style: changed Dante's title from MSc -> Drs.

9 files changed, 119 insertions, 232 deletions

diff --git a/build/main.aux b/build/main.aux
index 033f445..56f9837 100644
--- a/build/main.aux
+++ b/build/main.aux
@@ -5,20 +5,11 @@
 \@writefile{nav}{\headcommand {\slideentry {0}{0}{1}{1/1}{}{0}}}
 \@writefile{nav}{\headcommand {\beamer@framepages {1}{1}}}
 \citation{DBLP:conf/date/MilojicicFDR21}
-\citation{DBLP:image/48Microprocessor/Rupp}
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 \citation{DBLP:journals/computer/AthavaleBBMMPS24}
 \@writefile{nav}{\headcommand {\slideentry {0}{0}{2}{2/2}{}{0}}}
 \@writefile{nav}{\headcommand {\beamer@framepages {2}{2}}}
 \citation{DBLP:journals/computer/AthavaleBBMMPS24}
 \citation{DBLP:usdoe/report/AP26894}
-\citation{DBLP:conf/sc/BrewerMKWBHSGGW24}
-\citation{DBLP:conf/noms/ZhangZLZWC22}
-\citation{DBLP:conf/sc/TaheriBPRHDEWPM24}
-\citation{DBLP:conf/sensys/LiW0Z0T23}
-\citation{DBLP:conf/sensys/CaoW0022}
-\citation{DBLP:conf/sigcomm/HongWDSSHZY21}
-\citation{DBLP:conf/sensys/WangZD0TCWZ20}
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 \@writefile{nav}{\headcommand {\beamer@framepages {3}{3}}}
 \@writefile{nav}{\headcommand {\slideentry {0}{0}{4}{4/4}{}{0}}}
@@ -36,44 +27,32 @@
 \bibstyle{is-plain}
 \bibdata{main.bib}
 \bibcite{DBLP:journals/computer/AthavaleBBMMPS24}{\hyperlink {beamerbibDBLP:journals/computer/AthavaleBBMMPS24}{1}}
-\bibcite{DBLP:conf/sc/BrewerMKWBHSGGW24}{\hyperlink {beamerbibDBLP:conf/sc/BrewerMKWBHSGGW24}{2}}
-\bibcite{DBLP:conf/sensys/CaoW0022}{\hyperlink {beamerbibDBLP:conf/sensys/CaoW0022}{3}}
-\bibcite{DBLP:report/AnnualOutageAnalysis2025}{\hyperlink {beamerbibDBLP:report/AnnualOutageAnalysis2025}{4}}
-\bibcite{DBLP:conf/sigcomm/HongWDSSHZY21}{\hyperlink {beamerbibDBLP:conf/sigcomm/HongWDSSHZY21}{5}}
-\bibcite{DBLP:image/48Microprocessor/Rupp}{\hyperlink {beamerbibDBLP:image/48Microprocessor/Rupp}{6}}
-\bibcite{DBLP:journals/corr/IosupKLVG22}{\hyperlink {beamerbibDBLP:journals/corr/IosupKLVG22}{7}}
-\bibcite{DBLP:conf/sensys/LiW0Z0T23}{\hyperlink {beamerbibDBLP:conf/sensys/LiW0Z0T23}{8}}
-\bibcite{DBLP:conf/date/MilojicicFDR21}{\hyperlink {beamerbibDBLP:conf/date/MilojicicFDR21}{9}}
-\bibcite{DBLP:usdoe/report/AP26894}{\hyperlink {beamerbibDBLP:usdoe/report/AP26894}{10}}
-\bibcite{DBLP:conf/sc/TaheriBPRHDEWPM24}{\hyperlink {beamerbibDBLP:conf/sc/TaheriBPRHDEWPM24}{11}}
-\bibcite{DBLP:conf/acsos/TalluriOVTI21}{\hyperlink {beamerbibDBLP:conf/acsos/TalluriOVTI21}{12}}
-\bibcite{DBLP:conf/cirp/TAO2018169}{\hyperlink {beamerbibDBLP:conf/cirp/TAO2018169}{13}}
-\bibcite{DBLP:conf/sensys/WangZD0TCWZ20}{\hyperlink {beamerbibDBLP:conf/sensys/WangZD0TCWZ20}{14}}
-\bibcite{DBLP:conf/noms/ZhangZLZWC22}{\hyperlink {beamerbibDBLP:conf/noms/ZhangZLZWC22}{15}}
+\bibcite{DBLP:report/AnnualOutageAnalysis2025}{\hyperlink {beamerbibDBLP:report/AnnualOutageAnalysis2025}{2}}
+\bibcite{DBLP:journals/corr/IosupKLVG22}{\hyperlink {beamerbibDBLP:journals/corr/IosupKLVG22}{3}}
+\bibcite{DBLP:conf/date/MilojicicFDR21}{\hyperlink {beamerbibDBLP:conf/date/MilojicicFDR21}{4}}
+\bibcite{DBLP:usdoe/report/AP26894}{\hyperlink {beamerbibDBLP:usdoe/report/AP26894}{5}}
+\bibcite{DBLP:conf/acsos/TalluriOVTI21}{\hyperlink {beamerbibDBLP:conf/acsos/TalluriOVTI21}{6}}
+\bibcite{DBLP:conf/cirp/TAO2018169}{\hyperlink {beamerbibDBLP:conf/cirp/TAO2018169}{7}}
 \@writefile{nav}{\headcommand {\slideentry {0}{0}{10}{10/10}{}{0}}}
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-\@writefile{nav}{\headcommand {\beamer@framepages {10}{13}}}
 \citation{DBLP:journals/corr/IosupKLVG22}
 \citation{DBLP:conf/acsos/TalluriOVTI21}
 \citation{DBLP:journals/corr/IosupKLVG22}
-\@writefile{nav}{\headcommand {\slideentry {0}{0}{11}{14/14}{}{0}}}
-\@writefile{nav}{\headcommand {\beamer@framepages {14}{14}}}
+\@writefile{nav}{\headcommand {\slideentry {0}{0}{11}{12/12}{}{0}}}
+\@writefile{nav}{\headcommand {\beamer@framepages {12}{12}}}
 \citation{DBLP:journals/computer/AthavaleBBMMPS24}
 \citation{DBLP:conf/cirp/TAO2018169}
-\@writefile{nav}{\headcommand {\slideentry {0}{0}{12}{15/15}{}{0}}}
-\@writefile{nav}{\headcommand {\beamer@framepages {15}{15}}}
+\@writefile{nav}{\headcommand {\slideentry {0}{0}{12}{13/13}{}{0}}}
+\@writefile{nav}{\headcommand {\beamer@framepages {13}{13}}}
 \citation{DBLP:report/AnnualOutageAnalysis2025}
 \citation{DBLP:journals/computer/AthavaleBBMMPS24}
-\@writefile{nav}{\headcommand {\slideentry {0}{0}{13}{16/16}{}{0}}}
-\@writefile{nav}{\headcommand {\beamer@framepages {16}{16}}}
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-\@writefile{nav}{\headcommand {\beamer@sectionpages {1}{16}}}
-\@writefile{nav}{\headcommand {\beamer@documentpages {16}}}
+\@writefile{nav}{\headcommand {\slideentry {0}{0}{13}{14/14}{}{0}}}
+\@writefile{nav}{\headcommand {\beamer@framepages {14}{14}}}
+\@writefile{nav}{\headcommand {\beamer@partpages {1}{14}}}
+\@writefile{nav}{\headcommand {\beamer@subsectionpages {1}{14}}}
+\@writefile{nav}{\headcommand {\beamer@sectionpages {1}{14}}}
+\@writefile{nav}{\headcommand {\beamer@documentpages {14}}}
 \@writefile{nav}{\headcommand {\gdef \inserttotalframenumber {9}}}
-\gdef \@abspage@last{16}
+\gdef \@abspage@last{14}
diff --git a/build/main.bbl b/build/main.bbl
index 1bc85d5..9ea8f3b 100644
--- a/build/main.bbl
+++ b/build/main.bbl
@@ -1,4 +1,4 @@
-\begin{thebibliography}{10}
+\begin{thebibliography}{1}
 \ifx \showCODEN  \undefined \def \showCODEN #1{CODEN #1}  \fi
 \ifx \showISBN   \undefined \def \showISBN  #1{ISBN #1}   \fi
 \ifx \showISSN   \undefined \def \showISSN  #1{ISSN #1}   \fi
@@ -17,46 +17,17 @@ Jyotika Athavale, Cullen~E. Bash, Wesley Brewer, Matthias Maiterth, Dejan~S. Mil
 \newblock {\em Computer}, 57\penalty0 (10):\penalty0 151--158, 2024.
 \newblock \ifshowURL {\showURL \path|https://doi.org/10.1109/MC.2024.3436945|}\fi.
 
-\bibitem{DBLP:conf/sc/BrewerMKWBHSGGW24}
-Wesley Brewer, Matthias Maiterth, Vineet Kumar, Rafal~P. Wojda, Sedrick Bouknight, Jesse Hines, Woong Shin, Scott Greenwood, David Grant, Wesley Williams, and Feiyi Wang.
-\newblock A digital twin framework for liquid-cooled supercomputers as demonstrated at exascale.
-\newblock In {\em Proceedings of the International Conference for High Performance Computing, Networking, Storage, and Analysis, { SC} 2024, Atlanta, GA, USA, November 17-22, 2024}, page~23. {IEEE}, 2024.
-\newblock \ifshowURL {\showURL \path|https://dl.acm.org/doi/10.1109/SC41406.2024.00029|}\fi.
-
-\bibitem{DBLP:conf/sensys/CaoW0022}
-Zhiwei Cao, Ruihang Wang, Xin Zhou, and Yonggang Wen.
-\newblock Reducio: model reduction for data center predictive digital twins via physics-guided machine learning.
-\newblock In Jorge Ortiz, editor, {\em Proceedings of the 9th {ACM} International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, BuildSys 2022, Boston, Massachusetts, November 9-10, 2022}, pages 1--10. {ACM}, 2022.
-\newblock \ifshowURL {\showURL \path|https://doi.org/10.1145/3563357.3564050|}\fi.
-
 \bibitem{DBLP:report/AnnualOutageAnalysis2025}
 Douglas Donnellan, Andy Lawrence, and Rose Weinshenk.
 \newblock Executive summary: Annual outage analysis 2025, May 2025.
 \newblock \ifshowURL {\showURL \path|https://uptimeinstitute.com/resources/research-and-reports/annual-outage-analysis-2025|}\fi.
 
-\bibitem{DBLP:conf/sigcomm/HongWDSSHZY21}
-Hanshu Hong, Qin Wu, Feng Dong, Wei Song, Ronghua Sun, Tao Han, Cheng Zhou, and Hongwei Yang.
-\newblock Netgraph: An intelligent operated digital twin platform for data center networks.
-\newblock In {\em NAI'21: Proceedings of the {ACM} {SIGCOMM} 2021 Workshop on Network-Application Integration, Virtual Event, USA, August 27, 2021}, pages 26--32. {ACM}, 2021.
-\newblock \ifshowURL {\showURL \path|https://doi.org/10.1145/3472727.3472802|}\fi.
-
-\bibitem{DBLP:image/48Microprocessor/Rupp}
-M.~Horowitz, F.~Labonte, O.~Shacham, K.~Olukotun, L.~Hammond, and C.~Batten.
-\newblock 48 years of microprocessor trend data, 2019.
-\newblock \ifshowURL {\showURL \path|https://github.com/karlrupp/microprocessor-trend-data|}\fi.
-
 \bibitem{DBLP:journals/corr/IosupKLVG22}
 Alexandru Iosup, Fernando Kuipers, Ana~Lucia Varbanescu, Paola Grosso, Animesh Trivedi, Jan~S. Rellermeyer, Lin Wang, Alexandru Uta, and Francesco Regazzoni.
 \newblock Future computer systems and networking research in the netherlands: {A} manifesto.
 \newblock {\em CoRR}, abs/2206.03259, 2022.
 \newblock \ifshowURL {\showURL \path|https://doi.org/10.48550/arXiv.2206.03259|}\fi.
 
-\bibitem{DBLP:conf/sensys/LiW0Z0T23}
-Minghao Li, Ruihang Wang, Xin Zhou, Zhaomeng Zhu, Yonggang Wen, and Rui Tan.
-\newblock Chattwin: Toward automated digital twin generation for data center via large language models.
-\newblock In {\em Proceedings of the 10th {ACM} International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, BuildSys 2023, Istanbul, Turkey, November 15-16, 2023}, pages 208--211. {ACM}, 2023.
-\newblock \ifshowURL {\showURL \path|https://doi.org/10.1145/3600100.3623719|}\fi.
-
 \bibitem{DBLP:conf/date/MilojicicFDR21}
 Dejan~S. Milojicic, Paolo Faraboschi, Nicolas Dub{\'{e}}, and Duncan Roweth.
 \newblock Future of {HPC:} diversifying heterogeneity.
@@ -70,12 +41,6 @@ National~Academy of~Engineering, National~Academies of~Sciences~Engineering, and
 \newblock \showISBN{978-0-309-70042-9}.
 \newblock \ifshowURL {\showURL \path|https://nap.nationalacademies.org/catalog/26894/foundational-research-gaps-and-future-directions-for-digital-twins|}\fi.
 
-\bibitem{DBLP:conf/sc/TaheriBPRHDEWPM24}
-Ebad Taheri, Pedro Bruel, Pavana Prakash, Gourav Rattihalli, Ninad Hogade, Aditya Dhakal, Rolando P.~Hong Enriquez, Torsten Wilde, Leo Popokh, Dejan~S. Milojicic, and Cullen~E. Bash.
-\newblock Dytwin: Federated adaptive digital twins for data centers - visualization and anomaly detection.
-\newblock In {\em {SC24-W:} Workshops of the International Conference for High Performance Computing, Networking, Storage and Analysis , Atlanta, GA, USA, November 17-22, 2024}, pages 847--852. {IEEE}, 2024.
-\newblock \ifshowURL {\showURL \path|https://doi.org/10.1109/SCW63240.2024.00120|}\fi.
-
 \bibitem{DBLP:conf/acsos/TalluriOVTI21}
 Sacheendra Talluri, Leon Overweel, Laurens Versluis, Animesh Trivedi, and Alexandru Iosup.
 \newblock Empirical characterization of user reports about cloud failures.
@@ -89,16 +54,4 @@ Fei Tao, Meng Zhang, Yushan Liu, and A.Y.C. Nee.
 \newblock \showISSN{0007-8506}.
 \newblock \ifshowURL {\showURL \path|https://www.sciencedirect.com/science/article/pii/S0007850618300799|}\fi.
 
-\bibitem{DBLP:conf/sensys/WangZD0TCWZ20}
-Ruihang Wang, Xin Zhou, Linsen Dong, Yonggang Wen, Rui Tan, Li~Chen, Guan Wang, and Feng Zeng.
-\newblock Kalibre: Knowledge-based neural surrogate model calibration for data center digital twins.
-\newblock In {\em BuildSys '20: The 7th {ACM} International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, Virtual Event, Japan, November 18-20, 2020}, pages 200--209. {ACM}, 2020.
-\newblock \ifshowURL {\showURL \path|https://doi.org/10.1145/3408308.3427982|}\fi.
-
-\bibitem{DBLP:conf/noms/ZhangZLZWC22}
-Ziting Zhang, Yu~Zeng, Haoran Liu, Chaoyue Zhao, Feng Wang, and Yunqing Chen.
-\newblock Smart {DC:} an {AI} and digital twin-based energy-saving solution for data centers.
-\newblock In {\em 2022 {IEEE/IFIP} Network Operations and Management Symposium, {NOMS} 2022, Budapest, Hungary, April 25-29, 2022}, pages 1--6. {IEEE}, 2022.
-\newblock \ifshowURL {\showURL \path|https://doi.org/10.1109/NOMS54207.2022.9789853|}\fi.
-
 \end{thebibliography}
diff --git a/build/main.blg b/build/main.blg
index cc3d2af..52e61c4 100644
--- a/build/main.blg
+++ b/build/main.blg
@@ -3,48 +3,46 @@ Capacity: max_strings=200000, hash_size=200000, hash_prime=170003
 The top-level auxiliary file: main.aux
 The style file: is-plain.bst
 Database file #1: main.bib
-Warning--entry type for "DBLP:image/48Microprocessor/Rupp" isn't style-file defined
---line 676 of file main.bib
 Warning--empty booktitle in DBLP:usdoe/report/AP26894
-You've used 15 entries,
+You've used 7 entries,
             2588 wiz_defined-function locations,
-            692 strings with 11146 characters,
-and the built_in function-call counts, 9624 in all, are:
-= -- 900
-> -- 553
-< -- 9
-+ -- 216
-- -- 200
-* -- 671
-:= -- 1500
-add.period$ -- 69
-call.type$ -- 15
-change.case$ -- 140
+            632 strings with 7579 characters,
+and the built_in function-call counts, 3911 in all, are:
+= -- 357
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++ -- 86
+- -- 79
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+:= -- 631
+add.period$ -- 31
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+change.case$ -- 56
 chr.to.int$ -- 0
-cite$ -- 16
-duplicate$ -- 392
-empty$ -- 752
-format.name$ -- 200
-if$ -- 2150
+cite$ -- 8
+duplicate$ -- 149
+empty$ -- 311
+format.name$ -- 79
+if$ -- 847
 int.to.chr$ -- 0
-int.to.str$ -- 15
-missing$ -- 13
-newline$ -- 104
-num.names$ -- 34
-pop$ -- 233
+int.to.str$ -- 7
+missing$ -- 6
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+num.names$ -- 16
+pop$ -- 89
 preamble$ -- 1
-purify$ -- 125
+purify$ -- 49
 quote$ -- 0
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+skip$ -- 100
 stack$ -- 0
-substring$ -- 500
-swap$ -- 148
-text.length$ -- 9
+substring$ -- 213
+swap$ -- 42
+text.length$ -- 2
 text.prefix$ -- 0
 top$ -- 0
-type$ -- 60
+type$ -- 28
 warning$ -- 1
-while$ -- 79
-width$ -- 17
-write$ -- 215
-(There were 2 warnings)
+while$ -- 30
+width$ -- 8
+write$ -- 107
+(There was 1 warning)
diff --git a/build/main.fdb_latexmk b/build/main.fdb_latexmk
index 714cbe1..24e0cb0 100644
--- a/build/main.fdb_latexmk
+++ b/build/main.fdb_latexmk
@@ -1,13 +1,13 @@
 # Fdb version 4
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+["bibtex build/main"] 1781165134.19855 "build/main.aux" "build/main.bbl" "build/main" 1781165221.78201 0
   "./main.bib" 1781119362.6891 32876 5e1eedec56d981b65e768a05f0692d62 ""
   "/usr/share/texmf-dist/bibtex/bst/is-bst/is-plain.bst" 1775415801 37711 8712640e4301c9b53f91a39ab688edfe ""
-  "build/main.aux" 1781162646.96358 4868 e3faf9618af899caa261a873a780e98a "pdflatex"
+  "build/main.aux" 1781165221.60423 3460 957e15b0a2ea6a9f5240b9e2ce1c5864 "pdflatex"
   (generated)
   "build/main.bbl"
   "build/main.blg"
   (rewritten before read)
-["pdflatex"] 1781162646.11445 "main.tex" "build/main.pdf" "main" 1781162647.10468 0
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@@ -41,8 +41,6 @@
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index 9e878a3..e40acd1 100644
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-INPUT ./images/AthavaleBBMMPS24_cropped.pdf
-INPUT ./images/AthavaleBBMMPS24_cropped.pdf
-INPUT ./images/AthavaleBBMMPS24_cropped.pdf
+INPUT ./images/datacenter_complexity.pdf
+INPUT ./images/datacenter_complexity.pdf
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