VictorMylle/Thesis
1
0
Fork 0
Code Issues Pull Requests Packages Projects Releases Wiki Activity

Updated non autoregressive images in thesis

Browse Source
This commit is contained in:
Victor Mylle
2024-04-19 16:19:18 +02:00
parent afa70fc3b3
commit e0fbf54347
16 changed files with 41 additions and 41 deletions
Download Patch File Download Diff File Expand all files Collapse all files

BIN
Reports/Thesis/images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_13344_samples.png
View File

Binary file not shown.
Side by Side Swipe Overlay

Before

Width:  |  Height:  |  Size: 333 KiB

After

Width:  |  Height:  |  Size: 327 KiB

BIN
Reports/Thesis/images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_4320_samples.png
View File

Binary file not shown.
Side by Side Swipe Overlay

Before

Width:  |  Height:  |  Size: 354 KiB

After

Width:  |  Height:  |  Size: 342 KiB

BIN
Reports/Thesis/images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_6336_samples.png
View File

Binary file not shown.
Side by Side Swipe Overlay

Before

Width:  |  Height:  |  Size: 301 KiB

After

Width:  |  Height:  |  Size: 296 KiB

BIN
Reports/Thesis/images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_7008_samples.png
View File

Binary file not shown.
Side by Side Swipe Overlay

Before

Width:  |  Height:  |  Size: 349 KiB

After

Width:  |  Height:  |  Size: 346 KiB

BIN
Reports/Thesis/images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png
View File

Binary file not shown.
Side by Side Swipe Overlay

Before

Width:  |  Height:  |  Size: 339 KiB

After

Width:  |  Height:  |  Size: 336 KiB

BIN
Reports/Thesis/images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_13344.png
View File

Binary file not shown.
Side by Side Swipe Overlay

Before

Width:  |  Height:  |  Size: 247 KiB

After

Width:  |  Height:  |  Size: 243 KiB

BIN
Reports/Thesis/images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_4320.png
View File

Binary file not shown.
Side by Side Swipe Overlay

Before

Width:  |  Height:  |  Size: 238 KiB

After

Width:  |  Height:  |  Size: 225 KiB

BIN
Reports/Thesis/images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_6336.png
View File

Binary file not shown.
Side by Side Swipe Overlay

Before

Width:  |  Height:  |  Size: 225 KiB

After

Width:  |  Height:  |  Size: 214 KiB

BIN
Reports/Thesis/images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_7008.png
View File

Binary file not shown.
Side by Side Swipe Overlay

Before

Width:  |  Height:  |  Size: 255 KiB

After

Width:  |  Height:  |  Size: 246 KiB

BIN
Reports/Thesis/images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_864.png
View File

Binary file not shown.
Side by Side Swipe Overlay

Before

Width:  |  Height:  |  Size: 251 KiB

After

Width:  |  Height:  |  Size: 242 KiB

24
Reports/Thesis/sections/nrv_prediction.tex
View File

@@ -322,19 +322,17 @@ Because of error propagation in the autoregressive model, the outputted quantile
% figure with 2 models compared (left with 4 row examples and right with 4 row examples), autoregressive vs non-autoregressive % figure with 2 models compared (left with 4 row examples and right with 4 row examples), autoregressive vs non-autoregressive
\begin{figure}[ht] \begin{figure}[ht]
\centering \centering
\begin{adjustbox}{width=1.3\textwidth,center} \begin{subfigure}[b]{0.49\textwidth}
\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}
\includegraphics[width=\textwidth]{images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png} \caption{Autoregressive model}
\caption{Autoregressive model} \label{fig:linear_model_sample_comparison_autoregressive}
\label{fig:linear_model_sample_comparison_autoregressive} \end{subfigure}
\end{subfigure} \hfill
\hfill \begin{subfigure}[b]{0.49\textwidth}
\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}
\includegraphics[width=\textwidth]{images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png} \caption{Non-autoregressive model}
\caption{Non-autoregressive model} \label{fig:linear_model_sample_comparison_non_autoregressive}
\label{fig:linear_model_sample_comparison_non_autoregressive} \end{subfigure}
\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.} \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} \label{fig:linear_model_sample_comparison}
\end{figure} \end{figure}

38
Reports/Thesis/verslag.log
View File

@@ -1,4 +1,4 @@
This is pdfTeX, Version 3.141592653-2.6-1.40.25 (TeX Live 2023) (preloaded format=pdflatex 2023.9.17) 19 APR 2024 15:58 This is pdfTeX, Version 3.141592653-2.6-1.40.25 (TeX Live 2023) (preloaded format=pdflatex 2023.9.17) 19 APR 2024 16:14
entering extended mode entering extended mode
restricted \write18 enabled. restricted \write18 enabled.
file:line:error style messages enabled. file:line:error style messages enabled.
@@ -1412,37 +1412,37 @@ Underfull \hbox (badness 10000) in paragraph at lines 259--265
[] []
[19 <./images/quantile_regression/aqr_linear_model_samples/AQR_NRV_Load_Wind_PV_NP_QE-Sample_864.png> <./images/quantile_regression/aqr_linear_model_samples/AQR_NRV_Load_Wind_PV_NP_QE-Sample_4320.png> <./images/quantile_regression/aqr_linear_model_samples/AQR_NRV_Load_Wind_PV_NP_QE-Sample_6336.png> <./images/quantile_regression/aqr_linear_model_samples/AQR_NRV_Load_Wind_PV_NP_QE-Sample_7008.png>] [19 <./images/quantile_regression/aqr_linear_model_samples/AQR_NRV_Load_Wind_PV_NP_QE-Sample_864.png> <./images/quantile_regression/aqr_linear_model_samples/AQR_NRV_Load_Wind_PV_NP_QE-Sample_4320.png> <./images/quantile_regression/aqr_linear_model_samples/AQR_NRV_Load_Wind_PV_NP_QE-Sample_6336.png> <./images/quantile_regression/aqr_linear_model_samples/AQR_NRV_Load_Wind_PV_NP_QE-Sample_7008.png>]
<images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_864.png, id=255, 1445.4pt x 722.7pt> <images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_864.png, id=255, 1180.8918pt x 595.5048pt>
File: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_864.png Graphic file (type png) File: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_864.png Graphic file (type png)
<use images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_864.png> <use images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_864.png>
Package pdftex.def Info: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_864.png used on input line 291. Package pdftex.def Info: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_864.png used on input line 291.
(pdftex.def) Requested size: 223.07211pt x 111.53212pt. (pdftex.def) Requested size: 223.07211pt x 112.49284pt.
<images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_4320.png, id=256, 1445.4pt x 722.7pt> <images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_4320.png, id=256, 1180.8918pt x 595.5048pt>
File: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_4320.png Graphic file (type png) File: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_4320.png Graphic file (type png)
<use images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_4320.png> <use images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_4320.png>
Package pdftex.def Info: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_4320.png used on input line 297. Package pdftex.def Info: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_4320.png used on input line 297.
(pdftex.def) Requested size: 223.07211pt x 111.53212pt. (pdftex.def) Requested size: 223.07211pt x 112.49284pt.
<images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_6336.png, id=257, 1445.4pt x 722.7pt> <images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_6336.png, id=257, 1180.8918pt x 595.5048pt>
File: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_6336.png Graphic file (type png) File: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_6336.png Graphic file (type png)
<use images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_6336.png> <use images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_6336.png>
Package pdftex.def Info: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_6336.png used on input line 303. Package pdftex.def Info: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_6336.png used on input line 303.
(pdftex.def) Requested size: 223.07211pt x 111.53212pt. (pdftex.def) Requested size: 223.07211pt x 112.49284pt.
<images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_7008.png, id=258, 1445.4pt x 722.7pt> <images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_7008.png, id=258, 1180.8918pt x 595.5048pt>
File: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_7008.png Graphic file (type png) File: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_7008.png Graphic file (type png)
<use images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_7008.png> <use images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_7008.png>
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. 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.
(pdftex.def) Requested size: 223.07211pt x 111.53212pt. (pdftex.def) Requested size: 223.07211pt x 112.49284pt.
<images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png, id=259, 1445.4pt x 722.7pt> <images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png, id=259, 1180.8918pt x 595.5048pt>
File: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png Graphic file (type png) File: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png Graphic file (type png)
<use images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png> <use images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png>
Package pdftex.def Info: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png used on input line 327. Package pdftex.def Info: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png used on input line 326.
(pdftex.def) Requested size: 318.66948pt x 159.33633pt. (pdftex.def) Requested size: 223.07211pt x 112.49284pt.
File: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png Graphic file (type png) File: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png Graphic file (type png)
<use images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png> <use images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png>
Package pdftex.def Info: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png used on input line 333. Package pdftex.def Info: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png used on input line 332.
(pdftex.def) Requested size: 318.66948pt x 159.33633pt. (pdftex.def) Requested size: 223.07211pt x 112.49284pt.
Underfull \hbox (badness 10000) in paragraph at lines 318--341 Underfull \hbox (badness 10000) in paragraph at lines 318--339
[] []
@@ -1462,15 +1462,15 @@ Package logreq Info: Writing requests to 'verslag.run.xml'.
) )
Here is how much of TeX's memory you used: Here is how much of TeX's memory you used:
26661 strings out of 476025 26660 strings out of 476025
480670 string characters out of 5790017 480658 string characters out of 5790017
1866388 words of memory out of 5000000 1866388 words of memory out of 5000000
46623 multiletter control sequences out of 15000+600000 46622 multiletter control sequences out of 15000+600000
597808 words of font info for 86 fonts, out of 8000000 for 9000 597808 words of font info for 86 fonts, out of 8000000 for 9000
1141 hyphenation exceptions out of 8191 1141 hyphenation exceptions out of 8191
83i,16n,131p,1343b,5180s stack positions out of 10000i,1000n,20000p,200000b,200000s 83i,16n,131p,1343b,5180s stack positions out of 10000i,1000n,20000p,200000b,200000s
</Users/victormylle/Library/texlive/2023/texmf-var/fonts/pk/ljfour/public/bbm/bbm12.600pk></usr/local/texlive/2023/texmf-dist/fonts/type1/public/libertinust1math/LibertinusT1Math.pfb></usr/local/texlive/2023/texmf-dist/fonts/type1/public/libertine/LinBiolinumT.pfb></usr/local/texlive/2023/texmf-dist/fonts/type1/public/libertine/LinBiolinumTB.pfb></usr/local/texlive/2023/texmf-dist/fonts/type1/public/libertine/LinLibertineT.pfb></usr/local/texlive/2023/texmf-dist/fonts/type1/public/libertine/LinLibertineTB.pfb></usr/local/texlive/2023/texmf-dist/fonts/type1/public/stix/stix-mathcal.pfb> </Users/victormylle/Library/texlive/2023/texmf-var/fonts/pk/ljfour/public/bbm/bbm12.600pk></usr/local/texlive/2023/texmf-dist/fonts/type1/public/libertinust1math/LibertinusT1Math.pfb></usr/local/texlive/2023/texmf-dist/fonts/type1/public/libertine/LinBiolinumT.pfb></usr/local/texlive/2023/texmf-dist/fonts/type1/public/libertine/LinBiolinumTB.pfb></usr/local/texlive/2023/texmf-dist/fonts/type1/public/libertine/LinLibertineT.pfb></usr/local/texlive/2023/texmf-dist/fonts/type1/public/libertine/LinLibertineTB.pfb></usr/local/texlive/2023/texmf-dist/fonts/type1/public/stix/stix-mathcal.pfb>
Output written on verslag.pdf (23 pages, 3008032 bytes). Output written on verslag.pdf (23 pages, 2947472 bytes).
PDF statistics: PDF statistics:
346 PDF objects out of 1000 (max. 8388607) 346 PDF objects out of 1000 (max. 8388607)
270 compressed objects within 3 object streams 270 compressed objects within 3 object streams

BIN
Reports/Thesis/verslag.pdf
View File

Binary file not shown.

BIN
Reports/Thesis/verslag.synctex.gz Normal file
View File

Binary file not shown.

2
src/training_scripts/autoregressive_quantiles.py
View File

@@ -3,7 +3,7 @@ from src.utils.clearml import ClearMLHelper
#### ClearML #### #### ClearML ####
clearml_helper = ClearMLHelper(project_name="Thesis/NrvForecast") clearml_helper = ClearMLHelper(project_name="Thesis/NrvForecast")
task = clearml_helper.get_task( task = clearml_helper.get_task(
task_name="AQR: Linear Baseline + Load + PV + Wind + Net Position + Quarter" task_name="AQR: Linear Baseline + Load + PV + Wind + Net Position + Quarter (dim 5)"
) )
task.execute_remotely(queue_name="default", exit_process=True) task.execute_remotely(queue_name="default", exit_process=True)

18
src/training_scripts/non_autoregressive_quantiles.py
View File

@@ -2,7 +2,9 @@ from src.utils.clearml import ClearMLHelper
#### ClearML #### #### ClearML ####
clearml_helper = ClearMLHelper(project_name="Thesis/NAQR: Linear") clearml_helper = ClearMLHelper(project_name="Thesis/NAQR: Linear")
task = clearml_helper.get_task(task_name="NAQR: Linear (extra test)") task = clearml_helper.get_task(
task_name="NAQR: Linear + Load + PV + Wind + Net Position"
)
task.execute_remotely(queue_name="default", exit_process=True) task.execute_remotely(queue_name="default", exit_process=True)
from src.policies.PolicyEvaluator import PolicyEvaluator from src.policies.PolicyEvaluator import PolicyEvaluator
@@ -27,16 +29,16 @@ from src.models.time_embedding_layer import TimeEmbedding
data_config = DataConfig() data_config = DataConfig()
data_config.NRV_HISTORY = True data_config.NRV_HISTORY = True
data_config.LOAD_HISTORY = False data_config.LOAD_HISTORY = True
data_config.LOAD_FORECAST = False data_config.LOAD_FORECAST = True
data_config.WIND_FORECAST = False data_config.WIND_FORECAST = True
data_config.WIND_HISTORY = False data_config.WIND_HISTORY = True
data_config.PV_FORECAST = False data_config.PV_FORECAST = True
data_config.PV_HISTORY = False data_config.PV_HISTORY = True
data_config.NOMINAL_NET_POSITION = False data_config.NOMINAL_NET_POSITION = True
data_config = task.connect(data_config, name="data_features") data_config = task.connect(data_config, name="data_features")