Relationship between wind power production and North Atlantic atmospheric circulation over the northeastern Iberian Peninsula

The wind power generated during winter months 1999–2003 at several wind farms in the northeastern Iberian Peninsula is investigated through the application of a statistical downscaling. This allows for an improved understanding of the wind power variability and its relationship to the large scale atmospheric circulation. It is found that 97 % of the variability of this non-climatic variable is connected to changes in the atmospheric circulation. The methodological uncertainty associated with multiple configurations of the statistical downscaling method replicates well the observed variability of the wind power, an indication of the robustness of the methodology to changes in the model set up. In addition, the use of the statistical model is extended out of the observational period providing an estimation of the long-term variability of wind power throughout the twentieth century. The extended wind power reconstruction shows large inter-annual and multidecadal variability. Alternative approaches to calibrate the empirical downscaling model using actual wind power observations have also been investigated. They involve the estimation of wind power changes from downscaled wind values and make use of several transfer functions based on the linearity between wind and wind energy. The performance of the latter approaches is similar to the direct downscaling of wind power and may allow wind power production estimations even in the absence of historical wind turbine records. These results can be of great interest for deriving medium/long term impact-oriented energy assessments, especially when wind power observations are missing as well as in the context of climate change scenarios.

[1]  R. Barthelmie,et al.  Empirical downscaling of wind speed probability distributions , 2005 .

[2]  Barry Munslow,et al.  Globalisation and Climate Change in Asia: the urban health impact , 2010, Third world quarterly.

[3]  M. Thring World Energy Outlook , 1977 .

[4]  H. Hotelling Relations Between Two Sets of Variates , 1936 .

[5]  J. Palutikof,et al.  Impacts of Spatial and Temporal Windspeed Variability on Wind Energy Output , 1987 .

[6]  J. Montávez,et al.  Quality Assurance of Surface Wind Observations from Automated Weather Stations , 2010 .

[7]  T. Foxon,et al.  Implications of seasonal and diurnal variations of wind velocity for power output estimation of a turbine: a case study of Grenada , 2003 .

[8]  J. Michaelsen Cross-Validation in Statistical Climate Forecast Models , 1987 .

[9]  Danièle Revel,et al.  IPCC Special Report on Renewable Energy Sources and Climate Change Mitigation , 2011 .

[10]  E. Xoplaki,et al.  North Atlantic atmospheric circulation and surface wind in the Northeast of the Iberian Peninsula: uncertainty and long term downscaled variability , 2011, Climate Dynamics.

[11]  X. Zhang Spatial downscaling of global climate model output for site-specific assessment of crop production and soil erosion , 2005 .

[12]  L. Mickley,et al.  Linking global to regional models to assess future climate impacts on surface ozone levels in the United States , 2008 .

[13]  S. Charles,et al.  Comparison of runoff modelled using rainfall from different downscaling methods for historical and future climates , 2010 .

[14]  G. Vecchi,et al.  Modeled Impact of Anthropogenic Warming on the Frequency of Intense Atlantic Hurricanes , 2010, Science.

[15]  Pao-Shan Yu,et al.  A study of the impact of climate change on local precipitation using statistical downscaling , 2010 .

[16]  R. Huth Statistical Downscaling of Daily Temperature in Central Europe , 2002 .

[17]  Mathieu Vrac,et al.  Statistical downscaling of river flows , 2010 .

[18]  R. Huth Statistical downscaling in central Europe: evaluation of methods and potential predictors , 1999 .

[19]  H. Wanner,et al.  Mediterranean summer air temperature variability and its connection to the large-scale atmospheric circulation and SSTs , 2003 .

[20]  Rebecca J. Barthelmie,et al.  Climate change impacts on wind speeds and wind energy density in northern Europe: empirical downscaling of multiple AOGCMs , 2005 .

[21]  D. Heinemann,et al.  North Sea near-surface wind climate and its relation to the large-scale circulation patterns , 2010 .

[22]  John Methven,et al.  The impact of large scale atmospheric circulation patterns on wind power generation and its potential predictability: A case study over the UK , 2011 .

[23]  Douglas Maraun,et al.  Characterisation of extreme winter precipitation in Mediterranean coastal sites and associated anomalous atmospheric circulation patterns , 2010 .

[24]  Christos Zerefos,et al.  Heat wave changes in the eastern Mediterranean since 1960 , 2010 .

[25]  R. Barthelmie,et al.  Potential climate change impact on wind energy resources in northern Europe: analyses using a regional climate model , 2005 .

[26]  S. Parsa,et al.  Wind power statistics and an evaluation of wind energy density , 1995 .

[27]  J. Palutikof,et al.  Climate change 2007 : impacts, adaptation and vulnerability , 2001 .

[28]  Da-Lin Zhang,et al.  Diurnal cycles of surface winds and temperatures as simulated by five boundary layer parameterizations , 2004 .

[29]  J. Montávez,et al.  Surface Wind Regionalization in Complex Terrain , 2008 .

[30]  R. Huth Sensitivity of Local Daily Temperature Change Estimates to the Selection of Downscaling Models and Predictors , 2004 .

[31]  Xianguo Li,et al.  MEP-type distribution function: a better alternative to Weibull function for wind speed distributions , 2005 .

[32]  P. Martens,et al.  Climate change and malaria: analysis of the SRES climate and socio-economic scenarios , 2004 .

[33]  J. Montávez,et al.  The influence of the Weibull assumption in monthly wind energy estimation , 2008 .

[34]  Jorge Navarro,et al.  A comparison of methodologies for monthly wind energy estimation , 2009 .

[35]  K. P. Pandey,et al.  Analysis of wind regimes for energy estimation , 2002 .

[36]  T. D. Mitchell,et al.  Predicting regional climate change: living with uncertainty , 1999 .

[37]  John M. Hughes,et al.  The latitude dependence of auroral roar , 1998 .

[38]  E. Akpinar,et al.  An assessment on seasonal analysis of wind energy characteristics and wind turbine characteristics , 2005 .

[39]  Mark A. Liniger,et al.  Challenges posed by and approaches to the study of seasonal-to-decadal climate variability , 2006 .

[40]  Javier Faulin,et al.  The outlook for renewable energy in Navarre: An economic profile , 2006 .

[41]  R. Allan,et al.  A new globally complete monthly historical gridded mean sea level pressure dataset (HadSLP2): 1850-2004 , 2006 .

[42]  B. Orlowsky,et al.  A resampling scheme for regional climate simulations and its performance compared to a dynamical RCM , 2008 .

[43]  T. Wilbanks,et al.  Contribution of Working Group II to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change , 2007 .

[44]  Harry R. Glahn,et al.  Canonical Correlation and Its Relationship to Discriminant Analysis and Multiple Regression , 1968 .

[45]  K. Trenberth,et al.  The Northern Hemisphere Sea-Level Pressure Data Set: Trends, Errors and Discontinuities , 1980 .

[46]  P. Atkinson,et al.  Exploring the impact of climate and land use changes on streamflow trends in a monsoon catchment , 2011 .

[47]  T. Barnett,et al.  Origins and Levels of Monthly and Seasonal Forecast Skill for United States Surface Air Temperatures Determined by Canonical Correlation Analysis , 1987 .

[48]  A. Demirbas,et al.  Global Renewable Energy Projections , 2009 .

[49]  Robert F. Cahalan,et al.  The Latitude Dependence of the Variance of Zonally Averaged Quantities , 1982 .

[50]  H. Storch,et al.  Statistical Analysis in Climate Research , 2000 .

[51]  K. Taylor Summarizing multiple aspects of model performance in a single diagram , 2001 .

[52]  R. Stull An Introduction to Boundary Layer Meteorology , 1988 .

[53]  Ehab F. El-Saadany,et al.  Impact of wind farm integration on electricity market prices , 2009 .

[54]  J. Montávez,et al.  Climatology of wind patterns in the northeast of the Iberian Peninsula , 2009 .

[55]  S. P. S. Arya,et al.  Introduction to micrometeorology , 1988 .

[56]  A. Sterl,et al.  The ERA‐40 re‐analysis , 2005 .