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Dr Ray Merton Monitoring Coastal Saline Lake Environments using CHRIS Data Monitoring Coastal Saline Lake Environments using CHRIS Data Adam Carrigan Umair Cheema Ray Merton

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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

Dr Ray Merton

Monitoring Coastal Saline Lake Environments using CHRIS DataMonitoring Coastal Saline Lake

Environments using CHRIS Data

Adam CarriganUmair Cheema

Ray Merton

Page 2: 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

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.

Page 3: 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

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.

Page 4: 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

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.

Page 5: 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

Manly Beach

Australian CHRIS Study SiteAustralian CHRIS Study Site8°

500km

N

Page 6: 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

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

Page 7: 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

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.

Page 8: 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

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

Page 9: 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

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…

Page 10: 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

Dr Ray Merton

Image CorrectionsImage Corrections

Georeferenced HyMap

Georeferenced HyMap

Raw CHRISRaw CHRIS

CHRIS georeferenced,

corrected, calibrated

CHRIS georeferenced,

corrected, calibrated

Page 11: 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

Study SiteRegions of InterestStudy Site

Regions of Interest

Narrabeen LakeNarrabeen Lake Curl Curl LagoonCurl Curl Lagoon

Dee Why LagoonDee Why LagoonManly LagoonManly Lagoon

Page 12: 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

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

Page 13: 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

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

Page 14: 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

n-Dimensional Visualizationn-Dimensional Visualization

Nadir map of endmembers

Page 15: 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

n-Dimensional Visualizationn-Dimensional Visualization

+36 map of endmembers

Page 16: 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

Dr Ray Merton

n-Dimensional Visualizationn-Dimensional Visualization

-36 map of endmembers

Page 17: 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

Dr Ray Merton

Spectral LibrariesSpectral Libraries

-360

Differences in libraries due to bidirectional reflectance: sunglint reflectance from rough water surfaces

+36

Page 18: 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

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.

Page 19: 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

Dr Ray Merton

AlgorithmsAlgorithms

PROPERTY ALGORITHM

CHLOROPHYLL OC2, OC3M, OC4GONS

SEA SURFACE TEMPERATURE MODIS AQUA NLSSTMODIS TERRA NLSST

COLOURED DISSOLVED ORGANIC MATERIAL

CARDER CDM

Page 20: 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

Dr Ray Merton

Applications -ChlorophyllApplications -Chlorophyll

OCRES RESULT OF CHLOROPHYLL ALGORITHM

Page 21: 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

Dr Ray Merton

Applications -ChlorophyllApplications -Chlorophyll

OCRES OC3M ALGORITHM RESULT

Page 22: 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

Dr Ray Merton

Applications -CDOMApplications -CDOM

OCRES CARDER CDM ALGORITHM RESULT

Page 23: 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

Dr Ray Merton

OCRES SoftwareCDOM/Turbidity

OCRES SoftwareCDOM/Turbidity

…early off-nadir trials

-36 0 +36

-36 0 +36

Page 24: 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

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.

Page 25: 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

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

Page 26: 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

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.

Page 27: 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

Duranbah

Australian CHRIS Study SiteAustralian CHRIS Study Site8°

500km

N

Page 28: 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

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

Page 29: 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

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

Page 30: 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

Dr Ray Merton

CHRIS Acquisitions (2)CHRIS Acquisitions (2)

20 August 2005 Chris image25 July 2005 CHRIS image

Page 31: 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

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

Page 32: 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

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

Page 33: 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

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

Page 34: 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

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

Page 35: 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

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

Page 36: 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

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