From 361414cd413409b342209cc1c2ac5d711e8e55ae Mon Sep 17 00:00:00 2001 From: Victor Mylle Date: Thu, 25 Apr 2024 14:08:43 +0200 Subject: [PATCH] Updated thesis --- Reports/Thesis/sections/nrv_prediction.tex | 2 +- Reports/Thesis/verslag.log | 136 ++++++++++----------- Reports/Thesis/verslag.pdf | Bin 4068911 -> 4068943 bytes Reports/Thesis/verslag.synctex.gz | Bin 0 -> 209345 bytes Reports/Thesis/verslag.tex | 20 +++ src/trainers/diffusion_trainer.py | 49 ++++---- src/training_scripts/diffusion_training.py | 25 ++-- 7 files changed, 127 insertions(+), 105 deletions(-) create mode 100644 Reports/Thesis/verslag.synctex.gz diff --git a/Reports/Thesis/sections/nrv_prediction.tex b/Reports/Thesis/sections/nrv_prediction.tex index 35ba05e..aa28761 100644 --- a/Reports/Thesis/sections/nrv_prediction.tex +++ b/Reports/Thesis/sections/nrv_prediction.tex @@ -140,7 +140,7 @@ The MAE and MSE metrics do not compare the distribution of the NRV to the real N The mean CRPS can be calculated over the different days to get a single value. The lower this value, the better the NRV is modeled. The CRPS metric can be visualized as shown in figure \ref{fig:crps_visualization}. The CRPS is the area between the predicted cumulative distribution function and the Heavyside function. The lower the area between the curves, the better the NRV is modeled. -TODO: improve visualisation? +TODO: improve visualisation? -> echte NRV + y as cummulative prob \begin{figure}[H] \centering \includegraphics[width=0.8\textwidth]{images/quantile_regression/crps_visualization.png} diff --git a/Reports/Thesis/verslag.log b/Reports/Thesis/verslag.log index 9563008..e18acc0 100644 --- a/Reports/Thesis/verslag.log +++ b/Reports/Thesis/verslag.log @@ -1,4 +1,4 @@ -This is pdfTeX, Version 3.141592653-2.6-1.40.25 (TeX Live 2023) (preloaded format=pdflatex 2023.9.17) 24 APR 2024 21:49 +This is pdfTeX, Version 3.141592653-2.6-1.40.25 (TeX Live 2023) (preloaded format=pdflatex 2023.9.17) 25 APR 2024 12:04 entering extended mode restricted \write18 enabled. file:line:error style messages enabled. @@ -851,45 +851,45 @@ Package csquotes Info: Checking for multilingual support... Package csquotes Info: ... found 'babel' package. Package csquotes Info: Adjusting default style. 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zsImD!sA(K^+h6|q-%j)YI>-FY|Mv5*zkUCwfBNI6@4opvaqKtjwy8 Quantile Regression +% -> Autoregressive vs non autoregressive +% -> Modellen (linear, non linear, gru) +% -> Diffusion (1 grote) +% Policies (globaal, hoe winst maken) Wij heel simpele, tonen dat NRV generaties nut hebben. Reinforcement learning voor complexere +% -> Baseline Policies +% -> Policies based on generations (NRV is nu full day samples) +% Waarom nuttig om toekomst te modellen +% Results & discussion +% -> Per model resultaten +% -> Comparison between models +% Conclusion + +% plot mean and std for averaged NRV over all days +% Autoregressive models krijgen enkels voorspelde waardes voor dat kwartier, waarom niet van kwartieren erna ook? Uitleg: voor laatste kwartier van de dag, voorspelling van de dag erna nodig. Anders extra padding. + +% Non autoregressive vs autoregressive. Autoregressive weet niet dat hij T+1 ... T+96 moet voorspellen. Denkt dat hij enkel T+1 voorspelt. Te overconfident in voorspellingen voor input met error. \newcolumntype{C}{>{\centering\arraybackslash}X} @@ -158,6 +177,7 @@ \include{sections/literature_study} +% In introduction \section{TODO: Better title for this section} This thesis can be divided into two main parts. The first part focuses on modeling the Net Regulation Volume (NRV) of the Belgian electricity market for the next day. This modeling is conditioned on multiple inputs that can be obtained from Elia (TODO: add citation to the open data of Elia). The second part of the thesis focuses on optimizing a simple policy using the NRV generations for the next day. The policy tries to maximize profit by charging and discharging a battery and thereby buying and selling electricity on the market. Multiple models are trained and tested to model the NRV and compared to each other based on their profit optimization. diff --git a/src/trainers/diffusion_trainer.py b/src/trainers/diffusion_trainer.py index 602d3b1..42ea487 100644 --- a/src/trainers/diffusion_trainer.py +++ b/src/trainers/diffusion_trainer.py @@ -242,30 +242,31 @@ class DiffusionTrainer: _, generated_sampels = self.test(test_loader, -1, task) # self.policy_evaluator.plot_profits_table() + if self.policy_evaluator: - optimal_penalty, profit, charge_cycles = ( - self.policy_evaluator.optimize_penalty_for_target_charge_cycles( - idx_samples=generated_sampels, - test_loader=test_loader, - initial_penalty=900, - target_charge_cycles=283, - initial_learning_rate=1, - max_iterations=50, - tolerance=1, + optimal_penalty, profit, charge_cycles = ( + self.policy_evaluator.optimize_penalty_for_target_charge_cycles( + idx_samples=generated_sampels, + test_loader=test_loader, + initial_penalty=900, + target_charge_cycles=283, + initial_learning_rate=1, + max_iterations=50, + tolerance=1, + ) ) - ) - print( - f"Optimal Penalty: {optimal_penalty}, Profit: {profit}, Charge Cycles: {charge_cycles}" - ) + print( + f"Optimal Penalty: {optimal_penalty}, Profit: {profit}, Charge Cycles: {charge_cycles}" + ) - task.get_logger().report_single_value( - name="Optimal Penalty", value=optimal_penalty - ) - task.get_logger().report_single_value(name="Optimal Profit", value=profit) - task.get_logger().report_single_value( - name="Optimal Charge Cycles", value=charge_cycles - ) + task.get_logger().report_single_value( + name="Optimal Penalty", value=optimal_penalty + ) + task.get_logger().report_single_value(name="Optimal Profit", value=profit) + task.get_logger().report_single_value( + name="Optimal Charge Cycles", value=charge_cycles + ) if task: task.close() @@ -436,13 +437,13 @@ class DiffusionTrainer: inversed_samples_batched - inversed_expanded_targets ) inversed_mae_mean = inversed_mae.mean() - all_inversed_mae.extend(inversed_mae_mean.tolist()) + all_inversed_mae.append(inversed_mae_mean) inversed_mse = np.square( inversed_samples_batched - inversed_expanded_targets ) inversed_mse_mean = inversed_mse.mean() - all_inversed_mse.extend(inversed_mse_mean.tolist()) + all_inversed_mse.append(inversed_mse_mean) # add all values from crps_mean to all_crps all_crps.extend(crps_mean.tolist()) @@ -460,12 +461,12 @@ class DiffusionTrainer: mean_inversed_mae = np.array(all_inversed_mae).mean() task.get_logger().report_single_value( - name="test_MSELoss", value=mean_inversed_mae + name="test_L1Loss", value=mean_inversed_mae ) mean_inversed_mse = np.array(all_inversed_mse).mean() task.get_logger().report_single_value( - name="test_L1Loss", value=mean_inversed_mse + name="test_MSELoss", value=mean_inversed_mse ) if self.best_score is None or mean_crps < self.best_score: diff --git a/src/training_scripts/diffusion_training.py b/src/training_scripts/diffusion_training.py index 456fee8..904e59a 100644 --- a/src/training_scripts/diffusion_training.py +++ b/src/training_scripts/diffusion_training.py @@ -2,7 +2,7 @@ from src.utils.clearml import ClearMLHelper clearml_helper = ClearMLHelper(project_name="Thesis/NrvForecast") task = clearml_helper.get_task( - task_name="Diffusion Training: hidden_sizes=[256, 256], lr=0.0001, time_dim=8" + task_name="Diffusion Training: hidden_sizes=[256, 256], lr=0.0001, time_dim=8 + Load + PV + Wind + NP" ) task.execute_remotely(queue_name="default", exit_process=True) @@ -19,16 +19,19 @@ from src.policies.PolicyEvaluator import PolicyEvaluator data_config = DataConfig() data_config.NRV_HISTORY = True -data_config.LOAD_HISTORY = False -data_config.LOAD_FORECAST = False +data_config.LOAD_HISTORY = True +data_config.LOAD_FORECAST = True -data_config.WIND_FORECAST = False -data_config.WIND_HISTORY = False +data_config.PV_FORECAST = True +data_config.PV_HISTORY = True -data_config.QUARTER = False -data_config.DAY_OF_WEEK = False +data_config.WIND_FORECAST = True +data_config.WIND_HISTORY = True -data_config.NOMINAL_NET_POSITION = False +data_config.QUARTER = True +data_config.DAY_OF_WEEK = True + +data_config.NOMINAL_NET_POSITION = True data_config = task.connect(data_config, name="data_features") @@ -42,7 +45,7 @@ print("Input dim: ", inputDim) model_parameters = { "epochs": 15000, "learning_rate": 0.0001, - "hidden_sizes": [256, 256], + "hidden_sizes": [256, 256, 256], "time_dim": 8, } @@ -70,7 +73,5 @@ baseline_policy = BaselinePolicy(battery, data_path="") policy_evaluator = PolicyEvaluator(baseline_policy, task) #### Trainer #### -trainer = DiffusionTrainer( - model, data_processor, "cuda", policy_evaluator=policy_evaluator -) +trainer = DiffusionTrainer(model, data_processor, "cuda", policy_evaluator=None) trainer.train(model_parameters["epochs"], model_parameters["learning_rate"], task)