Review of photovoltaic power forecasting. (15th October 2016)
- Record Type:
- Journal Article
- Title:
- Review of photovoltaic power forecasting. (15th October 2016)
- Main Title:
- Review of photovoltaic power forecasting
- Authors:
- Antonanzas, J.
Osorio, N.
Escobar, R.
Urraca, R.
Martinez-de-Pison, F.J.
Antonanzas-Torres, F. - Abstract:
- Highlights: The most up-to-date review on photovoltaic power forecasting. Economic assessments of forecasts are collated. Guidelines for comparability of studies are proposed. Abstract: Variability of solar resource poses difficulties in grid management as solar penetration rates rise continuously. Thus, the task of solar power forecasting becomes crucial to ensure grid stability and to enable an optimal unit commitment and economical dispatch. Several forecast horizons can be identified, spanning from a few seconds to days or weeks ahead, as well as spatial horizons, from single site to regional forecasts. New techniques and approaches arise worldwide each year to improve accuracy of models with the ultimate goal of reducing uncertainty in the predictions. This paper appears with the aim of compiling a large part of the knowledge about solar power forecasting, focusing on the latest advancements and future trends. Firstly, the motivation to achieve an accurate forecast is presented with the analysis of the economic implications it may have. It is followed by a summary of the main techniques used to issue the predictions. Then, the benefits of point/regional forecasts and deterministic/probabilistic forecasts are discussed. It has been observed that most recent papers highlight the importance of probabilistic predictions and they incorporate an economic assessment of the impact of the accuracy of the forecasts on the grid. Later on, a classification of authors according toHighlights: The most up-to-date review on photovoltaic power forecasting. Economic assessments of forecasts are collated. Guidelines for comparability of studies are proposed. Abstract: Variability of solar resource poses difficulties in grid management as solar penetration rates rise continuously. Thus, the task of solar power forecasting becomes crucial to ensure grid stability and to enable an optimal unit commitment and economical dispatch. Several forecast horizons can be identified, spanning from a few seconds to days or weeks ahead, as well as spatial horizons, from single site to regional forecasts. New techniques and approaches arise worldwide each year to improve accuracy of models with the ultimate goal of reducing uncertainty in the predictions. This paper appears with the aim of compiling a large part of the knowledge about solar power forecasting, focusing on the latest advancements and future trends. Firstly, the motivation to achieve an accurate forecast is presented with the analysis of the economic implications it may have. It is followed by a summary of the main techniques used to issue the predictions. Then, the benefits of point/regional forecasts and deterministic/probabilistic forecasts are discussed. It has been observed that most recent papers highlight the importance of probabilistic predictions and they incorporate an economic assessment of the impact of the accuracy of the forecasts on the grid. Later on, a classification of authors according to forecast horizons and origin of inputs is presented, which represents the most up-to-date compilation of solar power forecasting studies. Finally, all the different metrics used by the researchers have been collected and some remarks for enabling a fair comparison among studies have been stated. … (more)
- Is Part Of:
- Solar energy. Volume 136(2016)
- Journal:
- Solar energy
- Issue:
- Volume 136(2016)
- Issue Display:
- Volume 136, Issue 2016 (2016)
- Year:
- 2016
- Volume:
- 136
- Issue:
- 2016
- Issue Sort Value:
- 2016-0136-2016-0000
- Page Start:
- 78
- Page End:
- 111
- Publication Date:
- 2016-10-15
- Subjects:
- Solar energy -- Solar power forecasting -- Value of forecasting -- Grid integration
Solar energy -- Periodicals
Solar engines -- Periodicals
621.47 - Journal URLs:
- http://www.sciencedirect.com/science/journal/0038092X ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.solener.2016.06.069 ↗
- Languages:
- English
- ISSNs:
- 0038-092X
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 8327.200000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 7915.xml