Implemented baseline policy

This commit is contained in:
Victor Mylle
2023-12-13 10:32:09 +00:00
parent f74d588e62
commit c437c23566
4 changed files with 229 additions and 6 deletions

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@@ -4,7 +4,7 @@ Eerst literatuur bekijken ofdat probleem al voorkomt
- [x] compare reconstructed prices with real imbalance prices (on figure and metrics on whole test set)
- [ ] Baseline policy (Eche imbalanceprijzen):
- [x] Baseline policy (Eche imbalanceprijzen):
- Batterij:
- 2 MWh
- 1 MW power (charging / discharging)
@@ -13,9 +13,7 @@ Eerst literatuur bekijken ofdat probleem al voorkomt
- 1000 generaties voor 1 dag -> 1000 prijzen reconstrueren -> tresholds bepalen (logische tresholds) -> 2 tresholds voor 1 dag en toepassen op volledige test set
-> resultaten: # charge cycle
- [ ] Learning rate non autoregressive
- [x] Learning rate non autoregressive
- [x] !!! Historgram quantile plot volledige dag
- [x] CRPS en MAE, over 96 wanneer wordt het slecht
@@ -199,4 +197,4 @@ Estimated Total Size (MB): 219.17
| Model | Experiment | test_L1Loss | test_CRPSLoss |
|---|---|---| ---|
| Linear Model | [Link](https://clearml.victormylle.be/projects/2e46d4af6f1e4c399cf9f5aa30bc8795/experiments/8f00fa7713f94d2ca376ce0eabc2742f/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=parent.name&columns=m.1a899a19b54957e02a21c3a1d82577ad.0970ca62a85af2722008c5220e9d8a9e.value.Summary%2Ftest_CRPSLoss.lastreported&columns=m.293da6b015ca6a65992dcf7a53fa0237.098f6bcd4621d373cade4e832627b4f6.min_value.PinballLoss.test&order=-last_update&filter=) | 104.89022124436754 | 69.04472427024562 |
| Non Linear Model | [Link](https://clearml.victormylle.be/projects/2e46d4af6f1e4c399cf9f5aa30bc8795/experiments/f2ed5c3b54cd4d859d72bc55e53ff646/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=parent.name&columns=m.1a899a19b54957e02a21c3a1d82577ad.0970ca62a85af2722008c5220e9d8a9e.value.Summary%2Ftest_CRPSLoss.lastreported&columns=m.293da6b015ca6a65992dcf7a53fa0237.098f6bcd4621d373cade4e832627b4f6.min_value.PinballLoss.test&order=-last_update&filter=) | 103.250159162178 | 74.21675055952228 |
| Non Linear Model | [Link](https://clearml.victormylle.be/projects/2e46d4af6f1e4c399cf9f5aa30bc8795/experiments/d19c767120a24f97b3231f0e8ac9f2b5/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=parent.name&columns=m.1a899a19b54957e02a21c3a1d82577ad.0970ca62a85af2722008c5220e9d8a9e.value.Summary%2Ftest_CRPSLoss.lastreported&columns=m.293da6b015ca6a65992dcf7a53fa0237.098f6bcd4621d373cade4e832627b4f6.min_value.PinballLoss.test&order=-last_update&filter=) | 103.3332725941881 | 69.50204645931149 |