“…Recent studies have applied climate indices to explain the inter-annual wave variability in the North Atlantic [Bacon and Carter, 1991;Swail and Cox, 2000;Woolf et al, 2002;Gulev and Grigorieva, 2006], North Pacific [Graham and Diaz, 2001;Tsai et al, 2012;Bromirski et al, 2013], Southern Ocean [Hemer et al, 2008[Hemer et al, , 2010Bosserelle et al, 2011], Northern Hemisphere [Shimura et al, 2013], and globally Sterl and Caires, 2005;Young, 1999;Izaguirre et al, 2011;Fan et al, 2012;Stopa et al, 2013a]. The EOF approach in the time domain allows comparison with findings from previous studies and provides a basis to relate the frequency domain results.…”