Abstract
Solar energy forecasting represents a key issue in order to efficiently manage the supply-demand balance and promote an effective renewable energy integration. In this regard, an accurate solar energy forecast is of utmoss importance for avoiding large voltage variations into the electricity network and providing the system with mechanisms for managing the produced energy in an optimal way. This paper presents a novel solar energy forecasting and optimization approach called SUNSET which efficiently determines the optimal energy management for the next 24 h in terms of: self-consumption, energy purchase and battery energy storage for later consumption. The proposed SUNSET approach has been tested in a real solar PV system plant installed in Zamudio (Spain) and compared towards a Real-Time (RT) strategy in terms of price and energy savings obtaining attractive results.
| Original language | English |
|---|---|
| Title of host publication | Data Analytics for Renewable Energy Integration |
| Subtitle of host publication | Informing the Generation and Distribution of Renewable Energy - 5th ECML PKDD Workshop, DARE 2017, Revised Selected Papers |
| Editors | Wei Lee Woon, Zeyar Aung, Oliver Kramer, Stuart Madnick |
| Publisher | Springer Verlag |
| Pages | 1-12 |
| Number of pages | 12 |
| ISBN (Print) | 9783319716428 |
| DOIs | |
| Publication status | Published - 2017 |
| Event | 5th International Workshop on Data Analytics for Renewable Energy Integration, DARE 2017, hosted by ECML PKDD 2017 - Skopje, Macedonia, The Former Yugoslav Republic of Duration: 22 Sept 2017 → 22 Sept 2017 |
Publication series
| Name | Lecture Notes in Computer Science |
|---|---|
| Volume | 10691 LNAI |
| ISSN (Print) | 0302-9743 |
| ISSN (Electronic) | 1611-3349 |
Conference
| Conference | 5th International Workshop on Data Analytics for Renewable Energy Integration, DARE 2017, hosted by ECML PKDD 2017 |
|---|---|
| Country/Territory | Macedonia, The Former Yugoslav Republic of |
| City | Skopje |
| Period | 22/09/17 → 22/09/17 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 7 Affordable and Clean Energy
Keywords
- Optimization
- PV energy forecast
- Renewable energy integration
- Solar energy
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