31 lines
2.4 KiB
TeX
31 lines
2.4 KiB
TeX
\babel@toc {english}{}\relax
|
|
\contentsline {section}{\numberline {1}Introduction}{2}{section.1}%
|
|
\contentsline {section}{\numberline {2}Electricity market}{3}{section.2}%
|
|
\contentsline {section}{\numberline {3}Generative modeling}{5}{section.3}%
|
|
\contentsline {subsection}{\numberline {3.1}Quantile Regression}{6}{subsection.3.1}%
|
|
\contentsline {subsection}{\numberline {3.2}Autoregressive vs Non-Autoregressive models}{8}{subsection.3.2}%
|
|
\contentsline {subsection}{\numberline {3.3}Model Types}{9}{subsection.3.3}%
|
|
\contentsline {subsubsection}{\numberline {3.3.1}Linear Model}{9}{subsubsection.3.3.1}%
|
|
\contentsline {subsubsection}{\numberline {3.3.2}Non-Linear Model}{10}{subsubsection.3.3.2}%
|
|
\contentsline {subsubsection}{\numberline {3.3.3}Recurrent Neural Network (RNN)}{10}{subsubsection.3.3.3}%
|
|
\contentsline {subsection}{\numberline {3.4}Diffusion models}{11}{subsection.3.4}%
|
|
\contentsline {subsubsection}{\numberline {3.4.1}Overview}{11}{subsubsection.3.4.1}%
|
|
\contentsline {subsubsection}{\numberline {3.4.2}Applications}{12}{subsubsection.3.4.2}%
|
|
\contentsline {subsubsection}{\numberline {3.4.3}Generation process}{12}{subsubsection.3.4.3}%
|
|
\contentsline {subsection}{\numberline {3.5}Evaluation}{14}{subsection.3.5}%
|
|
\contentsline {section}{\numberline {4}Policies}{16}{section.4}%
|
|
\contentsline {subsection}{\numberline {4.1}Baselines}{16}{subsection.4.1}%
|
|
\contentsline {subsection}{\numberline {4.2}Policies based on NRV generations}{17}{subsection.4.2}%
|
|
\contentsline {section}{\numberline {5}Literature Study}{18}{section.5}%
|
|
\contentsline {subsection}{\numberline {5.1}Electricity Price Forecasting}{18}{subsection.5.1}%
|
|
\contentsline {subsection}{\numberline {5.2}Policies for Battery Optimization}{19}{subsection.5.2}%
|
|
\contentsline {section}{\numberline {6}Results \& Discussion}{20}{section.6}%
|
|
\contentsline {subsection}{\numberline {6.1}Data}{20}{subsection.6.1}%
|
|
\contentsline {subsubsection}{\numberline {6.1.1}Linear Model}{21}{subsubsection.6.1.1}%
|
|
\contentsline {subsubsection}{\numberline {6.1.2}Non-Linear Model}{27}{subsubsection.6.1.2}%
|
|
\contentsline {subsubsection}{\numberline {6.1.3}GRU Model}{30}{subsubsection.6.1.3}%
|
|
\contentsline {subsection}{\numberline {6.2}Diffusion}{33}{subsection.6.2}%
|
|
\contentsline {section}{\numberline {7}Policies for battery optimization}{33}{section.7}%
|
|
\contentsline {subsection}{\numberline {7.1}Baselines}{33}{subsection.7.1}%
|
|
\contentsline {subsection}{\numberline {7.2}Policies using NRV predictions}{33}{subsection.7.2}%
|