High and Medium Resolution Satellite Imagery to Evaluate Late Holocene Human-Environment Interactions in Arid Lands: A Case Study from the Central Sahara

We present preliminary results of an Earth observation approach for the study of past human occupation and landscape reconstruction in the Central Sahara. This region includes a variety of geomorphological features such as palaeo-oases, dried river beds, alluvial fans and upland plateaux whose geomorphological characteristics, in combination with climate changes, have influenced patterns of human dispersal and sociocultural activities during the late Holocene. In this paper, we discuss the use of medium- and high-resolution remotely sensed data for the mapping of anthropogenic features and paleo- and contemporary hydrology and vegetation. In the absence of field inspection in this inaccessible region, we use different remote sensing methods to first identify and classify archaeological features, and then explore the geomorphological factors that might have influenced their spatial distribution.

[1]  Wei-Yin Loh,et al.  Classification and regression trees , 2011, WIREs Data Mining Knowl. Discov..

[2]  Mahesh Pal,et al.  Advanced algorithms for land use and cover classification , 2012 .

[3]  A. Baddeley,et al.  Residual analysis for spatial point processes (with discussion) , 2005 .

[4]  Clive Gamble,et al.  Off-site archaeology and human adaptation in eastern Africa. By Robert Foley. 265 pp. Cambridge Monographs in African Archaeology 3, BAR International Series 97. 1981. £10.00. , 1982, Proceedings of the Prehistoric Society.

[5]  M. Cremaschi,et al.  A Preliminary Report of Excavations in Fewet, Libyan Sahara , 2005 .

[6]  Enrico R. Crema,et al.  A house with a view? Multi-model inference, visibility fields, and point process analysis of a Bronze Age settlement on Leskernick Hill (Cornwall, UK) , 2014 .

[7]  Athos Agapiou,et al.  Remote sensing archaeology: Tracking and mapping evolution in European scientific literature from 1999 to 2015 , 2015 .

[8]  A. Zerboni,et al.  Early to Middle Holocene landscape exploitation in a drying environment: Two case studies compared from the central Sahara (SW Fezzan, Libya) , 2009 .

[9]  J. Strobl,et al.  Object-Oriented Image Processing in an Integrated GIS/Remote Sensing Environment and Perspectives for Environmental Applications , 2000 .

[10]  A. Balbo,et al.  Desert Migrations Project XVIII: The archaeology of the northern Fazzan. A preliminary report , 2013, Libyan Studies.

[11]  F. Crivellaro,et al.  Desert Migrations: people, environment and culture in the Libyan Sahara , 2007, Libyan Studies.

[12]  Onisimo Mutanga,et al.  High density biomass estimation for wetland vegetation using WorldView-2 imagery and random forest regression algorithm , 2012, Int. J. Appl. Earth Obs. Geoinformation.

[13]  S. K. Jenson,et al.  Extracting topographic structure from digital elevation data for geographic information-system analysis , 1988 .

[14]  T. Bailey Spatial Analysis: A Guide for Ecologists , 2006 .

[15]  Richard P. Jennings,et al.  Remote sensing and GIS techniques for reconstructing Arabian palaeohydrology and identifying archaeological sites , 2015 .

[16]  Y. Gao,et al.  A COMPARISON OF THE PERFORMANCE OF PIXEL-BASED AND OBJECT-BASED CLASSIFICATIONS OVER IMAGES WITH VARIOUS SPATIAL RESOLUTIONS , 2008 .

[17]  A. Mercuri Human influence, plant landscape evolution and climate inferences from the archaeobotanical records of the Wadi Teshuinat area (Libyan Sahara) , 2008 .

[18]  M. Gallinaro,et al.  Libya Before and After the Conflict: What Future for Its Cultural Heritage? , 2014 .

[19]  Christine Pohl,et al.  Remote Sensing Image Fusion: A Practical Guide , 2016 .

[20]  Martin Karlson,et al.  Remote sensing of vegetation in the Sudano-Sahelian zone: a literature review from 1975 to 2014. , 2016 .

[21]  Paul E. Lewis,et al.  FLAASH, a MODTRAN4-based atmospheric correction algorithm, its application and validation , 2002, IEEE International Geoscience and Remote Sensing Symposium.

[22]  le Comite derecteur de L'i.R.S. Travaux de L'institut de recherches sahariennes , 1952 .

[23]  Antoine Zazzo,et al.  Les tumulus à couloir et enclos de la Tassili du Fadnoun Tassili Azger (Algérie): premières datations par la méthode du radiocarbone , 2015 .

[24]  D. Edwards The archaeology of the southern Fazzan and prospects for future research , 2001, Libyan Studies.

[25]  Russell G. Congalton,et al.  Assessing the accuracy of remotely sensed data : principles and practices , 1998 .

[26]  D. McFadden Quantitative Methods for Analyzing Travel Behaviour of Individuals: Some Recent Developments , 1977 .

[27]  S. di Lernia,et al.  Writing the desert: the ‘Tifinagh’ rock inscriptions of the Tadrart Acacus (southwestern Libya) , 2012 .

[28]  S. Lernia,et al.  Persistent deathplaces and mobile landmarks: The Holocene mortuary and isotopic record from Wadi Takarkori (SW Libya) , 2013 .

[29]  R. Lasaponara,et al.  Satellite remote sensing in archaeology: past, present and future perspectives , 2011 .

[30]  Yichun Xie,et al.  Remote sensing imagery in vegetation mapping: a review , 2008 .

[31]  Katsuaki Koike,et al.  Applying vegetation indices to detect high water table zones in humid warm-temperate regions using satellite remote sensing , 2012, Int. J. Appl. Earth Obs. Geoinformation.

[32]  M. Hachid Les premiers Berbères : entre Méditerranée, Tassili et Nil , 2001 .

[33]  Robert C. Dunnell,et al.  The Notion Site , 1992 .

[34]  Xin Lu,et al.  A random forest of combined features in the classification of cut tobacco based on gas chromatography fingerprinting. , 2010, Talanta.

[35]  H. Lhote The search for the Tassili frescoes: The story of the prehistoric rock-paintings of the Sahara; , 1959 .

[36]  D. Mattingly,et al.  The first towns in the central Sahara , 2013, Antiquity.

[37]  John A. Richards,et al.  Remote Sensing Digital Image Analysis: An Introduction , 1999 .

[38]  Melinda Laituri,et al.  Using NDVI to measure precipitation in semi-arid landscapes , 2016 .

[39]  C. Tucker Red and photographic infrared linear combinations for monitoring vegetation , 1979 .

[40]  Clare Duncan,et al.  Oil in the Sahara: mapping anthropogenic threats to Saharan biodiversity from space , 2014, Philosophical Transactions of the Royal Society B: Biological Sciences.

[41]  S. Adler-Golden,et al.  Atmospheric Correction for Short-wave Spectral Imagery Based on MODTRAN 4 , 2000 .

[42]  R Core Team,et al.  R: A language and environment for statistical computing. , 2014 .

[43]  Paola Zuccolotto,et al.  Variable Selection Using Random Forests , 2006 .

[44]  K. Verdin,et al.  New Global Hydrography Derived From Spaceborne Elevation Data , 2008 .

[45]  N. Drake,et al.  Ancient watercourses and biogeography of the Sahara explain the peopling of the desert , 2010, Proceedings of the National Academy of Sciences.

[46]  S. Biagetti The ‘Messak Project’: Archaeological Research for Cultural Heritage Management in SW Libya , 2013 .

[47]  M. Santilli,et al.  Cupressus dupreziana: a dendroclimatic record for the middle-late Holocene in the central Sahara , 2006 .

[48]  Enrico R. Crema,et al.  Intensities, interactions and uncertainties: some new approaches to archaeological distributions , 2013 .

[49]  Agustin Lobo,et al.  Image segmentation and discriminant analysis for the identification of land cover units in ecology , 1997, IEEE Trans. Geosci. Remote. Sens..

[50]  Tomislav Hengl,et al.  Chapter 4 Preparation of DEMs for Geomorphometric Analysis , 2009 .

[51]  M. Gallinaro Saharan Rock Art: Local Dynamics and Wider Perspectives , 2013 .

[52]  A. Mercuri Plant exploitation and ethnopalynological evidence from the Wadi Teshuinat area (Tadrart Acacus, Libyan Sahara) , 2008 .

[53]  Richard P. Jennings,et al.  Endangered Archaeology in the Middle East and North Africa: Introducing the EAMENA Project , 2016 .

[54]  Thomas Blaschke,et al.  Land cover change assessment using decision trees, support vector machines and maximum likelihood classification algorithms , 2010, Int. J. Appl. Earth Obs. Geoinformation.

[55]  S. Lernia,et al.  Combining Intensive Field Survey and Digital Technologies: New Data on the Garamantian Castles of Wadi Awiss, Acacus Mts., Libyan Sahara , 2008 .

[56]  S. Nixon Excavating Essouk-Tadmakka (Mali): new archaeological investigations of early Islamic trans-Saharan trade , 2009 .

[57]  S. Baronti,et al.  Remote Sensing Image Fusion , 2015 .

[58]  Minoru Urai,et al.  Technical Methodology for ASTER Global DEM , 2012, IEEE Transactions on Geoscience and Remote Sensing.

[59]  Leo Breiman,et al.  Random Forests , 2001, Machine Learning.