35 lines
2.7 KiB
TeX
35 lines
2.7 KiB
TeX
\acswitchoff
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\babel@toc {english}{}\relax
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\contentsline {section}{\numberline {1}Introduction}{2}{section.1}%
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\contentsline {section}{\numberline {2}Electricity market}{3}{section.2}%
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\contentsline {section}{\numberline {3}Generative modeling}{7}{section.3}%
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\contentsline {subsection}{\numberline {3.1}Quantile Regression}{7}{subsection.3.1}%
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\contentsline {subsection}{\numberline {3.2}Autoregressive vs Non-Autoregressive models}{10}{subsection.3.2}%
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\contentsline {subsection}{\numberline {3.3}Model Types}{11}{subsection.3.3}%
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\contentsline {subsubsection}{\numberline {3.3.1}Linear Model}{11}{subsubsection.3.3.1}%
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\contentsline {subsubsection}{\numberline {3.3.2}Non-Linear Model}{12}{subsubsection.3.3.2}%
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\contentsline {subsubsection}{\numberline {3.3.3}Recurrent Neural Network (RNN)}{12}{subsubsection.3.3.3}%
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\contentsline {subsection}{\numberline {3.4}Diffusion models}{13}{subsection.3.4}%
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\contentsline {subsubsection}{\numberline {3.4.1}Overview}{13}{subsubsection.3.4.1}%
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\contentsline {subsubsection}{\numberline {3.4.2}Applications}{14}{subsubsection.3.4.2}%
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\contentsline {subsubsection}{\numberline {3.4.3}Generation process}{14}{subsubsection.3.4.3}%
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\contentsline {subsection}{\numberline {3.5}Evaluation}{16}{subsection.3.5}%
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\contentsline {section}{\numberline {4}Policies}{18}{section.4}%
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\contentsline {subsection}{\numberline {4.1}Baselines}{18}{subsection.4.1}%
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\contentsline {subsection}{\numberline {4.2}Policies based on NRV generations}{19}{subsection.4.2}%
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\contentsline {section}{\numberline {5}Literature Study}{20}{section.5}%
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\contentsline {subsection}{\numberline {5.1}Electricity Price Forecasting}{20}{subsection.5.1}%
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\contentsline {subsection}{\numberline {5.2}Policies for Battery Optimization}{21}{subsection.5.2}%
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\contentsline {section}{\numberline {6}Results \& Discussion}{22}{section.6}%
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\contentsline {subsection}{\numberline {6.1}Data}{22}{subsection.6.1}%
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\contentsline {subsection}{\numberline {6.2}Quantile Regression}{23}{subsection.6.2}%
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\contentsline {subsubsection}{\numberline {6.2.1}Linear Model}{23}{subsubsection.6.2.1}%
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\contentsline {subsubsection}{\numberline {6.2.2}Non-Linear Model}{30}{subsubsection.6.2.2}%
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\contentsline {subsubsection}{\numberline {6.2.3}GRU Model}{33}{subsubsection.6.2.3}%
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\contentsline {subsection}{\numberline {6.3}Diffusion}{37}{subsection.6.3}%
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\contentsline {subsection}{\numberline {6.4}Comparison}{41}{subsection.6.4}%
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\contentsline {section}{\numberline {7}Policies for battery optimization}{44}{section.7}%
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\contentsline {subsection}{\numberline {7.1}Baselines}{44}{subsection.7.1}%
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\contentsline {subsection}{\numberline {7.2}Policy using generated NRV samples}{45}{subsection.7.2}%
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\contentsline {section}{\numberline {A}Appendix}{49}{appendix.A}%
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