validation of wavewatch-iii using the topex/poseidon data

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Validation of Wavewatch-III Using the TOPEX/POSEIDON Data Peter C. Chu Naval Postgraduate School Yiquan Qi, Yuchun Chen, Ping Shi, and Qingwen Mao Chinese Academy of Sciences Email: [email protected] http://www.oc.nps.navy.mil/~chu Proceedings of SPIE Conference on Remote Sensing of the Ocean and Sea Ice, Barcelona, Spain, September 8-12, 2003

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Page 1: Validation of Wavewatch-III Using the TOPEX/POSEIDON Data

Validation of Wavewatch-III Usingthe TOPEX/POSEIDON Data

Peter C. Chu Naval Postgraduate School

Yiquan Qi, Yuchun Chen, Ping Shi, and Qingwen MaoChinese Academy of Sciences

Email: [email protected]://www.oc.nps.navy.mil/~chu

Proceedings of SPIE Conference on Remote Sensing of the Ocean and Sea Ice, Barcelona, Spain, September 8-12, 2003

Page 2: Validation of Wavewatch-III Using the TOPEX/POSEIDON Data

South China Sea

Page 3: Validation of Wavewatch-III Using the TOPEX/POSEIDON Data

Monsoon Winds (from QuikScat Data)

Page 4: Validation of Wavewatch-III Using the TOPEX/POSEIDON Data

T/P (a) crossover points and (b) tracks in the SCS.

Page 5: Validation of Wavewatch-III Using the TOPEX/POSEIDON Data

Wave Spectrum F

• F = F(k, , σ, ω; x, t)• Phase Parameters

– wave number k– direction – intrinsic frequency σ– and absolute frequency ω

• Space (x) • Time (t)

Page 6: Validation of Wavewatch-III Using the TOPEX/POSEIDON Data

Doppler Effect

• ω = σ+ k U

• Water Depth (d)

• Depth-time averaged velocity (U)

kdgk tanh2 =σ

Page 7: Validation of Wavewatch-III Using the TOPEX/POSEIDON Data

NOAA WaveWatch-III Third Generation Wave Model

(Tolman 1999)

σθ

θλ

λθφ

φφSNNk

kNN

tN

g =∂∂

+∂∂

+∂∂

+∂∂

+∂∂ cos

cos1

in nl ds botS S S S S= + + +

cos

RUcg φθ

φ+

=

,

φθ

λ φ

cossinR

Ucg +=

,

Rcg

g

θφθθ

costan−=

Page 8: Validation of Wavewatch-III Using the TOPEX/POSEIDON Data

• N – Wave action spectrum

• N(k,θ; x, t) F(k,θ; x, t)/

• F = F(k, , σ, ω; x, t)

Page 9: Validation of Wavewatch-III Using the TOPEX/POSEIDON Data

Wind Input

• The surface winds (U) for the year of 2000 are obtained from the NASA SeaWinds on twice daily QuikScat (QSCAT) Level-3 gridded ocean wind vectors with 0.25° horizontal resolutions.

• In WWATCH, the friction velocity (u*) is computed from the wind speed (U) at a given reference height zr, in terms of a drag coefficient Cr (Tolman and Chalikov 1996).

Page 10: Validation of Wavewatch-III Using the TOPEX/POSEIDON Data

Initial Condition

• JONSWAP 1973 wave spectra (Hasselmann et al. 1980) on January 3 (no sufficient wind data on January 1-2, 2000 for SCS), 2000.

Page 11: Validation of Wavewatch-III Using the TOPEX/POSEIDON Data

• The model SWH data are interpolated into the T/P crossover points, where the altimeter wave heights are compared. At each crossover point, there are M pairs (approximately 72) of modeled (Hm) and observed (Ho) SWH data in 2000 (around 2 pairs per 10 days).

Page 12: Validation of Wavewatch-III Using the TOPEX/POSEIDON Data

STATISTICAL EVALUATION

• ∆H = Hm(x,y,t) -Ho(x,y,t)

−3 −2 −1 0 1 2 30

50

100

150

200

250total sample:

1330

697samples<0

∆H(m)

Fre

quen

cy

Page 13: Validation of Wavewatch-III Using the TOPEX/POSEIDON Data

STATISTICAL EVALUATION

0 1 2 3 4 5 60

1

2

3

4

5

6

Ho(m)

Hm

(m)

Bias=0.018(m)RMSE=0.481(m)CC=0.903

Page 14: Validation of Wavewatch-III Using the TOPEX/POSEIDON Data

1

1bias( , ) ( , , )M

ii

x y H x y tM =

= ∆∑

[ ]2

1

1rmse( , ) ( , , )M

ii

x y H x y tM =

= ∆∑

Verification at Crossover Points: BIAS, RMSE, Correlation Coefficient (cc)

1

2 2

1 1

( ( , , ) ( , ) ( ( , , ) ( , )cc( , )

( ( , , ) ( , ) ( ( , , ) ( , )

M

m i m o i oi

M M

m i m o i oi i

H x y t H x y H x y t H x yx y

H x y t H x y H x y t H x y

=

= =

⎡ ⎤ ⎡ ⎤− −⎣ ⎦ ⎣ ⎦=

⎡ ⎤ ⎡ ⎤− −⎣ ⎦ ⎣ ⎦

∑ ∑

Page 15: Validation of Wavewatch-III Using the TOPEX/POSEIDON Data

BIAS, RMSE, CC

Page 16: Validation of Wavewatch-III Using the TOPEX/POSEIDON Data

Verification at Time Instance: BIAS, RMSE,

,

1bias( ) ( , , )j kj k

t H x y tN

= ∆∑

2

,

1rmse( ) ( , , )j kj k

t H x y tN

⎡ ⎤= ∆⎣ ⎦∑

Page 17: Validation of Wavewatch-III Using the TOPEX/POSEIDON Data

Temporal Evolution of BIAS

−0.04

−0.02

0

0.02

0.04

0.06

0.08

0.1

JAN FEB MAR APR MAY JUN JUL AUG SEP OCT NOV DEC

(a)

bia

s(m

)

Page 18: Validation of Wavewatch-III Using the TOPEX/POSEIDON Data

Temporal Evolution of RMSE

0.3

0.35

0.4

0.45

0.5

0.55

JAN FEB MAR APR MAY JUN JUL AUG SEP OCT NOV DEC

(b)

rmse

(m)

Page 19: Validation of Wavewatch-III Using the TOPEX/POSEIDON Data

Monthly mean (Jan 2000) Significant Wave Height (SWH)

Page 20: Validation of Wavewatch-III Using the TOPEX/POSEIDON Data

Monthly mean (July 2000) Significant Wave Height (SWH)

Page 21: Validation of Wavewatch-III Using the TOPEX/POSEIDON Data

Conclusions• (1) Wavewatch-III simulates the seasonal variability of SWH

reasonably well comparing to the T/P SWH data.

• (2) The model errors for SWH hindcast have Gaussian-type distribution with mean values of 0.02 m and with slightly more sample number on the negative side (697) than on the positive side (633).

• (3) The root-mean-square error and correlation coefficient between modeled and observed significant wave heights are 0.48 m and 0.90.

• (4) Over the whole SCS, WWATCH has very low bias (-0.01 to 0.04 m). RMSE has a minimum value of 0.39 m in March and a maximum value of 0.48 m in December.