This document discusses theories for explaining freak waves through stochastic wave groups and nonlinear random sea models. It presents the theory of stochastic wave groups which models waves as a random distribution of wave envelopes. Key points include: nonlinear evolution of wave groups can produce higher waves; successive crests are correlated and bound waves emerge. Comparisons to wave flume data show the theory agrees with observed wave crest and height distributions. The document also discusses using Gram-Charlier approximations to model nonlinear random seas and compares these to measurements from ocean platforms.
Explaining Freak Waves Using Stochastic Wave Group Theory
1. FRANCESCO FEDELE
Goddard Earth Sciences Technology center
University of Baltimore County, Maryland, USA
Global Modeling Assimilation Office
NASA Goddard Space Flight Center Maryland, USA
EXPLAINING FREAK WAVES
BY A THEORY OF STOCHASTIC WAVE GROUPS
6. Are freak waves
RARE EVENTS OF A NORMAL POPULATION
Or
TYPICAL EVENTS OF A SPECIAL POPULATION ?
7. OBJECTIVE
• Nonlinear statistics on wave heights & crests
TWO APPROACHES
• Stochastic Wave Groups
(theory of quasi-determinism of prof. Boccotti*)
Zakharov equation
• Gram-Charlier Approximations (with prof. Aziz Tayfun)
Gram-Charlier model
*from Boccotti P. Wave Mechanics 2000 Elsevier
9.
+d
+d
E() d
E()
N
j
j
j
j
j t
x
k
a
t
x
1
cos
,
j
j
a
d
E 2
2
1
)
(
0
0
0
0
0 cos
)
(
)
,
(
)
,
(
)
(
d
T
E
T
t
x
t
x
T
LINEAR WAVES : GAUSSIAN SEAS
10. *from Boccotti P. Wave Mechanics 2000 Elsevier
TYPICAL WAVE SPECTRA OF THE MEDITERRANEAN SEA*
Spectrum
Time covariance
Broad-band spectra
Narrow-band spectra
13. 1
T
0
h 1
h
3
T
0
h 1
h
1
1
1
0
*
2 ,
h
h
O
T
1
0 , h
h
as
0
h
1
h
* Fedele F., Successive wave crests in a Gaussian sea, Probabilistic Eng. Mechanics 2005 vol. 20, Issue 4, 355-363
0 2 4 6 8 10 12 14 16 18 20
-0.6
-0.4
-0.2
0
0.2
0.4
0.6
0.8
1
T*
*
2
SUCCESSIVE WAVE CRESTS IN TIME*
15. -10 -8 -6 -4 -2 0 2
-1
0
1
-10 -8 -6 -4 -2 0 2
-1
0
1
-10 -8 -6 -4 -2 0 2
-1
0
1
-10 -8 -6 -4 -2 0 2
-1
0
1
-10 -8 -6 -4 -2 0 2
-1
0
1
-10 -8 -6 -4 -2 0 2
-1
0
1
-10 -8 -6 -4 -2 0 2
-1
0
1
-10 -8 -6 -4 -2 0 2
-1
0
1
-5T2
*
-2T2
*
T=-10T2
-T2
*
-0.5T
2
*
0
T=-10T
2
*
0.5T2
*
T2
*
X/Lp
a b
b
a
b
b
a
a
* Fedele F., 2006. On wave groups in a Gaussian sea. Ocean Engineering 2006 ( in press)
STOCHASTIC WAVE GROUP
amplitude h random variable
distributed according to Rayeligh
stochastic family of wave groups
A SINGLE WAVE GROUP CAUSES
TWO SUCCESSIVE WAVE CRESTS !*
)
(
)
,
X
(
)
,
( 0
h
O
T
h
T
X
ex
SPACE-TIME covariance
16. Second order effects:
BOUND WAVES
Third order effects :
FOUR-WAVE RESONANCE
(WEAK WAVE TURBULENCE)
NONLINEAR RANDOM SEAS cont’d
Quartet interaction
r
q
p
n k
k
k
k
n
k
r
k
p
k
q
k
r
q
p
r
q
p
r
q
p
n
npqr
n
n
n
B
B
B
T
i
B
i
dt
dB
,
,
*
n
n
n
n
n
t
t
B
g
t )
(
cos
)
(
2
1
)
,
(
x
k
x
n
n
n t
B
t
B )
(
)
( *
A
Conserved quantities :
Hamiltonian
Wave action
Wave momentum
n,p,q,r
r
q
*
p
*
n
r
q
p
n
npqr
n
*
n
n
n (t)
(t)B
(t)B
(t)B
B
δ
T
(t)
(t)B
B
ω
2
1
H
n
n
n
n t
B
t
B )
(
)
( *
k
M
)
,
(
)
,
(
)
,
(
~
2 t
t
t x
x
x
q
p
q
p
q
p
pq
q
p
q
p
q
p
q
p
q
p
pq
q
p
q
p
t
B
t
B
t
B
t
B
t
,
,
2
cos
)
(
)
(
cos
)
(
)
(
)
,
(
x
k
k
x
k
k
x
17. Second order effects: BOUND WAVES Third order effects : FOUR-WAVE RESONANCE
L IN E A R T E R M
L IN E A R & N O N -L IN E A R T E R M S
N O N L IN E A R W A V E
Crest-trough symmetry
kurtosis>3
Modulation instability
Effects on slow time scale >> wave period
DOMINANT ONLY IN
UNIDIRECTIONAL NARROW-BAND SEAS !
NONLINEAR EVOLUTION OF A STOCHASTIC WAVE GROUP
Crest–trough asymmetry
skewness>0
TAYFUN DISTRIBUTION FOR PDF CREST
Effects on Short time scale : wave period
18. *Fedele F. 2006. Extreme Events in nonlinear random seas. J. of Offshore Mechanics and Arctic Eng., ASME, 128, 11-16.
NONLINEAR EVOLUTION OF A STOCHASTIC WAVE GROUP*
t=-t0
t=0
(linear wave group)
NONLINEAR EVOLUTION OF A STOCHASTIC WAVE GROUP*
h Rayleigh distributed
h
hNL>h
x
Hmax=f(h)+α f(h)2
wave action and wave momentum
Always conserved : identities
x=0
Hamiltonian invariant )
(h
f
hNL
Asymmetric second order effects
Symmetric third order effects
19. 4 2
1
nl
4
2
2
2
2
2
2
2
ln
2
1
2
ln
2
arctan
2
1
cos
1
2
ln
4
BFI
T
BFI
T
BFI
p
p
0
/
2
k
k
BFI
)
(
2
1
exp
]
~
Pr[ 2
y
y
nl
2
2
~
nl
nl
nl
y
nl
~
Symmetric
Third order effects
Second order
Bound effects
More precisely after some boring math …..
Self-focusing parameter
20. COMPARISONS with WAVE-FLUME DATA : Wave Crests*
unidirectional narrow-band waves ( Onorato et al. 2005 )
*Fedele F., Tayfun A. Explaining extreme waves by a theory of Stochastic wave groups. PROCEEDINGS of OMAE 2006 ( in press)
Rayleigh
21. COMPARISONS with WAVE-FLUME DATA : Wave Heights
unidirectional narrow-band waves ( Onorato et al. 2005 )
Rayleigh
22. THE PROBABILITY OF EXCEEDANCE
Wave tank experiments:
unidirectional narrow-band seas ( Onorato et all. 2005)
unrealistic ocean conditions
MODULATION + SECOND ORDER EFFECTS
TERN platform, time series ( 6,000 waves)
realistic ocean conditions
SECOND ORDER EFFECTS DOMINANT
y
+
E
0 1 2 3 4 5 6
10
-4
10
-3
10
-2
10
-1
10
0
+ Onorato et al. (2005)
* ~ 0.075
30
~ 0.225
40
~ 0.800
22
~ 30
/ 3
04
~ 40
R
NB-GC
NB
0 1 2 3 4 5 6
10
-4
10
-3
10
-2
10
-1
10
0
y
-
y
+
E
y
-
&
E
y
+
* = 0.083
= 0.660
30
= 0.1995
12
= 0.0665
40
= 0.0234
22
= 0.0089
04
= 0.0290 R
&
NB ~ NB-GC NB NB-GC
. wave crests y +
+ wave troughs y -
TAYFUN
TAYFUN
Rayleigh
Rayleigh
30. CONCLUSIONS
-Theory of quasi-determinism of Boccotti identifies a “gene” of
the Gaussian sea at high energy levels : WAVE GROUP
-The statistics of large events in a nonlinear random sea can
be related to the nonlinear dynamics of a wave group
- new analytical formula for the probability of exceedance of a
large wave crest for the case of a Zakharov system is derived
32. *Tayfun A.,Fedele F., Wave height distributions and nonlinear effects. PROCEEDINGS of OMAE 2006 ( in press)
**Fedele F., Tayfun A. Explaining extreme waves by a theory of Stochastic wave groups. PROCEEDINGS of OMAE 2006 ( in press)
THE PROBABILITY OF EXCEEDANCE
Wave tank experiments:
unidirectional narrow-band seas ( Onorato et all. 2005)
MODULATION + SECOND ORDER EFFECTS
Wave crest Wave height
33. THE PROBABILITY OF EXCEEDANCE
Wave tank experiments:
unidirectional narrow-band seas ( Onorato et all. 2005)
unrealistic ocean conditions
MODULATION + SECOND ORDER EFFECTS
TERN platform, time series ( 6,000 waves)
realistic ocean conditions
SECOND ORDER EFFECTS DOMINANT
y
+
E
0 1 2 3 4 5 6
10
-4
10
-3
10
-2
10
-1
10
0
+ Onorato et al. (2005)
* ~ 0.075
30
~ 0.225
40
~ 0.800
22
~ 30
/ 3
04
~ 40
R
NB-GC
NB
0 1 2 3 4 5 6
10
-4
10
-3
10
-2
10
-1
10
0
y
-
y
+
E
y
-
&
E
y
+
* = 0.083
= 0.660
30
= 0.1995
12
= 0.0665
40
= 0.0234
22
= 0.0089
04
= 0.0290 R
&
NB ~ NB-GC NB NB-GC
. wave crests y +
+ wave troughs y -
TAYFUN
TAYFUN
Rayleigh
Rayleigh