Orejarena-Rondón, Andrés F., Sayol, Juan Manuel, Hernández-Carrasco, Ismael, Caceres-Euse, Alejandro, Restrepo, Juan C., Orfila, Alejandro Spatio-temporal variability of mean wave energy flux in the Caribbean Sea Journal of Ocean Engineering and Marine Energy. 2023, 9: 25-41. https://doi.org/10.1007/s40722-022-00246-x URI: http://hdl.handle.net/10045/126020 DOI: 10.1007/s40722-022-00246-x ISSN: 2198-6444 (Print) Abstract: Mean wave energy flux (hereinafter WEF) is assessed in the Caribbean Sea from a 60-year (1958–2017) wave hindcast. We use a novel approach, based on neural networks, to identify coherent regions of WEF and their association with different climate patterns. This method allows for a better evaluation of the underlying dynamics behind seasonal and inter-annual WEF variability, including the effect induced by the latitudinal migration of the Intertropical Convergence Zone (ITCZ) and the influence of El Niño-Southern Oscillation (ENSO) events. Results show regional differences in WEF variability likely due to both intensification and migration of the ITCZ. WEF exhibits a strong semi-seasonal signal in areas of the continental shelf, with maxima reached in January and June, in agreement with the known sea surface temperature and sea-level pressure variability patterns. At larger scales, WEF shows a significant correlation with the Oceanic Niño Index (ONI, which is the primary index for tracking the ocean part of ENSO climate pattern), depicting positive values in the central and western sides of the basin and negative ones at the eastern side. Keywords:Wave energy flux, Spatio-temporal variability, Caribbean Sea, Self-organizing maps, El Niño-Southern Oscillation, Wind variability Springer Nature info:eu-repo/semantics/article