From ffb1045c8d27b48868ff582551a0b41dd37afe45 Mon Sep 17 00:00:00 2001 From: mjkwiatkowski Date: Tue, 2 Jun 2026 19:09:38 +0200 Subject: feat: added more text to the background, refactor is still needed --- content/intro.tex | 9 +++++++++ 1 file changed, 9 insertions(+) (limited to 'content/intro.tex') diff --git a/content/intro.tex b/content/intro.tex index 0aa5b84..6b92521 100644 --- a/content/intro.tex +++ b/content/intro.tex @@ -65,6 +65,8 @@ Many \gls{dcdt} frameworks still lack critical data analysis components, fault d Such limitations gravely reduce the applicability of \gls{dcdt}'s in real world scenarios~\cite{DBLP:journals/corr/IosupKLVG22}. \gls{dcdt}'s are urgently needed, because datacenters exhibit hundreds unexpected events every day,such as \eg service failures or hardware faults. Downtime, which is the result of failures, disturbs the users and produces unfulfilled \gls{sla}~\cite{DBLP:conf/acsos/TalluriOVTI21}. +% On the operational side, two main areas have been instrumental for improving datacenter efficiency: simulations and analysis of system telemetry. Additional improvements necessitate innovative tools that focus on end-to-end improvement, such as digital twins~\cite{DBLP:ExaDigiT}. +% DT's merge both simulation and telemetry to develop a holistic virtual representation of the system, bridging both the physical and virtual worlds. However, predicting datacenter behaviour quickly and reliably is a non-trivial problem that remains insufficiently unaddressed in the existing \gls{dcdt} architectures ~\cite{DBLP:conf/wosp/SumanCNTMI24, DBLP:journals/computer/AthavaleBBMMPS24} and deployments~\cite{DBLP:conf/sc/BrewerMKWBHSGGW24}. @@ -116,6 +118,13 @@ To answer the third research question, we will need to design comprehensive expe \section{Thesis Contributions}\label{s:thesis-contributions} + +\begin{enumerate}[label=\textbf{C\arabic*.}, align=left] + \item An open-source \gls{dcdt} prototype for predictive facility maintenance, with data analysis supported by in-band and out-of-band telemetry and discrete-event simulation. + \item Extensive evaluation and validation experiments of the system. + \item Demonstration of the \gls{dcdt} in pair with a simulated datacenter. +\end{enumerate} + \section{Plagiarism Declaration}\label{s:plagiarism-declaraion} I hereby declare that this thesis is my own independent work and writing. The thesis does not contain any material copied from other sources (person, Internet, or AI), and has not been submitted for assessment elsewhere. -- cgit v1.2.3