Reduction of aggregate wind power variability using Empirical Orthogonal Teleconnections: An application in the Iberian Peninsula. (October 2020)
- Record Type:
- Journal Article
- Title:
- Reduction of aggregate wind power variability using Empirical Orthogonal Teleconnections: An application in the Iberian Peninsula. (October 2020)
- Main Title:
- Reduction of aggregate wind power variability using Empirical Orthogonal Teleconnections: An application in the Iberian Peninsula
- Authors:
- Álvarez-García, Francisco J.
Fresno-Schmolk, Gonzalo
OrtizBevia, María J.
Cabos, William
RuizdeElvira, Antonio - Abstract:
- Abstract: In this work, the ability of the Empirical Orthogonal Teleconnections technique to provide useful information for decisions on wind capacity allocation aimed at enhanced output stability is explored. Using data from a high-resolution simulation with the regional climate model REMO over the Iberian Peninsula, the performance of Empirical Orthogonal Teleconnections is assessed against the outcome of random wind farm siting, and also against an alternative procedure employing Principal Component Analysis. Results show that siting informed by the Empirical Orthogonal Teleconnections methodology leads to increased probabilities of achieving higher firm capacities and lower output variance, improving not only the random allocation, but that given by the Principal Component Analysis procedure as well. The benefits stem from the smoothing effect of aggregating the output from wind farms located within specific areas identified by our technique. Our appraisal also considers the spatial extent of the areas made available to the siting choice, as well as the effects on the capacity factor. Being a comparatively inexpensive technique, Empirical Orthogonal Teleconnections offers good prospects for further diagnosis of the wind intermittency problem and its mitigation through spatial aggregation, and also as a preliminary, dimension reductive assessment for the application of more computationally demanding methods. Highlights: A new method is introduced to inform decisions onAbstract: In this work, the ability of the Empirical Orthogonal Teleconnections technique to provide useful information for decisions on wind capacity allocation aimed at enhanced output stability is explored. Using data from a high-resolution simulation with the regional climate model REMO over the Iberian Peninsula, the performance of Empirical Orthogonal Teleconnections is assessed against the outcome of random wind farm siting, and also against an alternative procedure employing Principal Component Analysis. Results show that siting informed by the Empirical Orthogonal Teleconnections methodology leads to increased probabilities of achieving higher firm capacities and lower output variance, improving not only the random allocation, but that given by the Principal Component Analysis procedure as well. The benefits stem from the smoothing effect of aggregating the output from wind farms located within specific areas identified by our technique. Our appraisal also considers the spatial extent of the areas made available to the siting choice, as well as the effects on the capacity factor. Being a comparatively inexpensive technique, Empirical Orthogonal Teleconnections offers good prospects for further diagnosis of the wind intermittency problem and its mitigation through spatial aggregation, and also as a preliminary, dimension reductive assessment for the application of more computationally demanding methods. Highlights: A new method is introduced to inform decisions on wind capacity allocation. It exploits the smoothing effect of spatiotemporal structures in the data. It leads to substantial improvements in the stability of the aggregate output. Benefits persist after twice the time interval used to inform the siting. … (more)
- Is Part Of:
- Renewable energy. Volume 159(2020)
- Journal:
- Renewable energy
- Issue:
- Volume 159(2020)
- Issue Display:
- Volume 159, Issue 2020 (2020)
- Year:
- 2020
- Volume:
- 159
- Issue:
- 2020
- Issue Sort Value:
- 2020-0159-2020-0000
- Page Start:
- 151
- Page End:
- 161
- Publication Date:
- 2020-10
- Subjects:
- Wind energy -- Wind power intermittency -- Spatial smoothing effect -- Empirical orthogonal teleconnections -- Regional climate model
Renewable energy sources -- Periodicals
Power resources -- Periodicals
Énergies renouvelables -- Périodiques
Ressources énergétiques -- Périodiques
333.794 - Journal URLs:
- http://www.sciencedirect.com/science/journal/09601481 ↗
http://www.elsevier.com/journals ↗
http://www.journals.elsevier.com/renewable-energy/ ↗ - DOI:
- 10.1016/j.renene.2020.05.153 ↗
- Languages:
- English
- ISSNs:
- 0960-1481
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 7364.187000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 13916.xml