+ All Categories
Home > Documents > Diurnal variability of turbidity and light attenuation in the...

Diurnal variability of turbidity and light attenuation in the...

Date post: 10-May-2021
Category:
Upload: others
View: 2 times
Download: 0 times
Share this document with a friend
16
Griet Neukermans 1,2 Kevin Ruddick 1 Quinten Vanhellemont 1 Naomi Greenwood 3 Diurnal variability of turbidity and light attenuation in the southern North Sea from the geostationary SEVIRI sensor 1 Management Unit of the North Sea Mathematical Models (MUMM), Belgium 2 Université du Littoral Côte d’Opale, Laboratoire d'Océanologie et Géosciences (LOG), France 3 Center for Environment, Fisheries and Aquaculture Science (CEFAS), UK Publication in review in Remote Sensing of the Environment
Transcript
Page 1: Diurnal variability of turbidity and light attenuation in the ...modb.oce.ulg.ac.be/colloquium/2012/Abstracts_Programme/...Griet Neukermans1,2 Kevin Ruddick1 Quinten Vanhellemont1

Griet Neukermans1,2

Kevin Ruddick1

Quinten Vanhellemont1

Naomi Greenwood3

Diurnal variability of turbidity and light attenuation in the southern North Sea from the geostationary SEVIRI sensor

1Management Unit of the North Sea Mathematical Models (MUMM), Belgium 2Université du Littoral Côte d’Opale, Laboratoire d'Océanologie et Géosciences (LOG), France 3Center for Environment, Fisheries and Aquaculture Science (CEFAS), UK

Publication in review in Remote Sensing of the Environment

Page 2: Diurnal variability of turbidity and light attenuation in the ...modb.oce.ulg.ac.be/colloquium/2012/Abstracts_Programme/...Griet Neukermans1,2 Kevin Ruddick1 Quinten Vanhellemont1

SEVIRI full disk

Every 15 minutes

0.0

0.2

0.4

0.6

0.8

1.0

0.3 0.4 0.5 0.6 0.7 0.8 0.9 1.0 1.1 1.2 1.3 1.4 1.5 1.6 1.7 1.8

w(l

), a

tmo

spher

ic tra

nsm

itta

nce

l (mm)

H20

OZONE

MOL-SCAT

HRV

VIS0.6

VIS0.8

NIR1.6

R

NIR

HRV

spect

ral re

sponse

wavelength (mm)

Study area

Viewing zenith angle (°)

3 x 3 km²

1 x 1 km²

3 x 6 km²

1 x 2 km²

Neukermans et al. (2009). Mapping SPM from geostationary satellites... Optics Express

)6.0(0w

Page 3: Diurnal variability of turbidity and light attenuation in the ...modb.oce.ulg.ac.be/colloquium/2012/Abstracts_Programme/...Griet Neukermans1,2 Kevin Ruddick1 Quinten Vanhellemont1

SEVIRI optimal retrieval )6.0(0w

Digitization Turbid water (assumption of constant s )

)6.0(0,mw

08.0004.0 )6.0(0 w

Optimal range

e = 0.84 e = 1.02 e = 1.32 ?

)(

)8.0(

,0

)8.0()6.0()6.0(0

es

es

av

ccw

t

Neukermans G. (2012). Ph.D. dissertation.

Page 4: Diurnal variability of turbidity and light attenuation in the ...modb.oce.ulg.ac.be/colloquium/2012/Abstracts_Programme/...Griet Neukermans1,2 Kevin Ruddick1 Quinten Vanhellemont1

SEVIRI vs. MODIS marine reflectance 8

March

20

09

, 13

h U

TC

6 M

ay 20

08

, 13

h U

TC )6.0(0

wSEVIRI

)6.0(0wSEVIRI

)645(0 MwMODIS

)645(0 MwMODIS

Neukermans G. (2012). Ph.D. dissertation.

Page 5: Diurnal variability of turbidity and light attenuation in the ...modb.oce.ulg.ac.be/colloquium/2012/Abstracts_Programme/...Griet Neukermans1,2 Kevin Ruddick1 Quinten Vanhellemont1

in situ T and KPAR data: SmartBuoys

Mills et al. (2003)

in situ T and KPAR every 30 minutes

PAR

0+, 1, 2 m

T TH1

WG

D

T (FNU) on 11 February 2008, 12:00 h UTC

)2(PAR

)1(PARlogKPAR

m

m

Page 6: Diurnal variability of turbidity and light attenuation in the ...modb.oce.ulg.ac.be/colloquium/2012/Abstracts_Programme/...Griet Neukermans1,2 Kevin Ruddick1 Quinten Vanhellemont1

Retrieval algorithms for T and KPAR

Turbidity (T) and [SPM]

algorithm (Nechad et al. 2009,

2010):

Attenuation of PAR (KPAR)

algorithm (Devlin et al. 2008):

]SPM[066.0325.0KPAR

2 year dataset (2008-09) of SEVIRI T and KPAR every 15 minutes

)6.0(0

)6.0(0

T

w

w

C

A

Page 7: Diurnal variability of turbidity and light attenuation in the ...modb.oce.ulg.ac.be/colloquium/2012/Abstracts_Programme/...Griet Neukermans1,2 Kevin Ruddick1 Quinten Vanhellemont1

SEVIRI vs. in situ T and KPAR atmospheric correction, retrieval algorithms, spatial

resolution, in situ measurement uncertainty

KP

AR

(m

-1)

n r slope offset RMSE 5 50 95

T 3068 0.93 0.82 0.15 5.80 3 29 80

KPAR 1492 0.93 0.85 0.05 0.34 2 18 81

PE (%) percentileslog10 regression

KPAR (m-1)

80% of SEVIRI T is within 53% of in situ T

and

80% of SEVIRI KPAR is within 39% of in situ KPAR

___ 1:1 line

___ fit

___ 1:1 line

___ fit

Page 8: Diurnal variability of turbidity and light attenuation in the ...modb.oce.ulg.ac.be/colloquium/2012/Abstracts_Programme/...Griet Neukermans1,2 Kevin Ruddick1 Quinten Vanhellemont1

Diurnal variability of T

Page 9: Diurnal variability of turbidity and light attenuation in the ...modb.oce.ulg.ac.be/colloquium/2012/Abstracts_Programme/...Griet Neukermans1,2 Kevin Ruddick1 Quinten Vanhellemont1

Diurnal variability of T

Page 10: Diurnal variability of turbidity and light attenuation in the ...modb.oce.ulg.ac.be/colloquium/2012/Abstracts_Programme/...Griet Neukermans1,2 Kevin Ruddick1 Quinten Vanhellemont1

SEVIRI daily composite of 34 images

Quasi cloudfree

MODIS: 1 image

60% clouded

remotely sensed ( ) vs. in-situ ( , ) diurnal variability of turbidity

SB

maxT

t(Tmax)

t( )

Page 11: Diurnal variability of turbidity and light attenuation in the ...modb.oce.ulg.ac.be/colloquium/2012/Abstracts_Programme/...Griet Neukermans1,2 Kevin Ruddick1 Quinten Vanhellemont1

SEVIRI ( ) vs. in-situ ( , ) diurnal variability of T

t(Tmax)

t(Tmax) SB

SEVIRI daily composite of 34 images

Quasi cloudfree

MODIS: 1 image

60% clouded

Page 12: Diurnal variability of turbidity and light attenuation in the ...modb.oce.ulg.ac.be/colloquium/2012/Abstracts_Programme/...Griet Neukermans1,2 Kevin Ruddick1 Quinten Vanhellemont1

Comparison of T time series

Diurnal variability of T is

picked up well by SEVIRI

with

phase difference generally <1h

1:1 line

+/- 1 h lines

t(T

max

) h U

TC

t(Tmax) h UTC SB

Page 13: Diurnal variability of turbidity and light attenuation in the ...modb.oce.ulg.ac.be/colloquium/2012/Abstracts_Programme/...Griet Neukermans1,2 Kevin Ruddick1 Quinten Vanhellemont1

… and KPAR time series

…also picked up well by SEVIRI

t(KPARmax) h UTC SB

t(K

PAR

max

) h U

TC

KP

AR

(m

-1)

KP

AR

(m

-1)

KP

AR

(m

-1)

SEVIRI SmartBuoy

Page 14: Diurnal variability of turbidity and light attenuation in the ...modb.oce.ulg.ac.be/colloquium/2012/Abstracts_Programme/...Griet Neukermans1,2 Kevin Ruddick1 Quinten Vanhellemont1

Conclusions • Good correspondence between SEVIRI and

MODIS marine reflectance – Large uncertainties in clear water (digitization) and in

very turbid waters (atmospheric correction)

• On cloudfree days: SEVIRI detects tidal variability of T and Kd in turbid SNS waters – Available for the first time from space

– Applications in ecosystem models, sediment transport modeling, monitoring of T

• Days with moving clouds: significant increase in data availability, compared to polar-orbiters

• Extension of atmospheric correction methodology to full SEVIRI disk or other meteorological sensors…

SEVIRI w

MODIS w

SEVIRI

MODIS

Page 15: Diurnal variability of turbidity and light attenuation in the ...modb.oce.ulg.ac.be/colloquium/2012/Abstracts_Programme/...Griet Neukermans1,2 Kevin Ruddick1 Quinten Vanhellemont1

SEVIRI

MSG

MSU

Electro

GOCI

COMS

Where else can this work?

Page 16: Diurnal variability of turbidity and light attenuation in the ...modb.oce.ulg.ac.be/colloquium/2012/Abstracts_Programme/...Griet Neukermans1,2 Kevin Ruddick1 Quinten Vanhellemont1

Publications • Neukermans G., 2012. Optical in situ and geostationary satellite-borne

observations of suspended particles in coastal waters. Ph. D. dissertation of the Université du Littoral Côte d’Opale, pp. 210, Academic & Scientific publishers, Brussels, Belgium. ISBN 978 90 7028 949 2

• Neukermans G., K. Ruddick and N. Greenwood. Diurnal variability of turbidity and light attenuation in the southern North Sea from the SEVIRI geostationary sensor. (in review in Remote sensing of the Environment).

• Nechad B., Ruddick, K.G. and G. Neukermans, 2009. Calibration and validation of a generic multisensor algorithm for mapping of turbidity in coastal waters. Proceedings of SPIE "Remote Sensing of the Ocean, Sea Ice, and Large Water Regions" Conference held in Berlin (Germany), 31 August 2009. Proc. SPIE Vol. 7473, 74730H.

• Neukermans G., K. Ruddick, E. Bernard, D. Ramon, B. Nechad and P.Y. Deschamps, 2009. Mapping Total Suspended Matter from geostationary satellites: a feasibility study with SEVIRI in the Southern North Sea. Optics Express, 17(16):14029-14052.


Recommended