2010 cuttingedge workshop detecting submarine springs in florida's coastal zone using thermal...

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2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the 21 st Centry Abuduwasiti Wulamu, PhD Department of Earth & Atmospheric Sciences, Saint Louis University

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Page 1: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

2010 CuttingEdge Workshop

Detecting submarine springs in Florida's coastal zone using thermal remote sensing data

Teaching GIS and Remote Sensing in the 21st CentryAbuduwasiti Wulamu, PhD

Department of Earth & Atmospheric Sciences, Saint Louis University

Page 2: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida2 Aug 8 – 12, 2010© Abduwasit Ghulam

Overview

Lab Description Objective Data

Retrieval of Surface temperature Signatures of submarine springs from

thermal anomaly Conclusion Acknowledgements

Page 3: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida3 Aug 8 – 12, 2010© Abduwasit Ghulam

Course Settings

College Level 4XX Geospatial Methods Remote Sensing

Lab Middle or end of semester A class project or lab assignment

Page 4: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida4 Aug 8 – 12, 2010© Abduwasit Ghulam

Lab Description

Objective Familiarize students with thermal remote

sensing with a practical example Stimulate creative thinking skills

Data Landsat ETM+ Census dataset Field collections

Page 5: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Tallahassee, Florida

Study area

Page 6: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Geovis.USGS.GOV

How to get the data

Page 7: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida7 Aug 8 – 12, 2010© Abduwasit Ghulam

How to get the data

Page 8: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida8 Aug 8 – 12, 2010© Abduwasit Ghulam

How to get the data

Page 9: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida9 Aug 8 – 12, 2010© Abduwasit Ghulam

How to get the data

Page 10: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida10 Aug 8 – 12, 2010© Abduwasit Ghulam

How to get the data

Unzip the downloaded data

Page 11: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

???

Why there are two thermal bands with Landsat ETM+?

Page 12: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Theoretical background

Retrieval of surface temperature

Page 13: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida13 Aug 8 – 12, 2010© Abduwasit Ghulam

Thermal radiation

http://en.wikipedia.org/

Page 14: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida14 Aug 8 – 12, 2010© Abduwasit Ghulam

Workflow

Page 15: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida15 Aug 8 – 12, 2010© Abduwasit Ghulam

Radiometric Calibration

DN Radiance

DN Radiance

where the LMIN and LMAX are the spectral radiances for each band at digital numbers 1 and 255. DN is the pixel DN value, λ is the wavelength. One gets LMIN and LMAX values from the header file.

http://landsathandbook.gsfc.nasa.gov/handbook/handbook_htmls/chapter11/chapter11.html

Page 16: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida16 Aug 8 – 12, 2010© Abduwasit Ghulam

Radiometric Calibration

Radiance Brightness temperature

Planck’s function

Where, C1=1.19104356×10-16 W m2; C2=1.43876869×10-2 m K

Page 17: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida17 Aug 8 – 12, 2010© Abduwasit Ghulam

Radiometric Calibration

Radiance Brightness temperature

Let K1 = C1/λ5 , and K2 = C2/λ, and satellite measured radiant intensity B λ (T) = Lλ

Description K1 (W m-2 sr-1 µm-1)

K2 (Kelvin)

Landsat 7 – ETM+

666.09 1282.71

Landsat 5 – TM 607.76 1260.56

Page 18: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida18 Aug 8 – 12, 2010© Abduwasit Ghulam

Land Surface Temperature

BTLST λ is the wavelength of emitted radiance.

λ = 11.5 μm (Markham and Barker, 1986) and ρ = h × c/σ = 14380 m K. Here, σ is Boltzmann constant (1.38 * 10−23 J/K), h is Planck’s constant (6.26 * 10−34 Js) and c is velocity of light (2.998 * 108 m/s).

Artis and Carnahan, 1982. Survey of emissivity variability in thermography of urban areas, Rem. Sens. Environ. 12 (1982), pp. 313–329.

Page 19: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida19 Aug 8 – 12, 2010© Abduwasit Ghulam

Land surface temperature

BT LST Radiative Transfer – MODTRAN Quasi-physical models

JIMÉNEZ-MUÑOZ, J.C., SOBRINO, J.A. 2003. A generalized single-channel method for retrieving land surface temperature from remote sensing data. Journal of Geophysical Research, 108, doi: 10.1029/2003JD003480

QIN, Z., KARNIELI, A., BERLINER, P. 2001. A mono-window algorithm for retrieving land surface temperature from Landsat TM data and its application to the Israel-Egypt border region. International Journal of Remote Sensing, 22, pp.3719-3746.

Srivastava, Majumdar and Bhattacharya. (2009).Surface temperature estimation in Singhbhum Shear Zone of India using Landsat-7 ETM+ thermal infrared data. Advances in Space Research, 431(10): 563-1574

Page 20: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Implementing using ENVI

Retrieval of surface temperature

Page 21: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Basic Tools Band MathDN Radiance

((12.650-3.200)/(255.0-1.0))*(B6-1.0)+3.200

Radiance Brightness Temperature1282.71D/(alog(666.09D/B6+1D))

Implementing using ENVI

Page 22: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida22 Aug 8 – 12, 2010© Abduwasit Ghulam

Implementing using ENVI

File Open Image file

Page 23: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida23 Aug 8 – 12, 2010© Abduwasit Ghulam

Implementing using ENVI

Color compositing

Page 24: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida24 Aug 8 – 12, 2010© Abduwasit Ghulam

Radiometric calibration

Radiometric calibration

DN at sensor temperature

Basic Tools Preprocessing Calibration Utilities Landsat Calibration

Page 25: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida25 Aug 8 – 12, 2010© Abduwasit Ghulam

ENVI Color Mapping

Display Window

Tools Color Mapping Envi Color Tables

Select RainBow

Page 26: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

ArcGIS classification

ENVI Color Mapping

GIS Visualization

Page 27: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Save File AsSave Image AsExport to ArcMap

Export to ArcGIS

Page 28: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida28 Aug 8 – 12, 2010© Abduwasit Ghulam

Export Image to ArcMap

Save Image as Save File As

Page 29: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida29 Aug 8 – 12, 2010© Abduwasit Ghulam

Save Image As

Display Window

Tools Color Mapping Envi Color Tables

Select RainBow

Page 30: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida30 Aug 8 – 12, 2010© Abduwasit Ghulam

Export Image to ArcMap

Page 31: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida31 Aug 8 – 12, 2010© Abduwasit Ghulam

Visualization

Page 32: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida32 Aug 8 – 12, 2010© Abduwasit Ghulam

Visualization

Page 33: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida33 Aug 8 – 12, 2010© Abduwasit Ghulam

Visualization

Page 34: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida34 Aug 8 – 12, 2010© Abduwasit Ghulam

Visualization

Classification in ArcMap

Page 35: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida35 Aug 8 – 12, 2010© Abduwasit Ghulam

Visualization

From ENVI Color Mapping

Page 36: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida36 Aug 8 – 12, 2010© Abduwasit Ghulam

Validation

Page 37: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida37 Aug 8 – 12, 2010© Abduwasit Ghulam

Conclusion

Extensive field work, validation needed Geologic controls, e.g., fractures, aquifers

that channels groundwater to the oceans need to be indentified

Radar and Optical data fusion is helpful As stated earlier, the objective of this

lab is to teach students how to use thermal remote sensing, rather than presenting a “solid” scientific research

Page 38: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida38 Aug 8 – 12, 2010© Abduwasit Ghulam

Acknowledgements & References Locational information for the spring vents that were verified on the Taylor

County coast provided by Tom Greenhalgh from Florida Geological Survey Artis and Carnahan, 1982. Survey of emissivity variability in thermography

of urban areas, Rem. Sens. Environ. 12 (1982), pp. 313–329. JIMÉNEZ-MUÑOZ, J.C., SOBRINO, J.A. 2003. A generalized single-channel

method for retrieving land surface temperature from remote sensing data. Journal of Geophysical Research, 108, doi: 10.1029/2003JD003480

QIN, Z., KARNIELI, A., BERLINER, P. 2001. A mono-window algorithm for retrieving land surface temperature from Landsat TM data and its application to the Israel-Egypt border region. International Journal of Remote Sensing, 22, pp.3719-3746.

Srivastava, Majumdar and Bhattacharya. (2009).Surface temperature estimation in Singhbhum Shear Zone of India using Landsat-7 ETM+ thermal infrared data. Advances in Space Research, 431(10): 563-1574

http://www.dep.state.fl.us/geology/programs/hydrogeology/springs/powerpoint/McClean.ppt

http://www.dep.state.fl.us/ http://glovis.usgs.gov/

Page 39: 2010 CuttingEdge Workshop Detecting submarine springs in Florida's coastal zone using thermal remote sensing data Teaching GIS and Remote Sensing in the

Mapping submarine springs in Florida39 Aug 8 – 12, 2010© Abduwasit Ghulam

Questions and Discussion