DOI: 10.5281/zenodo.8014696
title: Dataset for the article "Frequency regulation with storage: On losses and profits"

description: This dataset complements the article <em>"Frequency regulation with storage: On losses and profits"</em> by Dirk Lauinger, François Vuille, and Daniel Kuhn, available at https://arxiv.org/abs/2306.02987. The dataset contains the following files: 1. <strong>Case_study.ipynb</strong>, which relies on the datafiles <strong>delta_10s.h5</strong>, <strong>pa.h5</strong>, <strong>pb.h5</strong>, and <strong>pd.h5</strong> 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. <strong>delta_10s.h5</strong>, 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 <strong>build_delta_10s.rar</strong>. 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. <strong>pa.h5</strong>, 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 <strong>build_price_data.rar</strong>. The availability price data are taken from the website of the French transmission system operator RTE:<br> 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. <strong>pd.h5</strong>, 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 <strong>build_price_data.rar</strong>. The delivery price data are taken from the website of the French transmission system operator RTE:<br> 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. <strong>pb.h5</strong>, which contains utility prices for a subscribed apparent power of 9kVA from the state regulated <em>"tarif bleu"</em> of EDF, the largest electricity provider in France. This dataset is constructed from the raw price data in <strong>build_price_data.rar</strong>. 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:<br> 01/11/2014 - 31/07/2015: https://www.legifrance.gouv.fr/jo_pdf.do?id=JORFTEXT000033172637<br> 01/08/2015 - 31/07/2016: https://www.legifrance.gouv.fr/jo_pdf.do?id=JORFTEXT000030954456<br> 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<br> 01/08/2017 - 31/01/2018: https://www.legifrance.gouv.fr/jo_pdf.do?id=JORFTEXT000035297675<br> 01/02/2018 - 31/07/2018: https://www.legifrance.gouv.fr/jo_pdf.do?id=JORFTEXT000036559814<br> 01/08/2018 - 31/05/2019: https://www.legifrance.gouv.fr/jo_pdf.do?id=JORFTEXT000037262170<br> 01/06/2019 - 01/08/2019: https://www.legifrance.gouv.fr/jo_pdf.do?id=JORFTEXT000038528381<br> 01/08/2019 - 31/12/2019: https://www.legifrance.gouv.fr/jo_pdf.do?id=JORFTEXT000038850867<br> These prices exclude taxes and transportation fees. The <em>"Option Base"</em> offers a flat price throughout the day. The <em>"Option Heures Creuses"</em> has a higher price for peak (6:00-22:00) than off-peak (22:00-6:00) hours. EDF refers to peak hours as <em>"Heures Pleines (HP)"</em> and to off-peak hours as <em>"Heures Creuses (HC)"</em>. The prices of these options only change, when EDF changes its electricity tariffs, which is up to three times per year. Conversely, the <em>"Option Tempo"</em> is a pricing scheme in which each day is either a high-price (<em>"Rouge"</em>), medium-price (<em>"Blanc"</em>) or low-price (<em>"Bleu"</em>) 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).
description: {"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)"]}