Fitzroy flood plumes. Transport and processing of ...
Transcript of Fitzroy flood plumes. Transport and processing of ...
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Fitzroy – flood plumes. Transport
and processing of nutrients and
sediments in the GBR lagoon
Sampling in 2008Michelle Devlin, Zoe Bainbridge, Stephen Lewis
and Jon Brodie.
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Why monitor Riverine plumes?
• Fifteen major river and many minor
catchments drain directly into the GBR
lagoon.
• These catchments are the main source
of terrestrial material and contaminants
into entering the GBR lagoon.
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Why monitor riverine plumes?
Soil erosion from grazing lands increased suspended sediments
and particulate nutrients
Fertilized cropping Greatly increased nitrogen and phosphorus
losses
High nitrogen fertilizer use Greatly increased nitrate losses
Urban use Increased dissolved nutrient discharges
Loads of nitrogen and Phosphorus have increased significantly in
last 100 years.
Connectivity between land use and Great Barrier Reef lagoon.
Rivers – main source of pollutants
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Landuse change affects the composition of runoff
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MTSRF/GBRMPA marine monitoring
program – Flood plume monitoring
4 year program
To further our information on the extent,
duration of flood plumes
Transport and processing of pollutants
into GBR waters
Feedback into risk assessment, better
understanding of catchment land use and
GBR waters
Build into existing models (Mirjam et al.,
King et al., )
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Flood plumes –story so far
• Often constrained to the coast;
• Flood plumes may extend out
to outer Reef;
• Contain environmentally
relevant concentrations of
sediment, nutrients and
pesticides;
• Different pathways for different
pollutants and
• Major route of contaminant
transfer to the GBR.
• Areas of research
2008-02-22 MODIS Aqua Fitzroy Zoom (Dekker)• Transport and
processing of
nutrients and
suspended sediment
• Extent and exposure
of flood plume related
to prevailing weather
and catchment
conditions
Primary
plume
Secondary plume
PN
DIP
SPM
DIN
PP
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• Water quality
• Transport and Processing of water quality
parameters / pollutants
• Analysis of mixing curves
• Deviations from linearity indicate enrichment or
depletion of a particular water mass in excess of
that to be expected from the simple dilution
process
• A non-linear relationship between the water
quality parameter and salinity indicates some
form of addition or depletion of that parameter
through another process
Removal
Theoretical
dilution line
Co
ncen
tration o
f A
Addition
Co
ncen
tration o
f B Theoretical
dilution lineRemoval
Addition
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• Flood plume act as a mechanism for transporting
and processing WQ constituents
• Dissolved nutrients tend to act conservatively,
that is they dilute linearly with dilution
• However biological uptake can and does occur
throughout the salinity range
• Suspended sediment drops out rapidly, close to
shore and in lower salinity range.
• Recent work suggests smaller particulate size
moves out much further than the larger clay
material (flocculation in the higher salinities)
• Similar processes in the particulate nutrients
• Chlorophyll typically measured as an indicator
of phytoplankton activity. Tends to be low in
lower salinities (light limiting conditions) and
increases in the middle stages with combination
of high nutrients and low turbidity.
• Exceptions to all these rules!
0
2
4
6
8
10
12
0 4 8 12 16 20 24 28 32 36Salinity
Nox
and
NH4 (
mM
)
0
0.2
0.4
0.6
0.8
1
1.2
DIP
(mM
)
DIN NH4 DIP
0
0
2
4
6
8
10
12
0 4 8 12 16 20 24 28 32 36Salinity
Nox
and
NH4 (
mM
)
0
0.2
0.4
0.6
0.8
1
1.2
DIP
(mM
)
DIN NH4 DIP
0
100
200
300
400
500
600
0 4 8 12 16 20 24 28 32 36Salinity
SPM
(mg/L
) Wet Tropics SPM Dry Tropics SPM
0
1
2
3
4
5
6
7
0 4 8 12 16 20 24 28 32 36Salinity
Chloro
phyll b
iomass
(mg/
L)
Chlorophyll a
0
5
10
15
20
25
30
0 4 8 12 16 20 24 28 32 36Salinity
PN (m
M)
0
1
2
3
4
5
100
200
300
400
500
600
0 4 8 12 16 20 24 28 32 36Salinity
SPM
(mg/L
) Wet Tropics SPM Dry Tropics SPM
0
1
2
3
4
5
6
7
0 4 8 12 16 20 24 28 32 36Salinity
Chloro
phyll b
iomass
(mg/
L)
Chlorophyll a
0
5
10
15
20
25
30
0 4 8 12 16 20 24 28 32 36Salinity
PN (m
M)
0
1
2
3
4
5
6
PP (mM
)
Particulate N Particulate P
Biological uptake
Major sedimentation
Major sedimentation
Phytoplankton growth
phase
0
2
4
6
8
10
12
0 4 8 12 16 20 24 28 32 36Salinity
Nox
and
NH4 (
mM
)
0
0.2
0.4
0.6
0.8
1
1.2
DIP
(mM
)
DIN NH4 DIP
0
2
4
6
8
10
12
0 4 8 12 16 20 24 28 32 36Salinity
Nox
and
NH4 (
mM
)
0
0.2
0.4
0.6
0.8
1
1.2
DIP
(mM
)
DIN NH4 DIP
00
0
2
4
6
8
10
12
0 4 8 12 16 20 24 28 32 36Salinity
Nox
and
NH4 (
mM
)
0
0.2
0.4
0.6
0.8
1
1.2
DIP
(mM
)
DIN NH4 DIP
0
2
4
6
8
10
12
0 4 8 12 16 20 24 28 32 36Salinity
Nox
and
NH4 (
mM
)
0
0.2
0.4
0.6
0.8
1
1.2
DIP
(mM
)
DIN NH4 DIP
0
100
200
300
400
500
600
0 4 8 12 16 20 24 28 32 36Salinity
SPM
(mg/L
) Wet Tropics SPM Dry Tropics SPM
0
1
2
3
4
5
6
7
0 4 8 12 16 20 24 28 32 36Salinity
Chloro
phyll b
iomass
(mg/
L)
Chlorophyll a
0
100
200
300
400
500
600
0 4 8 12 16 20 24 28 32 36Salinity
SPM
(mg/L
) Wet Tropics SPM Dry Tropics SPM
0
1
2
3
4
5
6
7
0 4 8 12 16 20 24 28 32 36Salinity
Chloro
phyll b
iomass
(mg/
L)
Chlorophyll a
0
5
10
15
20
25
30
0 4 8 12 16 20 24 28 32 36Salinity
PN (m
M)
0
1
2
3
4
5
100
200
300
400
500
600
0 4 8 12 16 20 24 28 32 36Salinity
SPM
(mg/L
) Wet Tropics SPM Dry Tropics SPM
0
1
2
3
4
5
6
7
0 4 8 12 16 20 24 28 32 36Salinity
Chloro
phyll b
iomass
(mg/
L)
Chlorophyll a
0
5
10
15
20
25
30
0 4 8 12 16 20 24 28 32 36Salinity
PN (m
M)
0
1
2
3
4
5
100
200
300
400
500
600
0 4 8 12 16 20 24 28 32 36Salinity
SPM
(mg/L
) Wet Tropics SPM Dry Tropics SPM
0
1
2
3
4
5
6
7
0 4 8 12 16 20 24 28 32 36Salinity
Chloro
phyll b
iomass
(mg/
L)
Chlorophyll a
0
5
10
15
20
25
30
0 4 8 12 16 20 24 28 32 36Salinity
PN (m
M)
0
1
2
3
4
5
6
PP (mM
)
Particulate N Particulate P
Biological uptake
Major sedimentation
Major sedimentation
Phytoplankton growth
phase
Shape
of
mixing
Transport and
Processing
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Extent
of
plumes
–
Change in dissolved and particulate nutrientsInitial
mixing
(salinity = 0)
Mixing processes
occurring in plume
(Salinity 0 to 35
Final reef exposure
concentration
Reliant on
catchment, timing
and flow
Variable 1 – River
concentrations //
landuse
Variable 2–
duration of flow
Variable 3– wind
direction and
strength
Variable 4–
distance of reef
(timing of plume)
PN
NOX
0 250 500 750 1000 1250Concentration (ug/L)
Tully River (n = 331)
PN
NOX
0 250 500 750 1000 12500 250 500 750 1000 1250Concentration (ug/L)
Tully River (n = 331)
PN
NOX
PN
NOX
0.2 km off Cairns Inshore from Green Is.
0.01-1.66,
mean = 0.39 ug/L
0
1000
2000
3000
4000
500
0
1970 1975 1980 198 1990 1995 20000
1000
2000
3000
4000
500
0
1970 1975 1980 198 1990 1995 2000
Fe
rtilize
r nitro
gen
(ton
ne
s)
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Sampling strategy 2008-2011
Catchment
Processes
Link with 3.7.2
River monitoring
programs
Freshwater and
Sediment exports
(NRW – AIMS)
Plume sampling
(JCU)
Aerial flyovers
Remote sensing
In situ logging data
(AIMS)
Receiving water
models
King et al
Mirjam et al
Other
Water quality
Dissolved and particulate nutrients
Suspended particulate matter
CDOM
Chlorophyll
Trace metals
Pesticides
Phytoplankton species
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• Historic perspective on flood plumes in the
Fitzroy
• Plume sampling in 1991 (Brodie et al., )
• Cyclone Joy
Fitzroy River
0
200000
400000
600000
800000
1000000
1200000
1400000
1964
1965
1966
1967
1968
1969
1970
1971
1972
1973
1974
1975
1976
1977
1978
1979
1980
1981
1982
1983
1984
1985
1986
1987
1988
1989
1990
1991
1992
1993
1994
1995
1996
1997
1998
1999
2000
2001
2002
2003
2004
2005
2006
2007
2008
1991
2008
• On the 26 December 1990, severe tropical
cyclone Joy crossed the eastern Australian coast
near Ayr.
• The 1991 Fitzroy flood, which resulted in more
than 18.5 million megalitres of flood waters, was
the third largest on record
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• During the initial period of high discharge (30
December–13 January), the predominant winds over the
southern GBR were moderate SE (~12 knots).
• During this time, the plume was constrained relatively
close to the coast and moved north
• Winds became predominantly northerly and the plume
moved offshore eventually reaching the Capricorn
Island Group.
• The Fitzroy plume reached the Capricorn-Bunker reef
system at a distance of 200 km from the coastline in late
January 1991, with reductions in salinity levels to 27 at
the Capricorn reefs
• Very high chlorophyll concentrations measured in
offshore plume
• High concentrations of all nutrients found in salinities
30-35ppt (Cape Bunkers)
• Two different sampling events
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Sampling strategy 2008 – 2001 – New techniques
Salinity gradient/distance from shoreRiver
mouth Offshore
Sediment tracing Measurements of phytoplankton
CASE 2 waters
SPM
Light limiting
0 – 5ppt
Mixture of case 1/case 2 waters
SPM ↓Light ↑
5- 15ppt 15 – 35ppt
Properties closer
to Case 1 waters
Potential for high nutrients /
high production
Use of RS algorithms
Load
Calc.
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Flood sampling 2008
• 2 big events – Dry Tropics (Wet Tropics flooded but not sampled)
• 20 year event in Fitzroy
• Integrated approach to plume sampling
0
100000
200000
300000
400000
500000
600000
28/D
ec
31/D
ec
03/J
an
06/J
an
09/J
an
12/J
an
15/J
an
18/J
an
21/J
an
24/J
an
27/J
an
30/J
an
02/F
eb
05/F
eb
08/F
eb
11/F
eb
14/F
eb
17/F
eb
20/F
eb
23/F
eb
26/F
eb
29/F
eb
03/M
ar
06/M
ar
tota
l M
L / d
ay
.
Organisation catchment
Fitzroy
Timings
31/1 – 1/2
AIMS Fitzroy
CSIRO Fitzroy
23/2 – 26/2
5/2 – 6/2
JCU
CS
IRO
JCU
AIM
SFit
zroy
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• Identification of primary, secondary and tertiary plume extents
22nd Feb 2008
Primary plume
– turbid plume
(processes
controlled by
sediment
• Using true colour images to map extents
26th Jan 2008
Secondary/
tertiary plumes
pollutants
transported
further. Uptake
and growth
zones
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0
100000
200000
300000
400000
500000
600000
1-J
an
5-J
an
9-J
an
13-J
an
17-J
an
21-J
an
25-J
an
29-J
an
2-F
eb
6-F
eb
10-F
eb
14-F
eb
18-F
eb
22-F
eb
26-F
eb
1-M
ar
5-M
ar
9-M
ar
13-M
ar
date
flow
rate
(M
L)
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• Applied confidence to the extent mapping.
• Identify turbid plumes and chlorophyll plumes. Less confidence in defining the chlorophyll plumes.
• Application of various algorithms can help
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WQ data from Fitzroy
2008 - SS data
0
100
200
300
400
500
0 5 10 15 20 25 30 35
salinity
SS
(u
g/L
)
JCU
AIMS
CSIRO
2008 - DIN data
0
2
4
6
8
10
12
0 5 10 15 20 25 30 35
salinity
DIN
(uM
)
JCU
AIMS
CSIRO
2008 - chl data
0
5
10
15
20
25
30
0 5 10 15 20 25 30 35
salinity
Ch
l (u
g/L
)
JCU
AIMS
CSIRO
2008 - DIP data
0
0.5
1
1.5
2
0 5 10 15 20 25 30 35
salinity
DIP
(uM
)
JCU
AIMS
CSIRO
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SPM
0
100000
200000
300000
400000
500000
600000
1-J
an
5-J
an
9-J
an
13
-Ja
n
17
-Ja
n
21
-Ja
n
25
-Ja
n
29
-Ja
n
2-F
eb
6-F
eb
10
-Fe
b
14
-Fe
b
18
-Fe
b
22
-Fe
b
26
-Fe
b
1-M
ar
5-M
ar
9-M
ar
13
-Ma
r
date
flo
w r
ate
(M
L)
0
1
2
3
4
5
6
0 5 10 15 20 25 30 35
Salinity
PP
(uM
)
31/1/08 - 2/2/08
6/2/08 - 9/2/08
25/2/08 - 26/2/08
0
5
10
15
20
25
0 5 10 15 20 25 30 35
Salinity
PN
(uM
)
31/1/08 - 2/2/08
6/2/08 - 9/2/08
25/2/08 - 26/2/08
0
100
200
300
400
500
0 5 10 15 20 25 30 35Salinity
SS
(m
g/L
)
31/1/08 - 2/2/08
6/2/08 - 9/2/08
25/2/08 - 26/2/08
Particulate
Phosphorus
Particulate
Nitrogen
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DIN
0
100000
200000
300000
400000
500000
600000
1-J
an
5-J
an
9-J
an
13
-Ja
n
17
-Ja
n
21
-Ja
n
25
-Ja
n
29
-Ja
n
2-F
eb
6-F
eb
10
-Fe
b
14
-Fe
b
18
-Fe
b
22
-Fe
b
26
-Fe
b
1-M
ar
5-M
ar
9-M
ar
13
-Ma
r
date
flo
w r
ate
(M
L)
0
2
4
6
8
10
12
0 5 10 15 20 25 30 35Salinity
DIN
(u
M)
31/1/08 - 2/2/08
6/2/08 - 9/2/08
25/2/08 - 26/2/08
0
0.5
1
1.5
2
0 5 10 15 20 25 30 35Salinity
DIP
(u
M)
31/1/08 - 2/2/08
6/2/08 - 9/2/08
25/2/08 - 26/2/08
DIP
Chlorophyll
0
5
10
15
20
25
0 5 10 15 20 25 30 35Salinity
Ch
loro
ph
yll (
ug
/L)
31/1/08 - 2/2/08
6/2/08 - 9/2/08
25/2/08 - 26/2/08
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Comparison of WQ conditions
• Strong N signal in Wet Tropics plumes
• High chlorophyll in Fitzroy plume. 1991 value related to offshore production late in the
plume. 2008 value related to freshwater phytoplankton (in low salinities).
NOx between catchments
0
2
4
6
8
10
12
5 15 25 30Salinity
No
rma
lis
ed
NO
x (
uM
)
Barron
RM
tully
Burd
Fitz - 1991
Fitz 2008
NH4 between catchments
0
1
2
3
4
5
6
5 15 25 30Salinity
No
rma
lis
ed
NH
4 (
uM
)
Barron
RM
tully
Burd
Fitz - 1991
Fitz 2008
Chl between catchments
0
2
4
6
8
10
12
14
16
5 15 25 30Salinity
No
rma
lis
ed
Ch
l (u
g/L
)
Barron
RM
tully
Burd
Fitz - 1991
Fitz 2008
DIP
0
0.2
0.4
0.6
0.8
1
1.2
1.4
1.6
5 15 25 30Salinity
No
rma
lis
ed
DIP
(um
)
Barron
RM
tully
Burd
Fitz - 1991
Fitz 2008
SUSPENDED SOLIDS
0
20
40
60
80
100
120
5 15 25 30Salinity
No
rma
lis
ed
SS
(mg
/L)
Barron
RM
tully
Burd
Fitz - 1991
Fitz 2008
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• Remote sensing images can provide greater detail in flood plume extent and concentration
• MODIS algorithms
• CSIRO developing algorithms for turbid inshore waters
• Chlorophyll concentrations calculated from RS images, used to support on ground water quality sampling
• Temporal sampling from RS images
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Greater surveillance / Time series
High production extending Into Coral Sea. Nutrients moving great
distances (100’s km) in comparison to sediment (10’s km)
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Caveats to using RS data
• Proximity to reefs
• Turbidity issues
• Apply flags to data
• Flags include atmospheric correction, land, high radiance, angle, cloud
contamination, algorithm failure, aerosol contamination, atmospheric correction,
turbid waters
• Chlorophyll may not be accurate, however still able to represent spatial and temporal
trends.
Step process
1. Identify match ups for insitu data. Compare adequacy of different algorithms to
identify most appropriate.
2. Apply algorithms to the most appropriate images over flood plume period
3. Integrate RS data with existing water quality data to add to information on extent
and concentrations and timings.
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• Validation of data can be difficult
• Good match up with 2006/2007 flood data
• 2002 – 2007 ambient monitoring data
• Use this data to test the accuracy of the algorithms
• Applied flags to delete inappropriate data
• Existing work by CSIRO and AIMS already well advanced in this area.
• Unfortunately all the issues with application of RS algorithms happens in flood plumes (turbid, nearshore, complex)
• Difficult to get match ups in flood plume data
1. Match ups
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• Data match ups (2002 – 2008),
including plume data (2006-2007)
2 – Testing appropriate algorithms
• Development by new algorithm by
CSIRO
All data
Flagged and
turbid pixels
omitted
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1
3
5
7
9
11
13
15
17
19
21
0 50000 100000 150000 200000
distance from the river mouth (m)
Chlo
roph
yll
Turbid
TSM
flagged for QC
oc3
gsm
1
3
5
7
9
11
13
15
17
19
21
0 50000 100000 150000 200000 250000
distance from the river mouth(m)
Chlo
roph
yll
1
3
5
7
9
11
13
15
17
19
21
0 50000 100000 150000 200000 250000 300000
distance from the river mouth(m)
Ch
loro
ph
yll
22nd
February
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• Comparison of algorithm outputs for 22nd
February 2008
• Spatial extent of chlorophyll plume
• Validation without match ups
• Apply flags and QC
• Low confidence in the exact amounts of
chlorophyll calculated
• Very useful to describe spatial extent
patterns of chlorophyll and TSM.
3. Integration of RS data into flood
Plume work
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Site 1
Site 2
Site 3
0
1
2
3
4
5
6
24-12 3-1 13-1 23-1 2-2 12-2 22-2 3-3 13-3 23-3 2-4
Date
Chlo
rophyll
(ug/L
)
0
100000
200000
300000
400000
500000
600000
flow
rat
e
Excluded due to QC/flag
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• Final assessment of images and algorithms
• Combination of extent confidence and algorithm validation.
• Useful to separate primary and secondary extent.
• Much further transport of nutrients and chlorophyll offshore
• Offshore and southwards movement. May be related to currents.
Remote sensing techniques
Useful to integrate with in situ data
Further understanding of extent and
Concentration
Need
Extent - Confidence +
validation +
Quality Control (flags, location)
+ expert judgement
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Conclusions
• Water quality data identifies mixing profiles
• Large dry catchment events are extremely signficant in the transport of pollutants in GBR.
• Further work and data analysis currently underway
• Use of RS a valuable tool in the understanding of extent and prolonged exposure.
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Further work
• Univariate analysis of individual events over individual catchments
• Already have reasonable idea of how prevailing weather conditions
and flow can influence extent and exposure
• Move to multivariate techniques, correlative analysis of flow,
catchment condition and water quality parameters in plume – better
information for water quality targets
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Acknowledgements
• RRRC
• QPWS – Rosslyn Bay.
• Australian Institute of Marine Science and Britta.
• CSIRO
• Great Barrier Reef Marine Park Authority
• Regional bodies
• FBA