index 50555d4..40be493 100644
--- a/images/predictive_analytics.drawio
+++ b/images/predictive_analytics.drawio
@@ -1,6 +1,6 @@
<mxfile host="app.diagrams.net">
<diagram name="Page-1" id="Y5lrrR6LJWy-jUVm7I1K">
- <mxGraphModel dx="665" dy="469" grid="1" gridSize="10" guides="1" tooltips="1" connect="1" arrows="1" fold="1" page="1" pageScale="1" pageWidth="850" pageHeight="1100" math="0" shadow="0">
+ <mxGraphModel dx="562" dy="362" grid="1" gridSize="10" guides="1" tooltips="1" connect="1" arrows="1" fold="1" page="1" pageScale="1" pageWidth="850" pageHeight="1100" math="0" shadow="0">
<root>
<mxCell id="0" />
<mxCell id="1" parent="0" />
@@ -60,7 +60,7 @@
<mxCell id="ZrIPo42O3NZgHQitL9NO-40" parent="1" style="rounded=0;whiteSpace=wrap;html=1;" value="" vertex="1">
<mxGeometry height="30" width="103" x="570" y="179" as="geometry" />
</mxCell>
- <mxCell id="ZrIPo42O3NZgHQitL9NO-42" parent="1" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;rounded=0;" value="&lt;div&gt;&lt;span style=&quot;background-color: transparent; color: light-dark(rgb(0, 0, 0), rgb(255, 255, 255));&quot;&gt;Simulation&lt;/span&gt;&lt;/div&gt;" vertex="1">
+ <mxCell id="ZrIPo42O3NZgHQitL9NO-42" parent="1" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;rounded=0;" value="Modelling" vertex="1">
<mxGeometry height="30" width="71" x="576" y="109" as="geometry" />
</mxCell>
<mxCell id="ZrIPo42O3NZgHQitL9NO-43" parent="1" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;rounded=0;" value="Data&lt;br&gt;Storage" vertex="1">
@@ -69,9 +69,6 @@
<mxCell id="ZrIPo42O3NZgHQitL9NO-44" parent="1" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;rounded=0;" value="Predictive&lt;br&gt;Analytics" vertex="1">
<mxGeometry height="30" width="60" x="580" y="179" as="geometry" />
</mxCell>
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@@ -150,6 +147,9 @@
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;" value="" vertex="1">
+ <mxGeometry height="26" width="26" x="643" y="112" as="geometry" />
+ </mxCell>
</root>
</mxGraphModel>
</diagram>
diff --git a/images/predictive_analytics.pdf b/images/predictive_analytics.pdf
index 1f73450..5dd8089 100644
--- a/images/predictive_analytics.pdf
+++ b/images/predictive_analytics.pdf
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diff --git a/indent.log b/indent.log
index 1fd3582..3d333f5 100644
--- a/indent.log
+++ b/indent.log
@@ -1,6 +1,6 @@
INFO: latexindent version 3.24.7, 2025-08-15, a script to indent .tex files
latexindent lives here: /usr/share/texmf-dist/scripts/latexindent/
- Mon Jun 15 14:03:32 2026
+ Mon Jun 15 14:38:22 2026
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INFO: Processing switches:
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diff --git a/main.tex b/main.tex
index a57b0a2..4e0ac8a 100644
--- a/main.tex
+++ b/main.tex
@@ -30,12 +30,12 @@
\begin{frame}\frametitle{Problem Statement II}
\begin{tcolorbox}[title=What are predictive analytics? Why are they important?]
Predictive analytics use statistics to predict events in advance.
- Almost any statistical model can be used for predictive analytics, but nowadays predictive analysis is mostly associated with Artificial Intelligence and Machine Learning (\emph{e.g.,} linear regression).
- Reducing failures with timely predictions could potentially save millions of \$USD~\cite{DBLP:conf/acsos/TalluriOVTI21}.
+ Almost any statistical technique can be used for predictive analytics, but nowadays it is mostly associated with Artificial Intelligence and Machine Learning (\emph{e.g.,} linear regression).
+ Reducing failures with timely predictions could potentially save millions of \$USD~\cite{DBLP:conf/acsos/TalluriOVTI21}.
\end{tcolorbox}
-
+
\begin{center}
- \includegraphics[width=0.85\linewidth]{images/predictive_analytics.pdf}
+ \includegraphics[width=0.9\linewidth]{images/predictive_analytics.pdf}
\end{center}
\tiny
\textbf{Figure 1.2:} Where does our work fit within the field of datacenter digital twinning?