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Updated Thesis and linear baseline

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Victor Mylle
2024-04-16 21:19:19 +02:00
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Result-Reports/Profit.md
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| Experiment | Model Type | Input Parameters | Profit | Charge Cycles |
|------------|------------|------------------|--------|----------------|
| [Link](https://clearml.victormylle.be/projects/2e46d4af6f1e4c399cf9f5aa30bc8795/experiments/432396923e354d579494048656228c32/info-output/metrics/scalar) | Diffusion Model | 
# Results
## Global Baseline
2 static thresholds determined to buy and sell electricity
| Tuned on | Charge Threshold | Discharge Threshold | Profit | Charge Cycles (target 283) |
|----------|------------------|---------------------|--------|---------------|
| Training data | 100 | 200 | 266294.15 | 492.0 |
| Test data | 200 | 250 | 143004.34 | 287.125 |
## Yesterday NRV Baseline
Thresholds are determiend on the reconstructed prices using the NRV of yesterday.
| Penalty | Profit | Charge Cycles (target 283) |
|---|---|---|
| 807.25 | 200771.44 | 282.5 | 
## Trained models
| Model | Experiment | Profit | Charge Cycles (target 283) |
|---|---|---|---|
| Diffusion Model | [Link](https://clearml.victormylle.be/projects/2e46d4af6f1e4c399cf9f5aa30bc8795/experiments/8487afb705bf47b78f3f013c19394da7/info-output/metrics/scalar?columns=selected&columns=type&columns=name&columns=tags&columns=status&columns=project.name&columns=users&columns=started&columns=last_update&columns=last_iteration&columns=m.290612199861c31d1036b185b4e69b75.0fa0d9b8ebcf2a3d9c95c22cd6e72912.value.Summary.OptimalProfit&columns=m.290612199861c31d1036b185b4e69b75.6d53291d99dd32fc27ecee29939046ec.value.Summary.OptimalChargeCycles&columns=m.0fa0d9b8ebcf2a3d9c95c22cd6e72912.098f6bcd4621d373cade4e832627b4f6.max_value.Optimal%20Profit.test&columns=m.1a899a19b54957e02a21c3a1d82577ad.0970ca62a85af2722008c5220e9d8a9e.value.Summary%2Ftest_CRPSLoss.lastreported&columns=m.293da6b015ca6a65992dcf7a53fa0237.098f6bcd4621d373cade4e832627b4f6.min_value.PinballLoss.test&order=-started&filter=) | 219848.9 | 283.06 |
|