Investigation of the Black, Baltic, Kara and Aral Seas
using their sea radiance coefficient spectra obtained by
passive remote sensing
Vera Rostovtseva,
Igor Goncharenko, Dmitrii Khlebnikov, Boris Konovalov
P. P. Shirshov Institute of Oceanology RAS, Moscow, Russia
• Passive remote sensing from board a ship for estimation of the
main water admixtures concentration.
• Sea Radiance Coefficient Spectra which depends on water content
• How to measure the SRC from board a ship
• SRC spectra for Case 1 and Case 2 waters
• Calibration using the characteristics of pure sea water
• SRC spectra and water content in the four different seas
Passive remote sensing of the sea surface
Abstract
Estimation of water content and admixtures distribution in inland seas and coastal regions of oceans by optical
remote sensing from board a ship is of great importance. One of the most informative characteristics is the sea
radiance coefficient spectrum ρ(λ) which we obtained with the special spectrophotometer, named Ro-meter. It was
developed for measuring the three values: upward sea surface radiation, radiance of the adjacent sky area (it is the
area that contributes most to the reflection part of the sea surface radiation) and radiance of the horizontal white
screen (it estimates the total illumination of the sea surface). After subtracting the reflection part from the upward sea
surface radiation and dividing the result by the total illumination of the sea surface we obtained the sea radiance
coefficient spectra.
The measurements were made from board a moving ship in four seas characterized by various water properties: in the
north-eastern part of the Black Sea at the Vulan-river mouth, in the western part of the Aral Sea, in Gdansk Bay of the
Baltic Sea, in Gdansk Gulf of the Baltic Sea and in the Kara Sea including the Ob’ Bay. The spectra were normalized
by the sea radiance coefficients for the four seas at 600nm.
The obtained sea radiance coefficient spectra were compared to the classification of the shelf sea waters developed
for different water types. Comparing the types of the obtained spectra to the modeling results one can conclude that
the Baltic Sea has the high content of dissolved organic matter, the Black Sea has abnormally high scattering, the
Aral Sea water shows significant adsorption by some pigments though it is extremely saline and the Kara Sea differs
greatly from the areas where it is similar to the open ocean waters to the areas of the river mouths with high content
of dissolved organic and suspended matter.
Then the original calibration method based on the spectrum of pure sea water absorption was used to avoid the
impact of different weather conditions on the explored spectra and the absorption spectra of sea water in the chosen
areas of the four seas were calculated. The absorption spectra allowed us to estimate the admixtures concentration
and the efficiency of the suggested method in each case was discussed.
The suggested method of optical remote sensing from board a ship can be useful for sub-satellite measurements to
obtain the coefficients for regional algorithms. It is also necessary for exploring the sea areas, which are too close to
the coastal line or cannot be seen from satellites because of cloudiness.
To obtain Sea Radiance Coefficient from board a ship we have to
measure three characteristics
Sea Radiance Coefficient is a characteristic of the water itself:
intensity of the light backscattered by the water intensity of the incident light
ρ =
As the backscattered light depends on the absorption and
backscattering coefficients of sea water and its
admixtures concentration, the Sea Radiance
Coefficient Spectrum (ρ - spectrum) can reveal the
water content:
0 b
b
k b
a b
ρ =
Passive remote sensing of the sea surface
Vulan - Bsea (upward radiation)
0
1
2
3
4
5
6
7
8
350 450 550 650λ, nm
Vulan-01
Vulan-02
Vulan-03
Vulan-04
Vulan - B white screen
0
20
40
60
80
100
120
140
160
350 450 550 650
λ, nm
Vulan-01
Vulan-02
Vulan-03
Vulan-04
Vulan - Bsky
0
5
10
15
20
25
30
35
40
45
350 450 550 650
λ, nm
Vulan-01
Vulan-02
Vulan-03
Vulan-04
Sea Radiance Coefficient
Three-channel Spectrophotometer for Measurement
of Sea Radiance Coefficient
from board a ship
Spectrophotometer for measurement of sea
radiance coefficient from board a ship
Main parameters of Rometer-A
based on spectrophotometer AvaSpec-102 (AVANTES):
Spectral band – 360 -:- 760 nm
Spectral resolution – 5 nm
Integration time interval – 0.1 -:- 60 s
signal-noise ratio – 1000:1,
Weight of the device – 720 g
Dimensions – 175x110x44 mm
PC-controlled
Sea radiance coefficient for open ocean waters (Case 1)
0
0,02
0,04
0,06
0,08
0 2 4 6 8 10
m
ays
asm
Cp/100
Natural admixtures concentrations in open ocean waters can be estimated using one parameter, for example water type optical index m which is proportional to water vertical extinction coefficient at 500 nm
Dependence of the three main natural admixtures concentrations on the water type
optical index m:
1. "yellow substance" is given in m-1
2. suspended matter concentrations is given in m-1.
3. Phytoplankton pigments concentration is given in mg/m3
0
1
2
3
4
5
6
400 450 500 550 600 650 700
wave length, nm
ρ (
λ),
%
Clear waters
Ср = 0,1 mg/m3
Ср = 0,5 mg/m3
Ср = 1,0 mg/m3
Ср = 2,5 mg/m3
Sea Radiance Coefficient spectra ρ (λ) measured from
Russian r/v in the Atlantic Ocean and Antarctic waters
0
1
2
3
4
5
6
400 450 500 550 600 650 700
wave length, nm
ρ (
λ),
%
Clear waters
Ср = 0,1 mg/m3
Ср = 0,5 mg/m3
Ср = 1,0 mg/m3
Ср = 2,5 mg/m3
Cp < 0.3 [mg/m3]
0
1
2
3
4
5
6
400 500 600 700
Central Atlantic-1
Central Atlantic-2
Central Atlantic-3
0.5 < Cp < 1.0 [mg/m3]
0
1
2
3
4
5
6
400 500 600 700
Canarian upwelling-1
Canarian upwelling-2
Antarctic waters-1
Antarctic waters-2
Modeling
1.0 < Cp < 2.0 [mg/m3]
0
1
2
3
4
5
6
400 500 600 700
Bengelian upwelling
Canarian upwelling-3
Antarctic waters-3
Measurements
Sea radiance coefficient for inland seas and sea coastal
regions (Case 2)
0
1
2
3
4
5
6
400 500 600 700
wave length, nm
ρ (
λ),
%
M (Cp=0,5 ys=0,004
sm=0,014)
M+Y (ys*=0,08)
M+S (sm*=0,04_b*=0,2)
M+YS (ys*=0,08,
sm*=0,04_b*=0,2)
M+YS' (ys*=0,01,
sm*=0,04_b*=0,5)
Modeling
Measurements
0
1
2
3
4
5
6
7
400 500 600
Ionic Sea
Aegen Sea
Baltic Sea
(Kattegat)
Marmora Sea
Black Sea
Pure waters
Calibration of Sea Radiance Coefficient
measured from board a ship
Vulan - Bsea (upward radiation)
0
1
2
3
4
5
6
7
8
350 450 550 650λ, nm
Vulan-01
Vulan-02
Vulan-03
Vulan-04
Vulan - B white screen
0
20
40
60
80
100
120
140
160
350 450 550 650
λ, nm
Vulan-01
Vulan-02
Vulan-03
Vulan-04
Vulan - Bsky
0
5
10
15
20
25
30
35
40
45
350 450 550 650
λ, nm
Vulan-01
Vulan-02
Vulan-03
Vulan-04
0,02sea sky
ws
B BR
B
Cloudy sky
Rough sea
Windy day
ρ(λ)= k R – ΔR
? ?
Vulan - Ro (01-04)
0
0,01
0,02
0,03
0,04
0,05
0,06
0,07
400 500 600 700
Vulan-01 Vulan-02
Vulan-03 Vulan-04
SHORE SHORE
8 1 9 16
7 2 10 15
6 3 11 14
5 4 12 13
Sea-water backscattering
0
0,005
0,01
0,015
0,02
0,025
400 500 600 700
wavelength, nm
bac
ksca
tter
ing
co
effi
cien
t, 1
/m
bw
b
bb
Sea-water absorption
0
0,05
0,1
0,15
0,2
0,25
0,3
0,35
0,4
0,45
0,5
400 500 600 700
wavelength, nm
ab
so
rpti
on
co
eff
icie
nt,
1/m
aw
ays
asm
ap
a
1D
2D
Absorption of pure sea water
Using some peculiarities of pure sea water absorption for
calibration of Sea Radiance Coefficient
Sea-water backscattering
0
0,005
0,01
0,015
0,02
0,025
400 500 600 700
wavelength, nm
bac
ksca
tter
ing
co
effi
cien
t, 1
/m
bw
b
bb
Sea-water absorption
0
0,05
0,1
0,15
0,2
0,25
0,3
0,35
0,4
0,45
0,5
400 500 600 700
wavelength, nm
ab
so
rpti
on
co
eff
icie
nt,
1/m
aw
ays
asm
ap
a
1D
2D2600580
1600700
1
,
D
D
Sea radiance coefficient spectra obtained at the Vulan-river estuary
SHORE SHORE
8 1 9 16
7 2 10 15
6 3 11 14
5 4 12 13
Vulan - Ro (05-08)
0
0,01
0,02
0,03
0,04
0,05
0,06
400 500 600 700
Vulan-05 Vulan-06
Vulan-07 Vulan-08
Vulan - Ro (01-04)
0
0,01
0,02
0,03
0,04
0,05
0,06
0,07
400 500 600 700
Vulan-01 Vulan-02
Vulan-03 Vulan-04
Vulan - Ro (09-12)
0
0,01
0,02
0,03
0,04
0,05
0,06
400 500 600 700
Vulan-09 Vulan-10
Vulan-11 Vulan-12
Vulan - Ro (13-16)
0
0,02
0,04
0,06
0,08
0,1
0,12
400 500 600 700
Vulan-13 Vulan-14
Vulan-15 Vulan-16
Measurement of Sea Radiance Coefficient
from board a ship
Sea radiance coefficient spectra obtained at the Vulan-river estuary
Measurement of Sea Radiance Coefficient
from board a ship
SHORE SHORE
8 1 9 16
7 2 10 15
6 3 11 14
5 4 12 13
Vulan - Ro (05-08)
0
0,01
0,02
0,03
0,04
0,05
0,06
400 500 600 700
Vulan-05 Vulan-06
Vulan-07 Vulan-08
(a+b) b1/b
0
0,1
0,2
0,3
0,4
0,5
0,6
400 500 600 700
V08 V07 V06 V05 aw
Vulan - Ro (01-04)
0
0,01
0,02
0,03
0,04
0,05
0,06
0,07
400 500 600 700
Vulan-01 Vulan-02
Vulan-03 Vulan-04
(a+b) b1/b
0
0,1
0,2
0,3
0,4
0,5
0,6
0,7
400 500 600 700
V01 V02 V03 V04 aw
Vulan - Ro (09-12)
0
0,01
0,02
0,03
0,04
0,05
0,06
400 500 600 700
Vulan-09 Vulan-10
Vulan-11 Vulan-12
Vulan - Ro (13-16)
0
0,02
0,04
0,06
0,08
0,1
0,12
400 500 600 700
Vulan-13 Vulan-14
Vulan-15 Vulan-16
(a+b) b1/b
0
0,1
0,2
0,3
0,4
0,5
0,6
400 500 600 700
V09 V10 V11 V12 aw
(a+b) b1/b
0
0,1
0,2
0,3
0,4
0,5
0,6
400 500 600 700
V16 V15 V14 V13 aw
Spectra of chlorophyll-specific
light absorption coefficient of
phytoplankton pigments for
waters of various trophicity
(from O1->E4)
Spectra of specific light
absorption coefficient of
suspended particles -
suspended matter (SM) Gulf of Gdansk and Puck Bay (1-3),
open Baltic (4-6), mid-Atlantic (7-11)
Spectra of absorption coefficients
of Dissolved Organic Matter
(“Yellow Substance”)
Chlorophyll of Phytoplankton Suspended Matter
“Yellow Substance” or DOM Specific absorption ax,ay,as
0
0,05
0,1
400 500 600 700
ay
as
ax
Bogdan Wozniak and Jerzy Dera,
Light Absorption in Sea Water- Springer, 2007
Modeling of the absorption spectra of the main sea
admixtures
0
0,02
0,04
0,06
0,08
0,1
0,12
400 500 600
Wave length, nm
Ab
so
rbti
on
in
dex,
1/m
(a + b) - aw summa_mod
ap_mod ays_mod
asm+b_mod
Cp = 0.7 mg/m3
ay = 0.007 1/m
as = 0.035 1/m
Estimation of water admixtures concentration from ρ(λ) spectra using specific absorption spectra
SHORE SHORE
8 1 9 16
7 2 10 15
6 3 11 14
5 4 12 13
SHORE SHORE
8 1 9 16
7 2 10 15
6 3 11 14
5 4 12 13
Estimation of water admixtures concentration
from ρ(λ) spectra and in water samples
"Yellow substance" absorption at 500 nm, 1/m
0
0,005
0,01
0,015
0,02
0,025
0,03
0,035
0,04
8 7 6 5 4 3 2 1 9 10 11 12 13 14 15 16
Suspended matter absorption, 1/m
0
0,04
0,08
0,12
0,16
8 7 6 5 4 3 2 1 9 10 11 12 13 14 15 16
Coloured columns for estimates (R) from ρ(λ)
Brown columns for estimates (S) in water samples
0,0 0,1 0,2 0,3 0,4 0,5 0,6 0,7 0,8 0,9 1,0
Концентрации примесей, измеренных на пробах (нормировано по
максимуму)
0,0
0,1
0,2
0,3
0,4
0,5
0,6
0,7
0,8
0,9
1,0
О
тн
ош
ен
ие
ко
нц
ен
тр
ац
ий
пр
им
есе
й п
о К
СЯ
к ко
нц
ен
тр
ац
иям
в п
ро
ба
х
(н
ор
ми
ро
ван
о п
о м
акс
им
уму)
r = -0,77; r = -0,47; r = -0,45;
Ср
ays(500)asm(500)
D
Estimates-S normalized by their maximal value
Ratio o
f e
stim
ate
s-R
to
estim
ate
s-S
no
rma
lize
d b
y th
eir m
axim
al va
lue
Concentration of Phytoplankton, mg/m3
00,20,40,60,8
1
1,21,41,61,8
2
8 7 6 5 4 3 2 1 9 10 11 12 13 14 15 16
38.48 38.5 38.52 38.54 38.56 38.58
44.3
44.32
44.34
44.36
0.4
0.6
0.8
1
1.2
ArkhipoosipovkaThe Vulan
Phytoplankton concentration, mg/m3
38.48 38.5 38.52 38.54 38.56 38.58
44.3
44.32
44.34
44.36
0.006
0.009
0.012
0.015
0.018
0.021
ArkhipoosipovkaThe Vulan
Concentration of "yellow substance", m-1Phytoplankton concentration, mg/m3 “Yellow Substance” concentration, m -1
38.48 38.5 38.52 38.54 38.56 38.58
44.3
44.32
44.34
44.36
0.03
0.06
0.09
0.12
0.15
ArkhipoosipovkaThe Vulan
Concentration of suspended matter, m-1Suspended Matter concentration, m-1
Estimation of water admixtures distribution
in aquatorium of the Vulan river mouth
Sea radiance coefficient spectra
measured in Gdansk Gulf from board
of “Oceania”
Gdansk - Ro
B
0
0,005
0,01
0,015
0,02
0,025
0,03
0,035
400 500 600 700
25.08.06 10-45
25.08.06 10-45
25.08.06 10-52
25.08.06 10-52
Gdansk - Ro
J
0
0,005
0,01
0,015
0,02
0,025
0,03
0,035
0,04
400 500 600 700
29.08.06 11-44
29.08.06 11-47
Gdansk - Ro
E, F
0
0,005
0,01
0,015
0,02
0,025
0,03
0,035
400 500 600 700
27.08.06 11-18
27.08.06 14-30
Gdansk - Ro
H, I
0
0,005
0,01
0,015
0,02
0,025
0,03
0,035
400 500 600 700
29.08.06 08-22
29.08.06 10-32
Comparison to LIDAR data
Gdansk - Ro
B
0
0,005
0,01
0,015
0,02
0,025
0,03
0,035
400 500 600 700
25.08.06 10-45
25.08.06 10-45
25.08.06 10-52
25.08.06 10-52
Gdansk - Ro
J
0
0,005
0,01
0,015
0,02
0,025
0,03
0,035
0,04
400 500 600 700
29.08.06 11-44
29.08.06 11-47
Gdansk - Ro
E, F
0
0,005
0,01
0,015
0,02
0,025
0,03
0,035
400 500 600 700
27.08.06 11-18
27.08.06 14-30
Gdansk - Ro
H, I
0
0,005
0,01
0,015
0,02
0,025
0,03
0,035
400 500 600 700
29.08.06 08-22
29.08.06 10-32
(axyz+b) (b1/b=1)
0
0,1
0,2
0,3
0,4
0,5
0,6
400 500 600 700
25.08.06 10-45 27.08.06 11-18 29.08.06 08-22
29.08.06 11-44 aw
Cp ays as
25_08 10-45 1,0 0,006 0,17
27_08 11-18 - - 0,17
29_08 08-22 5,0 0,11 0,12
29_08 11-44 4,0 0,05 0,12
Estimates of admixtures concentration
from Sea radiance coefficient spectra
Measurement of Sea Radiance Coefficient
from board a ship in the Aral Sea
0
0,02
0,04
0,06
0,08
0,1
0,12
0,14
0,16
0,18
0,2
400 500 600 700
wave length, nm
ab
so
rbti
on
in
dex,
1/m
(a+b) - aw summa_mod
ap_mod ays_mod
asm+b_mod
Cp = 2.6 mg/m3
ay = 0.012 1/m
as = 0.04 1/m
Aral: Ro(calibrated)/Ro600
0
1
2
3
4
5
6
7
8
9
10
400 500 600 700
14-34 (k*Ro-
delR)/(k*Ro600-delR)
14-44 (k*Ro-
delR)/(k*Ro600-delR)
Aral: Ro
0
0,02
0,04
0,06
0,08
0,1
0,12
0,14
0,16
0,18
0,2
400 500 600 700
14-34
14-44
Measurement of Sea Radiance Coefficient
from board a ship in the Kara Sea
0
0,5
1
1,5
2
2,5
3
400 500 600 700
wave length, nm
ab
so
rpti
on
in
dex,
1/m
(a+b) - aw summa_mod
ays_mod asm+b_mod
ap_mod
The Ob’ Bay Cp = 15,6 mg/m3
ay = 0.5 1/m
as = 0.57 1/m
0
0,2
0,4
0,6
0,8
1
1,2
400 500 600 700
wave length, nm
ab
so
rpti
on
in
dex,
1/m
(a+b) - aw summa_mod
ap_mod ays_mod
asm+b_mod
The Kara Sea Cp = 2,3 mg/m3
ay = 0.1 1/m
as = 0.34 1/m
Ro
0
0,01
0,02
0,03
0,04
0,05
0,06
400 500 600 700
The Kara Sea
The Ob' Bay
Ro(calibrated)/Ro600
0
0,2
0,4
0,6
0,8
1
1,2
1,4
1,6
400 500 600 700
The Kara Sea
The Ob' Bay
1. A method of express analysis of surface water content in the coastal waters from
board a moving ship was developed. It consists of three stages: firstly, passive
remote sensing of the aquatorium from board a moving vehicle with a portative
device, secondly, calculation and calibration of the sea radiance coefficient spectra
using the original methodic and thirdly, estimation of the main natural admixtures
concentrations and visualizing their distribution over the examined area.
2. The calibration takes into account some pure water absorption peculiarities in the
580-700 nm which reveal themselves in the sea radiance coefficient spectra. Using
this calibration one can remove the influence of various weather conditions (cloudy
sky, wind, rough sea) on the sea radiance coefficient spectra.
3. After getting the absorption spectra of the investigated sea-water the procedure of
estimation of main admixtures concentrations by using their specific absorption
spectra are carried out.
Сonclusions
4. The method was tested in the Black Sea region (the Vulan-river mouth), the Baltic
Sea (Gdansk Gulf), the Aral Sea and the Kara Sea and showed its efficiency. It is
not very suitable for open sea regions as the signal in the band for calibration is
low. Here the one-parameter scheme can be used.
Conclusions (continued)
The Kara Sea
Cp: 2,3-:-15 mg/m3
ay: 0.1-:- 0,5 1/m
as: 0.3-:-0.6 1/m
The Aral Sea
Cp = 2.6 mg/m3
ay = 0.012 1/m
as = 0.04 1/m
The Baltic Sea
Cp: 1-:-5 mg/m3
ay: 0.006-:- 0,11 1/m
as: 0.12-:-0.17 1/m
Ro(calibrated) / Ro600
0
1
2
3
4
5
400 500 600 700
The Black Sea
Cp: 0.4-:-1.4 mg/m3
ay: 0.007-:- 0,012 1/m
as: 0.02-:-0.14 1/m
Ro(calibrated)/Ro600
0
1
2
3
4
5
400 500 600 700
Ro(calibrated)/Ro600
0
1
2
3
4
5
400 500 600 700
Ro (calibrated)/Ro600
0
1
2
3
4
5
400 500 600 700
Future plans
1. Development of the device for operating in an automatic regime to get some
series of spectra on move for better mapping the area under investigation.
2. Study of the influence of the surface film on the sea radiance coefficient
spectra and the possibility of its detection by this method
3. Comparison of the results of passive and active remote sensing: can we
judge about admixture distribution in depth?
Thank You for Attention