From eaa7bfdab525c2ea367d6e9c08382f9a00049109 Mon Sep 17 00:00:00 2001 From: mjkwiatkowski Date: Mon, 6 Jul 2026 12:29:51 +0200 Subject: feat: finished the conclusion --- appendix/glossary.tex | 1 + content/conclusion.tex | 9 +++++++-- style/first-page.tex | 9 +++++---- style/style.tex | 3 +++ 4 files changed, 16 insertions(+), 6 deletions(-) diff --git a/appendix/glossary.tex b/appendix/glossary.tex index b47bcb7..2f4281d 100644 --- a/appendix/glossary.tex +++ b/appendix/glossary.tex @@ -18,3 +18,4 @@ \newacronym{cfd}{CFD}{Computational Fluid Dynamics} \newacronym{ui}{UI}{User Interface} \newacronym{http}{HTTP}{Hyper-text Transfer Protocol} +\newacronym{abc}{ABC}{Approximate Bayesian Computation} diff --git a/content/conclusion.tex b/content/conclusion.tex index d964ae9..4db890d 100644 --- a/content/conclusion.tex +++ b/content/conclusion.tex @@ -41,5 +41,10 @@ As such, we believe we answer the main research question by addressing each sub- \section{Future Work} We envision \gls{dcdt}s as systems that encompass features necessary to model the entire datacenter behaviour. -It came to our attention, that with the explosive growth of \gls{ai} and the diversification of datacenters under way, \gls{dt}s will be indispensable in datacenter management. -We predict that in the near future, a number of +It came to our attention that with the explosive growth of \gls{ai} and the diversification of datacenters under way, \gls{dt}s will be indispensable in datacenter management. +To power the predictions we envision an \gls{ml}-based inference engine as a necessary component of digital twinning. +The need for \gls{ml} arises naturally in scenarios where large volumes of data, requiring little to no preprocessing meet the demand for estimating future facility behaviour. +For future work in failure prediction, we envision an \gls{abc} approach to estimate the real failure distribution within the datacenter. +Additionally, power usage optimization is a critical concern in datacenter management. +We hope future attempts to enhance datacenter digital twinning can enable datacenter operators with actionable insights towards lowering the power consumption. + diff --git a/style/first-page.tex b/style/first-page.tex index 4d2afb3..ba1bee9 100644 --- a/style/first-page.tex +++ b/style/first-page.tex @@ -29,15 +29,16 @@ \begin{tabular}{ll} {\it 1st supervisor:} & ~~Prof. Dr. Ir. Alexandru Iosup \\ - {\it daily supervisor:} & ~~Ph.D. Dante Niewenhuis \\ + {\it daily supervisor:} & ~~drs. Dante Niewenhuis \\ + {\it 2nd reader:} & ~~drs. Matthijs Jansen \\ \end{tabular} - \vspace*{2.5cm} + \vspace*{1.8cm} \emph{A thesis submitted in fulfillment of the requirements\\ for - the VU Bachelor of Science degree in Computer Science\\version 1.0} + the VU Bachelor of Science degree in Computer Science} - \vspace*{1.8cm} + \vspace*{1cm} \today\\[4cm] diff --git a/style/style.tex b/style/style.tex index 6bd59ea..54876e3 100644 --- a/style/style.tex +++ b/style/style.tex @@ -58,3 +58,6 @@ } \lstset{style=mystyle} + + +\renewcommand\baselinestretch{1.2} -- cgit v1.2.3