Dataset for the article "Frequency regulation with storage: On losses and profits"

Lauinger, DirkVuille, FrançoisKuhn, Daniel2023-07-062023-07-062023-07-06202310.5281/zenodo.8014696https://infoscience.epfl.ch/handle/20.500.14299/198865This dataset complements the article "Frequency regulation with storage: On losses and profits" by Dirk Lauinger, François Vuille, and Daniel Kuhn, available at https://arxiv.org/abs/2306.02987. The dataset contains the following files: 1. Case_study.ipynb, which relies on the datafiles delta_10s.h5, pa.h5, pb.h5, and pd.h5 to construct all figures in the article. The jupyter notebook is also available at https://github.com/lauinger/cost-of-frequency-regulation-through-electricity-storage. 2. delta_10s.h5, which contains normalized frequency deviations with a 10s resolution from 1 January 2015 through 31 December 2019. This dataset is constructed from the raw frequency measurement data in build_delta_10s.rar. The frequency measurements are taken from the website of the French transmission system operator RTE: https://www.services-rte.com/en/download-data-published-by-rte.html?category=public_transmission_system&type=network_frequencies (link live as of 7 June 2023). 3. pa.h5, which contains availability prices for delivering frequency regulation to RTE from 1 January 2015 through 31 December 2019. This dataset is constructed from the raw price data in build_price_data.rar. The availability price data are taken from the website of the French transmission system operator RTE: https://www.services-rte.com/en/download-data-published-by-rte.html?activation_key%3D291fafe6-4f21-4603-810f-0c96b0ea126f%26activation_type%3Dpublic=true&category=market&type=balancing_capacity&subType=procured_reserves (link live as of 7 June 2023). 4. pd.h5, which contains delivery prices for delivering frequency regulation to RTE from 1 January 2015 through 31 December 2019. This dataset is constructed from the raw price data in build_price_data.rar. The delivery price data are taken from the website of the French transmission system operator RTE: https://www.services-rte.com/en/download-data-published-by-rte.html?activation_key%3D291fafe6-4f21-4603-810f-0c96b0ea126f%26activation_type%3Dpublic=true&category=market&type=balancing_capacity&subType=actived_offers (link live as of 7 June 2023). 5. pb.h5, which contains utility prices for a subscribed apparent power of 9kVA from the state regulated "tarif bleu" of EDF, the largest electricity provider in France. This dataset is constructed from the raw price data in build_price_data.rar. Current price data (including taxes and transportation fees) is available at https://particulier.edf.fr/content/dam/2-Actifs/Documents/Offres/Grille_prix_Tarif_Bleu.pdf. The French Energy Department publishes the electricity prices in the official French Government journal. The corresponding legal texts are accessible under the following links: 01/11/2014 - 31/07/2015: https://www.legifrance.gouv.fr/jo_pdf.do?id=JORFTEXT000033172637 01/08/2015 - 31/07/2016: https://www.legifrance.gouv.fr/jo_pdf.do?id=JORFTEXT000030954456 01/08/2016 - 31/07/2017: https://www.edf.fr/sites/default/files/contrib/collectivite/electricite-et-gaz/CGV%2018avril/jo_du_29_juillet_2016_trv.pdf 01/08/2017 - 31/01/2018: https://www.legifrance.gouv.fr/jo_pdf.do?id=JORFTEXT000035297675 01/02/2018 - 31/07/2018: https://www.legifrance.gouv.fr/jo_pdf.do?id=JORFTEXT000036559814 01/08/2018 - 31/05/2019: https://www.legifrance.gouv.fr/jo_pdf.do?id=JORFTEXT000037262170 01/06/2019 - 01/08/2019: https://www.legifrance.gouv.fr/jo_pdf.do?id=JORFTEXT000038528381 01/08/2019 - 31/12/2019: https://www.legifrance.gouv.fr/jo_pdf.do?id=JORFTEXT000038850867 These prices exclude taxes and transportation fees. The "Option Base" offers a flat price throughout the day. The "Option Heures Creuses" has a higher price for peak (6:00-22:00) than off-peak (22:00-6:00) hours. EDF refers to peak hours as "Heures Pleines (HP)" and to off-peak hours as "Heures Creuses (HC)". The prices of these options only change, when EDF changes its electricity tariffs, which is up to three times per year. Conversely, the "Option Tempo" is a pricing scheme in which each day is either a high-price ("Rouge"), medium-price ("Blanc") or low-price ("Bleu") day. The price level of each day is announced by 10:30 am on the previous day. RTE, the French transmission system operator, keeps track of the daily price levels (https://www.services-rte.com/en/view-data-published-by-rte/schedule-of-Tempo-type-supply-offerings.html). The price data can be downloaded from RTE's eco2mix platform (https://www.rte-france.com/eco2mix/telecharger-les-indicateurs). {"references": ["Dirk Lauinger, Francois Vuille, and Daniel Kuhn (2023). Decouple code and data associated to https://arxiv.org/abs/2306.02987", "RTE frequency measurements: https://www.services-rte.com/en/download-data-published-by-rte.html?category=public_transmission_system&type=network_frequencies (link live as of 7 June 2023)", "RTE availability prices: https://www.services-rte.com/en/download-data-published-by-rte.html?activation_key%3D291fafe6-4f21-4603-810f-0c96b0ea126f%26activation_type%3Dpublic=true&category=market&type=balancing_capacity&subType=procured_reserves (link live as of 7 June 2023)", "RTE delivery prices: https://www.services-rte.com/en/download-data-published-by-rte.html?activation_key%3D291fafe6-4f21-4603-810f-0c96b0ea126f%26activation_type%3Dpublic=true&category=market&type=balancing_capacity&subType=actived_offers (link live as of 7 June 2023)", "EDF current utility prices: https://particulier.edf.fr/content/dam/2-Actifs/Documents/Offres/Grille_prix_Tarif_Bleu.pdf (link live as of 7 June 2023)", "French utility prices 01/11/2014 - 31/07/2015: https://www.legifrance.gouv.fr/jo_pdf.do?id=JORFTEXT000033172637 (link live as of 7 June 2023)", "French utility prices 01/08/2015 - 31/07/2016: https://www.legifrance.gouv.fr/jo_pdf.do?id=JORFTEXT000030954456 (link live as of 7 June 2023)", "French utility prices 01/08/2016 - 31/07/2017: https://www.edf.fr/sites/default/files/contrib/collectivite/electricite-et-gaz/CGV%2018avril/jo_du_29_juillet_2016_trv.pdf (link live as of 7 June 2023)", "French utility prices 01/08/2017 - 31/01/2018: https://www.legifrance.gouv.fr/jo_pdf.do?id=JORFTEXT000035297675 (link live as of 7 June 2023)", "French utility prices 01/02/2018 - 31/07/2018: https://www.legifrance.gouv.fr/jo_pdf.do?id=JORFTEXT000036559814 (link live as of 7 June 2023)", "French utility prices 01/08/2018 - 31/05/2019: https://www.legifrance.gouv.fr/jo_pdf.do?id=JORFTEXT000037262170 (link live as of 7 June 2023)", "French utility prices 01/06/2019 - 01/08/2019: https://www.legifrance.gouv.fr/jo_pdf.do?id=JORFTEXT000038528381 (link live as of 7 June 2023)", "French utility prices 01/08/2019 - 31/12/2019: https://www.legifrance.gouv.fr/jo_pdf.do?id=JORFTEXT000038850867 (link live as of 7 June 2023)", "Tarif tempo (past data): https://www.rte-france.com/eco2mix/telecharger-les-indicateurs (link live as of 7 June 2023)", "Tarif tempo (current day): https://www.services-rte.com/en/view-data-published-by-rte/schedule-of-Tempo-type-supply-offerings.html (link live as of 7 June 2023)"]}enrobust optimizationenergy storagevehicle-to-gridenergy economicsfrequency regulationDataset for the article "Frequency regulation with storage: On losses and profits"dataset4c780b40-12ee-461e-bffc-b8b20e974f6f