Fixed unconsistent use of acronyms
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@ -35,7 +35,7 @@ The idea of using Gaussian Processes as regression models for control of dynamic
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systems is not new, and has already been explored a number of times. A general
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description of their use, along with the necessary theory and some example
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implementations is given in~\cite{kocijanModellingControlDynamic2016}.
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In~\cite{pleweSupervisoryModelPredictive2020}, a \acrlong{gp} Model with a
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In~\cite{pleweSupervisoryModelPredictive2020}, a \acrshort{gp} Model with a
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\acrlong{rq} Kernel is used for temperature set point optimization.
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Gaussian Processes for building control have also been studied before in the
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@ -66,7 +66,7 @@ the original identified model goes further and further into the extrapolated
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regions.
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This project tries to combine the use of online learning control schemes with
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\acrlong{gp} Models through implementing \acrlong{svgp} Models. \acrshort{svgp}s
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\acrshort{gp} Models through implementing \acrfull{svgp} Models. \acrshort{svgp}s
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provide means of extending the use of \acrshort{gp}s to larger datasets, thus
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enabling the periodic re-training of the model to include all the historically
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available data.
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@ -81,7 +81,7 @@ multiple control schemes using both classical \acrshort{gp}s, as well as
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Section~\ref{sec:gaussian_processes} provides the mathematical background for
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understanding \acrshort{gp}s, as well as the definition in very broad strokes of
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\acrshort{svgp}s and their differences from the classical implementation of
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\acrlong{gp}es. This information is later used for comparing their performances
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\acrshort{gp}s. This information is later used for comparing their performances
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and outlining their respective pros and cons.
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Section~\ref{sec:CARNOT} goes into the details of the implementation of the
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