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Quantitative approaches to the remote sensing of ancient settlements in the Near East using ASTER and SRTM data Bjoern Menze Interdisciplinary Center for Scientific Computing University of Heidelberg, Germany

Bjoern Menze Interdisciplinary Center for Scientific Computing University of Heidelberg, Germany

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Quantitative approaches to the remote sensing of ancient settlements in the Near East using ASTER and SRTM data. Bjoern Menze Interdisciplinary Center for Scientific Computing University of Heidelberg, Germany. Settlement mounds of the Near East. “ tells ”: Arbil / Iraq top - PowerPoint PPT Presentation

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Page 1: Bjoern Menze Interdisciplinary Center for Scientific Computing University of Heidelberg, Germany

Quantitative approaches to the remote sensing of ancient settlements in the Near East

using ASTER and SRTM data

Bjoern MenzeInterdisciplinary Center for Scientific Computing

University of Heidelberg, Germany

Page 2: Bjoern Menze Interdisciplinary Center for Scientific Computing University of Heidelberg, Germany

Settlement mounds of the Near East

“tells”: Arbil / Iraq topKonya Plain / Turkey right

Arbil

Page 3: Bjoern Menze Interdisciplinary Center for Scientific Computing University of Heidelberg, Germany

Mapping tells

• accurate, supra-regional data sets

• guidance in local survey

• objective search criteria by RS “Archaeological distribution-maps are maps of the distribution of archaeologists.”Western Khabur plain

ASPRO

Page 4: Bjoern Menze Interdisciplinary Center for Scientific Computing University of Heidelberg, Germany

“Spotting tells from space”

Digital elevation model (SRTM)A. Sherratt“Spotting tells from space”Antiquity, No. 301 (2004)

Multispectral imageryK. N. Wilkinson et al.“Satellite Imagery as a Resource in theProspection for Archaeological Sites inCentral Syria”Geoarchaeology, No. 7, 735–750 (2006)

Tell Brak[Sherratt 04]

[Wilkinson 06]

Page 5: Bjoern Menze Interdisciplinary Center for Scientific Computing University of Heidelberg, Germany

Digital elevation model

• Training data set from CORONA & ground survey

• DEM patches of tell sites and “background” sites

[Ur J, Wilkinson T]

Page 6: Bjoern Menze Interdisciplinary Center for Scientific Computing University of Heidelberg, Germany

Digital elevation model

Binary classifier:

• Learn set of linear “Eigen”-filter

• Nonlinear classifier on Eigenspaces

Menze B, Ur J, Sherratt APE & RS 2006

Page 7: Bjoern Menze Interdisciplinary Center for Scientific Computing University of Heidelberg, Germany

Digital elevation model

ASPRO data set

Page 8: Bjoern Menze Interdisciplinary Center for Scientific Computing University of Heidelberg, Germany

Digital elevation model

Mounds in the DEM

Page 9: Bjoern Menze Interdisciplinary Center for Scientific Computing University of Heidelberg, Germany

Spectral imagery

• Training data set from CORONA & ground survey

• Spectra of tell sites and “background” sites

[Ur J 2003, Wilkinson T 2000]

Tell Beydar

Page 10: Bjoern Menze Interdisciplinary Center for Scientific Computing University of Heidelberg, Germany

Spectral imagery

• Training data set from CORONA & ground survey

• Spectra of tell sites and “background” sites

[Ur J 2003, Wilkinson T 2000]

Tell Beydar

Page 11: Bjoern Menze Interdisciplinary Center for Scientific Computing University of Heidelberg, Germany

Spectral imagery

• Training data set from CORONA & ground survey

• Spectra of tell sites and “background” sites

[Ur J 2003, Wilkinson T 2000]

Tell Beydar

Page 12: Bjoern Menze Interdisciplinary Center for Scientific Computing University of Heidelberg, Germany

Spectral imagery

• Training data set from CORONA & ground survey

• Spectra of tell sites and “background” sites

[Ur J 2003, Wilkinson T 2000]

Tell Beydar

Page 13: Bjoern Menze Interdisciplinary Center for Scientific Computing University of Heidelberg, Germany

Spectral imagery

• Training data set from CORONA & ground survey

• Spectra of tell sites and “background” sites, over time

[Ur J 2003, Wilkinson T 2000]

Tell Beydar

Page 14: Bjoern Menze Interdisciplinary Center for Scientific Computing University of Heidelberg, Germany

Spectral imagery

Binary classifier:

(independent of season)• classify each ASTER

image individually• fuse result maps &

pool decisions

Menze B, Ur J Proc ISPMSRS 2007

Page 15: Bjoern Menze Interdisciplinary Center for Scientific Computing University of Heidelberg, Germany

Spectral imagery

Tell Hamoukar

Page 16: Bjoern Menze Interdisciplinary Center for Scientific Computing University of Heidelberg, Germany

Spectral imagery

Tell Hamoukar – ground survey[Ur J, Akkadica 2002]

Page 17: Bjoern Menze Interdisciplinary Center for Scientific Computing University of Heidelberg, Germany

Summary

Mapping ancient settlement mounds:

• elevation profile “supra-regional” survey

• spectral signature “local” survey

SRTM

ASTER

Tell Brak

Page 18: Bjoern Menze Interdisciplinary Center for Scientific Computing University of Heidelberg, Germany

Summary

Mapping ancient settlement mounds:

• elevation profile “supra-regional” survey

• spectral signature “local” survey

SRTM

ASTER

Tell Brak

Thank you.