Beyond Red
Applications of Multispectral Remote Sensing
              in Geoarchaeology

                       Keith Challis


    IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM
     GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red


    •   Principles
    •   Instruments and Methods
    •   Fluvial Environments
    •   Uplands
    •   Future Potential



IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
PRINCIPLES
Beyond Red




               (cc) XKCD http://xkcd.com/273/
IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red
    • MS remote sensing relies on the fact that different earth
      surface materials reflect the sun’s radiation to a differing
      degree across the electro-magnetic spectrum

    • Differential reflectance is enhanced in the infrared
      portion of the spectrum, especially for vegetation

    • MS instruments are passive sensors that detect and
      record the sun’s reflected energy simultaneously in a
      number of discrete spectral bands

    • Image processing methods allow the discrimination of
      different surface materials and properties by analysis of
      differential reflection across several spectral bands
IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red




IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red




IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red




IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
INSTRUMENTS and METHODS
Beyond Red
                                        CASI


                                                                Beam Splitter



                                                            R    G    B      IR




       Daedalus ATM




                                  Eagle
IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red
      Band    Wavelength     Association

        1      0.42-0.45       VIS blue
        2      0.45-0.52    VIS blue-green
        3      0.52-0.60      VIS green
        4      0.60-0.62       VIS red
        5      0.63-0.69       VIS red
        6      0.69-0.75         NIR
        7      0.76-0.90         NIR
        8      0.91-1.05         NIR
        9      1.55-1.75        SWIR

       10      2.08-2.35        SWIR
       11      8.50-13.00        TIR
       12      8.50-13.00        TIR


IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red
    • The various instruments offer differing
      combinations of characteristics

    • Fundamental variables are the spectral
      resolution (bands and band width), spatial
      resolution (footprint of one pixel on ground) and
      radiometric resolution (bits per pixel)

    • Instrument design is usually a trade off between
      these three

IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red




IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red
    • Data not without problems and need
      geometric correction, spectral correction
      and georeferencing




IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red
    • Image processing techniques largely rely on
      generation of multi-band colour composite
      images

    • Various ratio and matrix based comparisons of
      reflectance across spectral bands

    • Simplification of multivariate data to reduce
      redundancy using statistical techniques such as
      PCA

IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red




IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red
    • Thermal Imagery




IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red
    • Normalised Difference Vegetation Index




          NDVI = (R-IR/R+IR)



IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red
    • Principal Component Analysis




IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
FLUVIAL ENVIRONMENTS
Beyond Red




IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red
    • Spectral character of vegetation and soils

    • Sub-surface variations in soil and sediment
      character affect overlying vegetation
    • Spectral properties of bare earth vary by
      sediment
    • Soil and sediment moisture affect thermal
      properties


IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red
                                                      Trent Valley Nottinghamshire




IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red
    • Example




IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red
    • MS techniques enhance the record of
      anthropogenic features

    • Systematic use of MS remote sensing can
      enhance mapping of floodplain and terrace
      architecture

    • Systematic, GIS-based digital mapping informing
      prediction of preservation potential, burial
      environment, etc.

IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red




IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red




IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
UPLANDS
Beyond Red
    • Significant differences in spectral characteristics
      of vegetation, bare earth and exposed peat

    • Automatic mapping of erosion

    • Change detection




IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red




   Alston Moor, Co Durham

IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red




IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red




IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
FUTURE POTENTIAL
Beyond Red
    • Very high resolution MS satellite imagery




    WorldView 2                           World View 2: 26th May 2012

IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM    GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red
    •   Ikonos                   1999 on; 4 band 3.4m/0.8m/$20km
    •   Quickbird                2001 on; 4band 2.4m/0.6m/$20
    •   Worldview 1              2007 on; 1 band 0.5m/$20
    •   Worldview 2              2009 on 8 band 1.8m/0.46m/$28
    •   GeoEye 1                 2009 on; 4 band 1.65m/0.41m/$25
    •   GeoEye 2                 2013 on; 4 band 1.36m/0.34m/$??




IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red




IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red
                                The Remote Sensing Toolkit




IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red
    Thanks

    Keith Challis (Secondsiteresearch@gmail.com)
    Secondsiteresearch.blogspot.com

    With thanks to Mark Kincey (m.e.kincey@durham.ac.uk)




                           Trent Valley and Alston Moor Research
                           Funded by English Heritage


IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012
Beyond Red



 http://www.slideshare.net/kdchallis/beyond-red-ms-remote-sensing-for-geoarchaeology




IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM   GEOLOGICAL SURVEY OF IRELAND 30th November 2012

Beyond Red MS Remote Sensing for Geoarchaeology

  • 1.
    Beyond Red Applications ofMultispectral Remote Sensing in Geoarchaeology Keith Challis IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 2.
    Beyond Red • Principles • Instruments and Methods • Fluvial Environments • Uplands • Future Potential IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 3.
  • 4.
    Beyond Red (cc) XKCD http://xkcd.com/273/ IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 5.
    Beyond Red • MS remote sensing relies on the fact that different earth surface materials reflect the sun’s radiation to a differing degree across the electro-magnetic spectrum • Differential reflectance is enhanced in the infrared portion of the spectrum, especially for vegetation • MS instruments are passive sensors that detect and record the sun’s reflected energy simultaneously in a number of discrete spectral bands • Image processing methods allow the discrimination of different surface materials and properties by analysis of differential reflection across several spectral bands IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 6.
    Beyond Red IRISH QUATERNARYASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 7.
    Beyond Red IRISH QUATERNARYASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 8.
    Beyond Red IRISH QUATERNARYASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 9.
  • 10.
    Beyond Red CASI Beam Splitter R G B IR Daedalus ATM Eagle IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 11.
    Beyond Red Band Wavelength Association 1 0.42-0.45 VIS blue 2 0.45-0.52 VIS blue-green 3 0.52-0.60 VIS green 4 0.60-0.62 VIS red 5 0.63-0.69 VIS red 6 0.69-0.75 NIR 7 0.76-0.90 NIR 8 0.91-1.05 NIR 9 1.55-1.75 SWIR 10 2.08-2.35 SWIR 11 8.50-13.00 TIR 12 8.50-13.00 TIR IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 12.
    Beyond Red • The various instruments offer differing combinations of characteristics • Fundamental variables are the spectral resolution (bands and band width), spatial resolution (footprint of one pixel on ground) and radiometric resolution (bits per pixel) • Instrument design is usually a trade off between these three IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 13.
    Beyond Red IRISH QUATERNARYASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 14.
    Beyond Red • Data not without problems and need geometric correction, spectral correction and georeferencing IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 15.
    Beyond Red • Image processing techniques largely rely on generation of multi-band colour composite images • Various ratio and matrix based comparisons of reflectance across spectral bands • Simplification of multivariate data to reduce redundancy using statistical techniques such as PCA IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 16.
    Beyond Red IRISH QUATERNARYASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 17.
    Beyond Red • Thermal Imagery IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 18.
    Beyond Red • Normalised Difference Vegetation Index NDVI = (R-IR/R+IR) IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 19.
    Beyond Red • Principal Component Analysis IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 20.
  • 21.
    Beyond Red IRISH QUATERNARYASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 22.
    Beyond Red • Spectral character of vegetation and soils • Sub-surface variations in soil and sediment character affect overlying vegetation • Spectral properties of bare earth vary by sediment • Soil and sediment moisture affect thermal properties IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 23.
    Beyond Red Trent Valley Nottinghamshire IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 24.
    Beyond Red • Example IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 25.
    Beyond Red • MS techniques enhance the record of anthropogenic features • Systematic use of MS remote sensing can enhance mapping of floodplain and terrace architecture • Systematic, GIS-based digital mapping informing prediction of preservation potential, burial environment, etc. IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 26.
    Beyond Red IRISH QUATERNARYASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 27.
    Beyond Red IRISH QUATERNARYASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 28.
  • 29.
    Beyond Red • Significant differences in spectral characteristics of vegetation, bare earth and exposed peat • Automatic mapping of erosion • Change detection IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 30.
    Beyond Red Alston Moor, Co Durham IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 31.
    Beyond Red IRISH QUATERNARYASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 32.
    Beyond Red IRISH QUATERNARYASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 33.
  • 34.
    Beyond Red • Very high resolution MS satellite imagery WorldView 2 World View 2: 26th May 2012 IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 35.
    Beyond Red • Ikonos 1999 on; 4 band 3.4m/0.8m/$20km • Quickbird 2001 on; 4band 2.4m/0.6m/$20 • Worldview 1 2007 on; 1 band 0.5m/$20 • Worldview 2 2009 on 8 band 1.8m/0.46m/$28 • GeoEye 1 2009 on; 4 band 1.65m/0.41m/$25 • GeoEye 2 2013 on; 4 band 1.36m/0.34m/$?? IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 36.
    Beyond Red IRISH QUATERNARYASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 37.
    Beyond Red The Remote Sensing Toolkit IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 38.
    Beyond Red Thanks Keith Challis (Secondsiteresearch@gmail.com) Secondsiteresearch.blogspot.com With thanks to Mark Kincey (m.e.kincey@durham.ac.uk) Trent Valley and Alston Moor Research Funded by English Heritage IRISH QUATERNARY ASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012
  • 39.
    Beyond Red http://www.slideshare.net/kdchallis/beyond-red-ms-remote-sensing-for-geoarchaeology IRISHQUATERNARY ASSOCIATION ANNUAL SYMPOSIUM GEOLOGICAL SURVEY OF IRELAND 30th November 2012