diff --git a/Reports/Thesis/images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_13344_samples.png b/Reports/Thesis/images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_13344_samples.png new file mode 100644 index 0000000..bd04a3c Binary files /dev/null and b/Reports/Thesis/images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_13344_samples.png differ diff --git a/Reports/Thesis/images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_4320_samples.png b/Reports/Thesis/images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_4320_samples.png new file mode 100644 index 0000000..7bfcb75 Binary files /dev/null and b/Reports/Thesis/images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_4320_samples.png differ diff --git a/Reports/Thesis/images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_6336_samples.png b/Reports/Thesis/images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_6336_samples.png new file mode 100644 index 0000000..f755077 Binary files /dev/null and b/Reports/Thesis/images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_6336_samples.png differ diff --git a/Reports/Thesis/images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_7008_samples.png b/Reports/Thesis/images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_7008_samples.png new file mode 100644 index 0000000..8c725b9 Binary files /dev/null and b/Reports/Thesis/images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_7008_samples.png differ diff --git a/Reports/Thesis/images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png b/Reports/Thesis/images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png new file mode 100644 index 0000000..f9c83e9 Binary files /dev/null and b/Reports/Thesis/images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png differ diff --git a/Reports/Thesis/sections/nrv_prediction.tex b/Reports/Thesis/sections/nrv_prediction.tex index 62d17d6..93b600b 100644 --- a/Reports/Thesis/sections/nrv_prediction.tex +++ b/Reports/Thesis/sections/nrv_prediction.tex @@ -319,6 +319,26 @@ Comparing the results from the autoregressive and non-autoregressive linear mode % TODO: Is this reasoning correct? + Explain the results more we see in the table (Weird results :( ) Because of error propagation in the autoregressive model, the outputted quantiles also contain more error which leads to a higher CRPS. The non-autoregressive model does not suffer from this problem. \\\\ +% figure with 2 models compared (left with 4 row examples and right with 4 row examples), autoregressive vs non-autoregressive +\begin{figure}[ht] + \centering + \begin{adjustbox}{width=1.3\textwidth,center} + \begin{subfigure}[b]{0.7\textwidth} + \includegraphics[width=\textwidth]{images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png} + \caption{Autoregressive model} + \label{fig:linear_model_sample_comparison_autoregressive} + \end{subfigure} + \hfill + \begin{subfigure}[b]{0.7\textwidth} + \includegraphics[width=\textwidth]{images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png} + \caption{Non-autoregressive model} + \label{fig:linear_model_sample_comparison_non_autoregressive} + \end{subfigure} + \end{adjustbox} + \caption{Comparison of the autoregressive and non-autoregressive linear models. The plots show the confidence intervals calculated from 1000 generated full-day NRV samples. The samples were generated using input features NRV, Load, Wind, PV, Net Position and the quarter embedding.} + \label{fig:linear_model_sample_comparison} +\end{figure} + diff --git a/Reports/Thesis/verslag.synctex.gz b/Reports/Thesis/verslag 10.synctex.gz similarity index 87% rename from Reports/Thesis/verslag.synctex.gz rename to Reports/Thesis/verslag 10.synctex.gz index abbc103..9c39a02 100644 Binary files a/Reports/Thesis/verslag.synctex.gz and b/Reports/Thesis/verslag 10.synctex.gz differ diff --git a/Reports/Thesis/verslag 11.synctex.gz b/Reports/Thesis/verslag 11.synctex.gz new file mode 100644 index 0000000..8482b54 Binary files /dev/null and b/Reports/Thesis/verslag 11.synctex.gz differ diff --git a/Reports/Thesis/verslag 12.synctex.gz b/Reports/Thesis/verslag 12.synctex.gz new file mode 100644 index 0000000..e99fc76 Binary files /dev/null and b/Reports/Thesis/verslag 12.synctex.gz differ diff --git a/Reports/Thesis/verslag 13.synctex.gz b/Reports/Thesis/verslag 13.synctex.gz new file mode 100644 index 0000000..d53ea54 Binary files /dev/null and b/Reports/Thesis/verslag 13.synctex.gz differ diff --git a/Reports/Thesis/verslag.aux b/Reports/Thesis/verslag.aux index ac64c85..63c87c9 100644 --- a/Reports/Thesis/verslag.aux +++ b/Reports/Thesis/verslag.aux @@ -16,6 +16,7 @@ \gdef\HyperFirstAtBeginDocument#1{#1} \providecommand\HyField@AuxAddToFields[1]{} \providecommand\HyField@AuxAddToCoFields[2]{} +\providecommand \oddpage@label [2]{} \babel@aux{english}{} \@input{sections/introduction.aux} \@input{sections/background.aux} @@ -65,6 +66,12 @@ \newlabel{sub@fig:non_autoregressive_linear_model_sample_4}{{d}{20}{Sample 4\relax }{figure.caption.11}{}} \@writefile{lof}{\contentsline {figure}{\numberline {6}{\ignorespaces Test examples of the non-autoregressive linear model. 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(./verslag.toc LaTeX Font Info: Font shape `T1/LinuxLibertineT-TLF/b/n' will be (Font) scaled to size 12.0pt on input line 2. @@ -1092,7 +1127,7 @@ LaTeX Font Info: Font shape `T1/LinuxLibertineT-TLF/b/n' will be pdfTeX warning (ext4): destination with the same identifier (name{page.1}) has been already used, duplicate ignored \relax -l.119 \newpage +l.123 \newpage [1 {/usr/local/texlive/2023/texmf-dist/fonts/enc/dvips/libertine/lbtn_nh77jq.enc}{/usr/local/texlive/2023/texmf-dist/fonts/enc/dvips/libertine/lbtn_76gpa5.enc}] @@ -1397,17 +1432,21 @@ File: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV Package pdftex.def Info: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_7008.png used on input line 309. 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PDF statistics: - 343 PDF objects out of 1000 (max. 8388607) - 269 compressed objects within 3 object streams - 61 named destinations out of 1000 (max. 500000) - 231 words of extra memory for PDF output out of 10000 (max. 10000000) + 346 PDF objects out of 1000 (max. 8388607) + 270 compressed objects within 3 object streams + 62 named destinations out of 1000 (max. 500000) + 236 words of extra memory for PDF output out of 10000 (max. 10000000) diff --git a/Reports/Thesis/verslag.pdf b/Reports/Thesis/verslag.pdf index 28272cf..ccfe950 100644 Binary files a/Reports/Thesis/verslag.pdf and b/Reports/Thesis/verslag.pdf differ diff --git a/Reports/Thesis/verslag.tex b/Reports/Thesis/verslag.tex index 3dad047..b126fdf 100644 --- a/Reports/Thesis/verslag.tex +++ b/Reports/Thesis/verslag.tex @@ -24,6 +24,10 @@ \usepackage{bbm} \usepackage{booktabs} \usepackage{subcaption} +\usepackage{adjustbox} +\usepackage{caption} +\usepackage{subcaption} + \newcolumntype{C}{>{\centering\arraybackslash}X} diff --git a/src/trainers/autoregressive_trainer.py b/src/trainers/autoregressive_trainer.py index 25ae9b6..6c42af4 100644 --- a/src/trainers/autoregressive_trainer.py +++ b/src/trainers/autoregressive_trainer.py @@ -71,7 +71,7 @@ class AutoRegressiveTrainer(Trainer): ) else: - fig.savefig(f"sample_{actual_idx}_plot.png") + fig.savefig(f"sample_{actual_idx}_plot.png", bbox_inches="tight") task.get_logger().report_image( title="Final Training Plot", series=f"Sample {actual_idx}", @@ -79,7 +79,9 @@ class AutoRegressiveTrainer(Trainer): local_path=f"sample_{actual_idx}_plot.png", ) - fig2.savefig(f"sample_{actual_idx}_samples_plot.png") + fig2.savefig( + f"sample_{actual_idx}_samples_plot.png", bbox_inches="tight" + ) task.get_logger().report_image( title="Final Training Samples Plot", series=f"Sample {actual_idx} samples", diff --git a/src/trainers/quantile_trainer.py b/src/trainers/quantile_trainer.py index fda821c..f587051 100644 --- a/src/trainers/quantile_trainer.py +++ b/src/trainers/quantile_trainer.py @@ -670,7 +670,7 @@ class NonAutoRegressiveQuantileRegression(Trainer): else: print("Saving figs") # fig to PIL image - fig.savefig(f"sample_{actual_idx}_plot.png") + fig.savefig(f"sample_{actual_idx}_plot.png", bbox_inches="tight") task.get_logger().report_image( title="Final Training Plot", series=f"Sample {actual_idx}", @@ -678,7 +678,9 @@ class NonAutoRegressiveQuantileRegression(Trainer): local_path=f"sample_{actual_idx}_plot.png", ) - fig2.savefig(f"sample_{actual_idx}_samples_plot.png") + fig2.savefig( + f"sample_{actual_idx}_samples_plot.png", bbox_inches="tight" + ) task.get_logger().report_image( title="Final Training Samples Plot", series=f"Sample {actual_idx} samples", diff --git a/src/trainers/trainer.py b/src/trainers/trainer.py index fb28a9c..fa018c8 100644 --- a/src/trainers/trainer.py +++ b/src/trainers/trainer.py @@ -362,7 +362,7 @@ class Trainer: else: print("Saving final plots") # fig to PIL image - fig.savefig(f"sample_{actual_idx}_plot.png") + fig.savefig(f"sample_{actual_idx}_plot.png", bbox_inches="tight") task.get_logger().report_image( title="Final Training Plot", series=f"Sample {actual_idx}", @@ -370,7 +370,9 @@ class Trainer: local_path=f"sample_{actual_idx}_plot.png", ) - fig2.savefig(f"sample_{actual_idx}_samples_plot.png") + fig2.savefig( + f"sample_{actual_idx}_samples_plot.png", bbox_inches="tight" + ) task.get_logger().report_image( title="Final Training Samples Plot", series=f"Sample {actual_idx} samples",