Reduced Order Probabilistic Prediction of Rogue Waves in One-Dimensional Envelope Equations

We describe a method for prediction of rogue waves in the one-dimensional Nonlinear Schrodinger and Modified Nonlinear Schrodinger equations. This method is based on distinguishing the unstable wave groups likely to generate rogues out of a complex background field. After a careful study of the evolution of isolated wave groups, we then apply an automatic scale selection algorithm to pick out these individual wave groups that will trigger the formation of rogue waves. We demonstrate the skill of our scheme for Reduced Order Prediction of Extremes (ROPE), predicting rogues well in advance of their formation with low rates of false positives/negatives.

[1]  Andrew P. Witkin,et al.  Scale-space filtering: A new approach to multi-scale description , 1984, ICASSP.

[2]  Andrew J. Majda,et al.  Dispersive wave turbulence in one dimension , 2001 .

[3]  Karsten Trulsen,et al.  Evolution of a narrow-band spectrum of random surface gravity waves , 2003, Journal of Fluid Mechanics.

[4]  Andrew J. Majda,et al.  A one-dimensional model for dispersive wave turbulence , 1997 .

[5]  J. Koenderink The structure of images , 2004, Biological Cybernetics.

[6]  Paul C. Liu A chronology of freaque wave encounters , 2007 .

[7]  Luigi Cavaleri,et al.  Modulational instability and non-Gaussian statistics in experimental random water-wave trains , 2005 .

[8]  Paul C. Liu A chronology of freauqe wave encounters , 2007 .

[9]  A J Majda,et al.  Spectral bifurcations in dispersive wave turbulence. , 1999, Proceedings of the National Academy of Sciences of the United States of America.

[10]  V. Ruban Rogue waves at low Benjamin-Feir indices: Numerical study of the role of nonlinearity , 2013 .

[11]  S. Cox,et al.  Exponential Time Differencing for Stiff Systems , 2002 .

[12]  N. Hoffmann,et al.  Rogue wave observation in a water wave tank. , 2011, Physical review letters.

[13]  Tony Lindeberg,et al.  Feature Detection with Automatic Scale Selection , 1998, International Journal of Computer Vision.

[14]  Vladimir E. Zakharov,et al.  Stability of periodic waves of finite amplitude on the surface of a deep fluid , 1968 .

[15]  Peter A. E. M. Janssen,et al.  Nonlinear Four-Wave Interactions and Freak Waves , 2003 .

[16]  N. Hoffmann,et al.  Super Rogue Waves: Observation of a Higher-Order Breather in Water Waves , 2012 .

[17]  K. Dysthe,et al.  Note on a modification to the nonlinear Schrödinger equation for application to deep water waves , 1979, Proceedings of the Royal Society of London. A. Mathematical and Physical Sciences.

[18]  Themistoklis P. Sapsis,et al.  Quantification and prediction of extreme events in a one-dimensional nonlinear dispersive wave model , 2014, 1401.3397.

[19]  A. Osborne,et al.  Freak waves in random oceanic sea states. , 2001, Physical review letters.