Title: Stochastic Analysis of Nonlinear Wave Effects
1Stochastic Analysis of Nonlinear Wave Effects on
Offshore Platform Responses
- Xiang Yuan ZHENG, Torgeir MOAN
- Centre for Ships and Ocean Structures (CeSOS)
- Norwegian University of Science and Technology
- Ser Tong QUEK
- Centre for Offshore Research Engineering (CORE)
- National University of Singapore
- March 23, 2006
Zheng/CeSOS-NTNU/2006
2The structural responses of fixed offshore
platforms tend to be non-Gaussian because of
Stochastic Analysis of Nonlinear Wave Effects on
Offshore Platform Responses
- Morison drag term uu
- Inundation effects (wave fluctuation induced)
- Wave nonlinearity (Harsh sea states)
- Deterministic study of 1, 2, 3 v
- Stochastic study (time- frequency-domain) of 1,
2 v - Stochastic study of 3 ? (higher-order moments)
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3MAIN TOPICS OF PRESENTATION
- Statistics of non-Gaussian wave kinematics under
second-order wave - Frequency-domain analyses of offshore structural
responses (to obtain first 4 moments)
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4Wave elevation (?) kinematics (u a)
- plane-Cartesian coordinate system (x-z)
unidirectional wave - (1) Linear random wave theory (at time t)
(1)
fn knx-?nt?n, ?n uniformly distributed An
amplitude component ?nRn(z) transfer function
for u1(x,z,t)
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5- (2) 2nd-order nonlinear random wave theory
- for the general case of broad-band wave
spectrum - finite-water depth (Sharma and Dean, 1979)
(2)
2n order wave results from interactions between
any 2 components producing frequency difference
and sum double summations make simulation rather
time-consuming 2D-FFT most efficient N2048 in
t lt 10 s per realization
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6A. Statistics of non-Gaussian wave/kinematics
A.1. Second-order velocity
(3)
in matrix notation (Langley 1987)
u(z,t) M xT x Q P xT y Q - P yT
xn and yn are standard Gaussian variables,
mutually orthogonal
u(z,t) M 0 x yT x y D x yT
(4)
Where
D P1 ?1 P1T
?1 is a diagonal eigenvalue matrix P1 the
orthonormal eigenvector matrix Note - D is
symmetric and real
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7Thus
(5)
that is a quadratic summation of 2N standard
Gaussian variables Xn
The first four cumulants are (5th higher also
obtainable)
mean
variance
Skewness kurtosis excess (normalized)
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8A.2. Second-order acceleration
(6)
in matrix notation
a(z,t) G yT x H L yT y H - L xT
Note H is symmetric while L is skew-symmetric. In
order to follow the procedures for u, a
modification is made
a(z,t) 0 G x yT x yA x yT
where
Now A is real symmetric. Hence, the first four
cumulants can be derived, similar to the velocity.
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9B. Frequency-domain analyses of offshore
structural responses
B.1. Approximation of Morison force by Gaussian
u1 a1
B.1.1. Inertia force no longer Gaussian as in
the linear random wave case Since a
has 0 mean skewness
(7)
B.1.2. Drag force involves even-degree
polynomials due to non-Gaussian u
(8)
b1 b3 solved by equalizations of variance
kurtosis
B1, B2 , B3 B4 solved by equalizations of mean,
variance, skewness kurtosis
Solving nonlinear functions
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10B.2. Third-order Volterra model
Total Morison force on an idealized monopod
platform
(9)
?(z) mode shape
F is composed of
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11Figure 1 Third-order Volterra model
Input-output relationship four phases
- linear transformations from Gaussian wave
elevation to Gaussian kinematics, single-input to
multi-output - nonlinear transformations from Gaussian
kinematics to non-Gaussian kinematics
associated wave forces, multi-input to
multi-output - assemblage of these forces into F, multi-input to
single-output - linear transformation from F to deck response y,
single-input to single-output
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12B.2.1. Power spectrum of F (Volterra-series
approach)
(10)
1) Forces I D uncorrelated 2)
odd- even-degree terms uncorrelated
Evaluation of (10) involves bilinear trilinear
transfer functions
Then the spectrum of structural modal
displacement is
Linear transfer function
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13B.2.2. Power spectrum of F (Correlation function
based)
(11)
where
(12)
Rff(z,z,t) is the cross-correlation of 2 Morison
forces at z z
e.g.
involves the cross-correlation of Gaussian
accelerations Ra1a1(z,z,t)
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14B.3. Tri-spectrum of F
(13)
which is the triple FFT of 4th-order cumulant
function of F
Assuming that the modal inertia I and modal drag
D are independent
(14)
where
(15)
because it has only odd-degree polynomial terms
of a1
is the 2nd-order moment function of I
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15B.3.1. Fourth-order moment functions of D
(16)
involves 1st, 2nd, 3rd 4th-order moment
functions obviously, the 4th-order is the most
complicated
(17)
without wave nonlinearity, it degenerates to
(Zheng Liaw 2003)
(18)
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16Comparing Eq. (17 18), 112 new joint-moment
functions of D0, D1, D2, D3 will be found, the
most intricate is E10
(19)
which has five other patterns (totally 6/112)
The following symmetries among them exist to save
computation efforts, e.g.
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17B.3.2. Kurtosis excess of structural response
Tri-spectrum of platform modal displacement y is
(20)
by triple inverse Fourier Transform, the
4th-order cumulant function of y is
(21)
then the kurtosis excess is
(22)
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18B.4. Case study
Table 1. Wave Conditions
Water depth d 75 m
Significant wave height Hs 12.9 m
Peak frequency ?p 0.417 rad/s
peak enhancement factor ? (JONSWAP Spectrum) 3.3
1st-mode vibration of structure Damping ratio
0.07 Fundamental
frequency 0.848 rad/s 2 ?p
- 120 time simulations (matrix-vector
multiplication for simulation) - ?t0.5 (s), frequency components N2048
- (3) d 75 m ? a finite water depth
- (4) Slope Hs / Lz 0.0602 lt 0.0625 the wave
breaking limit - Lz wave length at zero-crossing period
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19A comparative study among 4 cases (i) Without
inundation (just F), linear random wave,
frequency-domain (ii) With inundation (Q),
linear random wave,
frequency-domain (iii) Without inundation (F),
nonlinear random wave, frequency-domain (iv
) Without inundation (F), nonlinear random
wave, time-domain
Figure 2. Response power spectrum
The contribution of wave nonlinearity to
super-harmonic response at 2?p is comparable to
that due to inundation
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20Table 2 Cumulants of modal wave forces (FWD)
Mean Variance Skewness Kurtosis excess
(i) F 0 1.1342e005 0 6.0990
(ii) Q 51.3431 1.2714e005 2.2100 15.9613
(iii) F -13.9402 1.3060e005 -1.2450 9.9109
(iv) F -15.8551 (-11.4725) DW 1.2899e005 (8.6734e004) DW -1.3194 (-0.9954)DW 9.8450 (7.5137) DW
Table 3 Cumulants of modal displacements (FWD)
Mean Variance Skewness Kurtosis excess
(i) yF 0 8.1998e005 0 2.2750
(ii) yQ 71.3992 1.0277e006 0.3507 5.2622
(iii) yF -19.4008 1.0198e006 -0.0347 3.518
(iv) yF -22.0592 (-15.8507) DW 1.0960e006 (7.2102e005) DW -0.1616 (-0.0399) DW 2.8343 (2.0502) DW
- Agreements between time- frequency-domain
results (iii) (iv) - Stronger non-Gaussianities attributable to wave
nonlinearity, - see larger skewness kurtosis excess,
compare (i) with (iii) - Force kurtosis excess even larger than 8.667
- Deep-water wave theory results in
underestimations of non-Gaussianities
Findings
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21Figure 3. Tri-spectrum of wave force F (?30)
Linear random waves vs.
Nonlinear random waves
Shaper peaks at 2?p indicates stronger
non-Gaussian behavior
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22Concluding Remarks
- (1) A modified eigenvalue/eigenvector approach
suggested for wave/kinematics statistics
(acceleration) - (2) Cumulant spectral analyses for platform
response prediction - (3) Non-negligible nonlinear wave effects on
platform response (stronger non-Gaussian behavior
of response) - (4) Based on first 4 moments, the extreme value
estimation can be performed (Winterstein 1988)
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23Extreme Value Estimation Based on first 4
moments (Winterstein 1988)
Using the obtained mean, variance, skewnes
kurtosis excess (m, s, ?3, ?4), the platform
response can be approximated by Hermite
transformation (monotonic)
u(t) is a standard Gaussian process, of which the
mean extreme is
Peaks of u(t) is approximately Rayleigh
distributed
It follows that the response extreme is (for
monotonic case)
24- Future work ?
- 2nd order wave nonlinearity on inundation effects
- 3rd order wave nonlinearity
- Floating structures.
Thank you !
Zheng/CeSOS-NTNU/2006
25- Education
- B. E. Offshore Engineering, Tianjin
University, China, 1996 - M. Sc. Earthquake Engineering, Institute of
Engineering Mechanics, - China Seismological Bureau,
China, 1999 - Ph. D. National University of Singapore (NUS),
Singapore, 2003 - Research Teaching
- 2003-2004, Research Fellow (NUS)
- 2004-2005, Teaching Fellow (NUS)
- 2005-2006, Pos Doc (NTNU)
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