Progress toward better understanding of ocean variability is closely linked to the development of signal processing tools for multi-scale analysis of ocean flows. This book includes a review of progress in physical oceanography, such as results on studying ocean circulation and mesoscale ocean dynamics derived from satellite altimetry.