monitoring coastal saline lake environments using chris...
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![Page 1: Monitoring Coastal Saline Lake Environments using CHRIS Dataearth.esa.int/workshops/4th_chris_proba/CHRIS_WS4_MERTON.pdf · N S W E ObZA ObAA 55 56.68° 11.64° 36 36.17 10.87 0 1.87](https://reader030.vdocuments.site/reader030/viewer/2022040215/5f01c9ef7e708231d4010a77/html5/thumbnails/1.jpg)
Dr Ray Merton
Monitoring Coastal Saline Lake Environments using CHRIS DataMonitoring Coastal Saline Lake
Environments using CHRIS Data
Adam CarriganUmair Cheema
Ray Merton
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Dr Ray Merton
The Saline Lake EnvironmentThe Saline Lake Environment
Ecological: habitat for unique plants and animals.Social: recreational activities (boating, fishing, and swimming).Economic: tourism, fisheries, and aquaculture.
Ecological: habitat for unique plants and animals.Social: recreational activities (boating, fishing, and swimming).Economic: tourism, fisheries, and aquaculture.
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Dr Ray Merton
The Saline Lake EnvironmentThe Saline Lake Environment
Among the world’s most productive ecosystems.Highly variable in physical, chemical, and biological properties.Productivity depends on temperature, light, and nutrient levels.Human activities such as agriculture, forestry, and urban development can all affect water quality.Increased sediment and nutrient levels can have detrimental effects.
Among the world’s most productive ecosystems.Highly variable in physical, chemical, and biological properties.Productivity depends on temperature, light, and nutrient levels.Human activities such as agriculture, forestry, and urban development can all affect water quality.Increased sediment and nutrient levels can have detrimental effects.
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Dr Ray Merton
The Saline Lake EnvironmentThe Saline Lake Environment
An excess of nutrients can lead to eutrophication.Phytoplankton blooms continuously, congesting the estuaries with unconsumed and decaying plant material.The abundance of phytoplankton can be estimated by measuring the concentration of chlorophyll suspended in water.
An excess of nutrients can lead to eutrophication.Phytoplankton blooms continuously, congesting the estuaries with unconsumed and decaying plant material.The abundance of phytoplankton can be estimated by measuring the concentration of chlorophyll suspended in water.
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Manly Beach
Australian CHRIS Study SiteAustralian CHRIS Study Site8°
500km
N
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Dr Ray Merton
Saline Lakes –Sydney Northern Beaches
Saline Lakes –Sydney Northern Beaches
Narrabeen LakeNarrabeen Lake
Dee Why LagoonDee Why Lagoon
Curl Curl LagoonCurl Curl Lagoon
Manly LagoonManly Lagoon
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Dr Ray Merton
Data DescriptionData Description
CHRIS dataset (Mode 2) of Sydney’s Northern Beaches.For this study, three angles were examined: -36, 0, +36.Collected on 28 May 2005 at 10:20 a.m. SIRA destriped.Tidal information (partial influence only): low tide @ 6:11 a.m., high tide @ 12:13 p.m.
CHRIS dataset (Mode 2) of Sydney’s Northern Beaches.For this study, three angles were examined: -36, 0, +36.Collected on 28 May 2005 at 10:20 a.m. SIRA destriped.Tidal information (partial influence only): low tide @ 6:11 a.m., high tide @ 12:13 p.m.
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N
S
EW
ObZA ObAA55 56.68° 11.64°36 36.17 10.870 1.87 339.86
-36 -34.03 193.47-55 -55.59 192.62
CHRIS/ProbaManly Beach28 May 05
Time: Nadir image centre00:20:21 UTC10:20:21 AEST
Solar Azimuth = 27.12°Solar Zenith = 54.21°
....
..
.... ..
..
MZA-2°
++
Forward scattering.Water “sunglint”.
SZA < +30°
.= Sun
+ = Specular Point
.= CHRIS
.= Target
.= Sun
+ = Specular Point
.= CHRIS
.= Target
Backward [antisolar]scattering “hotspot”.
SZA = -8°
10º 20º 30º 40º 50º 60º 70º 80º 90ºZenith angles
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Dr Ray Merton
MethodsMethods
Geo-referencingGeo-referencing
MNF TransformationMNF Transformation
n-Dimensional Visualization and Endmember Identificationn-Dimensional Visualization and Endmember Identification
Formation of Spectral LibraryFormation of Spectral Library
OCRES programOCRES program
Results…Results…
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Dr Ray Merton
Image CorrectionsImage Corrections
Georeferenced HyMap
Georeferenced HyMap
Raw CHRISRaw CHRIS
CHRIS georeferenced,
corrected, calibrated
CHRIS georeferenced,
corrected, calibrated
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Study SiteRegions of InterestStudy Site
Regions of Interest
Narrabeen LakeNarrabeen Lake Curl Curl LagoonCurl Curl Lagoon
Dee Why LagoonDee Why LagoonManly LagoonManly Lagoon
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Dr Ray Merton
MNF TransformationMNF Transformation
-36 Band 1
Nadir Band 1Use animation tool to
identify useful bands. MNF Bands 1-5
+36 Band 1
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Dr Ray Merton
n-Dimensional Visualizationn-Dimensional Visualization
0-36 +36
Bands 1-5 were used for each visualization
Process of trial and error used to separate identify endmembers
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n-Dimensional Visualizationn-Dimensional Visualization
Nadir map of endmembers
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n-Dimensional Visualizationn-Dimensional Visualization
+36 map of endmembers
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Dr Ray Merton
n-Dimensional Visualizationn-Dimensional Visualization
-36 map of endmembers
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Dr Ray Merton
Spectral LibrariesSpectral Libraries
-360
Differences in libraries due to bidirectional reflectance: sunglint reflectance from rough water surfaces
+36
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Dr Ray Merton
OCRES SoftwareOCRES Software
• ENVI Add-ON. Developed in IDL/ENVI Environment.• Computes Important Ocean parameters:
– Chlorophyll-a– Coloured Dissolved Organic Material (CDOM)– Sea Surface Temperature (SST)
• Sensor Specific Algorithms.• Trial with CHRIS data to examine potential for
application/modification to off-nadir observations.
• ENVI Add-ON. Developed in IDL/ENVI Environment.• Computes Important Ocean parameters:
– Chlorophyll-a– Coloured Dissolved Organic Material (CDOM)– Sea Surface Temperature (SST)
• Sensor Specific Algorithms.• Trial with CHRIS data to examine potential for
application/modification to off-nadir observations.
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Dr Ray Merton
AlgorithmsAlgorithms
PROPERTY ALGORITHM
CHLOROPHYLL OC2, OC3M, OC4GONS
SEA SURFACE TEMPERATURE MODIS AQUA NLSSTMODIS TERRA NLSST
COLOURED DISSOLVED ORGANIC MATERIAL
CARDER CDM
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Dr Ray Merton
Applications -ChlorophyllApplications -Chlorophyll
OCRES RESULT OF CHLOROPHYLL ALGORITHM
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Dr Ray Merton
Applications -ChlorophyllApplications -Chlorophyll
OCRES OC3M ALGORITHM RESULT
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Dr Ray Merton
Applications -CDOMApplications -CDOM
OCRES CARDER CDM ALGORITHM RESULT
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Dr Ray Merton
OCRES SoftwareCDOM/Turbidity
OCRES SoftwareCDOM/Turbidity
…early off-nadir trials
-36 0 +36
-36 0 +36
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Dr Ray Merton
ConclusionsConclusions
Results vary using different angles as would be expected.Comparing results from the ‘hourglass’ processing to the OCRES results provides an excellent quality check.For meaningful results, the site should be analysed at different points in time (e.g. seasonally) and if possible at different tidal levels.Prior knowledge of the area is necessary to get the most out of the analysis.Tidal information is necessary to accurately classify the endmembers.
Results vary using different angles as would be expected.Comparing results from the ‘hourglass’ processing to the OCRES results provides an excellent quality check.For meaningful results, the site should be analysed at different points in time (e.g. seasonally) and if possible at different tidal levels.Prior knowledge of the area is necessary to get the most out of the analysis.Tidal information is necessary to accurately classify the endmembers.
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Dr Ray Merton
Monitoring Tweed River Water Quality with CHRIS Data
Monitoring Tweed River Water Quality with CHRIS Data
Zhuochun Gao&
Ray Merton
Zhuochun Gao&
Ray Merton
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Dr Ray Merton
IntroductionIntroduction
• Estruarine environments are sensitive environments and important ecologically and economically.
• CHRIS Mode 2 data is suitable to estuarine monitoring.
• The objective of this project is to produce water quality maps via OCRES ENVI software.
• Estruarine environments are sensitive environments and important ecologically and economically.
• CHRIS Mode 2 data is suitable to estuarine monitoring.
• The objective of this project is to produce water quality maps via OCRES ENVI software.
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Duranbah
Australian CHRIS Study SiteAustralian CHRIS Study Site8°
500km
N
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Dr Ray Merton
Research AreaResearch Area• Duranbah on south coast
of Queensland (Coolangatta).• Two datasets dates:
25 July 2005 & 20 Aug 2005
• Duranbah on south coast of Queensland (Coolangatta).
• Two datasets dates: 25 July 2005 & 20 Aug 2005
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Dr Ray Merton
Proba -High Resolution Camera (HRC)8m GSDProba -High Resolution Camera (HRC)8m GSD
Duranbah BeachDuranbah BeachGreenmount
BeachGreenmount
Beach
Bed-formMovementBed-formMovement
Tweed River
Tweed River 15 Sept 200515 Sept 2005
Duranbah QLDDuranbah QLD
QLDNSW
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Dr Ray Merton
CHRIS Acquisitions (2)CHRIS Acquisitions (2)
20 August 2005 Chris image25 July 2005 CHRIS image
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N
S
EW
ObZA ObAA55 53.05° 28.48°36 36.55 36.550 -22.41 135.38
-36 -34.53 157.96-55 -51.43 173.04
CHRIS/ProbaDuranbah BeachDB_20050725
Time: Nadir image centre00:04:19UTC10:04:19AEST
Solar Azimuth = 31.55°Solar Zenith = 54.22°
......
......
..
MZA+22.41°
++
.= Sun
+ = Specular Point
.= CHRIS
.= Target
.= Sun
+ = Specular Point
.= CHRIS
.= Target
Forward scattering.Water “sunglint”.
SZA < +30°
10º 20º 30º 40º 50º 60º 70º 80º 90ºZenith angles
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N
S
EW
ObZA ObAA55 53.13° 18.75°36 35.57 23.940 8.93 135.03
-36 -31.25 177.63-55 -52.26 185.01
CHRIS/ProbaDuranbah BeachDB_20050820
Time: Nadir image centre00:10:35UTC10:10:35AEST
Solar Azimuth = 29.37°Solar Zenith = 45.56°
....
..
......
..
MZA+8.93°
++
Forward scattering.Water “sunglint”.
SZA < +30°
.= Sun
+ = Specular Point
.= CHRIS
.= Target
.= Sun
+ = Specular Point
.= CHRIS
.= Target
10º 20º 30º 40º 50º 60º 70º 80º 90ºZenith angles
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Dr Ray Merton
Water Quality IndicatorsWater Quality Indicators
• Chlorophyll-a concentration
• Turbidity
• Total phosphorus concentration (link to algae productivity)
• Chlorophyll-a concentration
• Turbidity
• Total phosphorus concentration (link to algae productivity)
…via OCRES ENVI program
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Dr Ray Merton
Chlorophyll-aChlorophyll-a
25 July25 July
20 August20 August
• Chlorophyll a = 48.849 * (705/675 nm) - 34.876• Chlorophyll a = 48.849 * (705/675 nm) - 34.876
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Dr Ray Merton 20 August20 August
• TP = 0.1081 * log (554/675 nm) - 0.0371• TP = 0.1081 * log (554/675 nm) - 0.0371
Total PhosphorusTotal Phosphorus
25 July25 July
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Dr Ray Merton
TurbidityTurbidity
20 August20 August
25 July25 July
• Turbidity = 186.59 * (710 – 740 nm) + 8.5516• Turbidity = 186.59 * (710 – 740 nm) + 8.5516