Holistic Analytics of Sensor Data from Renewable Energy Sources: A Vision Paper

Author:

Jensen Søren KejserORCID,Thomsen ChristianORCID

Abstract

AbstractModern Renewable Energy System (RES) installations, e.g., wind turbines, produce petabytes of high-frequency time series. State-of-the-art systems cannot cope with such amounts of data. Thus, practitioners generally store simple aggregates, e.g., 10-min averages. Based on discussions with practitioners, we present requirements and our vision for a next-generation time series management system that can efficiently manage vast amounts of time series across edge, cloud, and client.

Publisher

Springer Nature Switzerland

Reference20 articles.

1. Bader, A., Kopp, O., Michael, F.: Survey and comparison of open source time series databases. In: Proceedings of the BTW - Workshopband, pp. 249–268. GI (2017)

2. Buevich, M., Wright, A., Sargent, R., Rowe, A.: Respawn: a distributed multi-resolution time-series datastore. In: Proceedings of the RTSS, pp. 288–297. IEEE (2013)

3. Communications in Computer and Information Science;F Cappello,2020

4. Cejka, S., Mosshammer, R., Einfalt, A.: Java embedded storage for time series and meta data in Smart Grids. In: Proceedings of the SmartGridComm, pp. 434–439. IEEE (2015)

5. DB-Engines Ranking of Time Series DBMS (2023). https://db-engines.com/en/ranking/time+series+dbms

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