Title :
Downscaling wave energy resources to coastal areas
Author :
Camus, Paula ; Tomas, Antonio ; Vidal, Cesar ; Mendez, Fernando J. ; Medina, Raul ; Losada, Inigo J.
Author_Institution :
Environ. Hydraulics Inst. IH Cantabria, Univ. de Cantabria, Santander, Spain
Abstract :
Ocean wave reanalysis databases need to be downscaled to increase the spatial resolution and simulate the wave transformation process in order to obtain wave energy resources in shallow waters. A hybrid downscaling methodology to transfer wave energy resources to coastal areas is proposed combining a numerical wave model (dynamical downscaling) with mathematical tools (statistical downscaling). A maximum dissimilarity selection algorithm (MDA) is applied in order to obtain a representative subset of wave and wind conditions in deep water areas. These selected situations are propagated using a state-of-the-art wave propagation model. The time series of the propagated wave power at a particular location are reconstructed using a non-linear interpolation technique based on radial basis functions (RBFs), providing excellent results in a high dimensional space with scattered data as occurs in the cases selected with MDA. The validation of the results using buoy data confirms the ability of the developed methodology to reconstruct wave energy resources in shallow water at a particular location and to estimate spatial wave power with a considerable reduction in the computational effort.
Keywords :
interpolation; power engineering computing; radial basis function networks; time series; wave power generation; RBF; coastal areas; downscaling wave energy resources; maximum dissimilarity selection; nonlinear interpolation technique; numerical wave model; radial basis functions; spatial resolution; statistical downscaling; time series; wave propagation model; wave transformation process; Calibration; Databases; Energy resources; Sea measurements; Spatial resolution; Time series analysis; Water resources;
Conference_Titel :
OCEANS, 2011 IEEE - Spain
Conference_Location :
Santander
Print_ISBN :
978-1-4577-0086-6
DOI :
10.1109/Oceans-Spain.2011.6003590