Updated thesis
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@@ -130,11 +130,9 @@ A comparison of the baselines and the best-performing models is shown in Table \
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\bottomrule
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\end{tabular}
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\caption{Comparison of the different models using the CRPS, profit, charge cycles and penalty. The best-performing models for a certain type are selected based on the profit.}
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\caption{Comparison of the profit achieved by the baselines and the best-performing models. The improvement is calculated compared to the baseline that uses the NRV of yesterday as a prediction.}
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\label{tab:policy_comparison}
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\end{table}
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\newpage
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\section{Conclusion}
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In this thesis, generative methods are explored to model the NRV data of the Belgian electricity market. These methods are then used to improve the decision-making to charge and discharge a battery to make a profit.
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\newlabel{tab:diffusion_policy_comparison}{{13}{49}{Comparison of diffusion models using different hyperparameters. Early stopping is done based on the profit using the validation set.\relax }{table.caption.32}{}}
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\newlabel{fig:diffusion_policy_comparison_high_low_crps}{{20}{50}{Comparison of the two samples from the model with the lowest CRPS and the model with the highest profit. \relax }{figure.caption.33}{}}
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\bibstyle{unsrtnat}
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\bibdata{references}
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\bibcite{commission_for_electricity_and_gas_regulation_creg_study_2023}{{1}{}{{Commission for Electricity and Gas Regulation (CREG)}}{{}}}
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