Fluvial-aeolian sedimentary facies, Sossusvlei, Namib Desert

ABSTRACT Aeolian sedimentary processes and corresponding facies shape the Earth’s surface and control the evolution of dune fields. The Namib Sand Sea with its Sossusvlei playa-lake is a perfect example to investigate the spatial distribution of fluvially influenced aeolian deposits. Remote sensing in combination with ground observations allowed for mapping of the facies distribution pattern of associated fluvial and aeolian sediments. Laboratory spectral signature measurements were used to further improve the separation between six groups of facies: modern aeolian sand, deflation surface, mud pool/mud drapes, heavy mineral lag, reworked fluvial–aeolian sediments, and fossil dune remnant. The best results were achieved through a supervised classification algorithm trained by field observations, a combination of Principal Component Analysis, band ratios, texture and geomorphologic indices. Consequently, a map outlining the facies distribution pattern of the Sossusvlei area at a scale of 1:10,000 was created. We propose this as a possible workflow to efficiently map and monitor desert environments and to investigate the interplay of aeolian and fluvial sediments.

[1]  Robert M. Haralick,et al.  Textural Features for Image Classification , 1973, IEEE Trans. Syst. Man Cybern..

[2]  R. John A sedimentation on the continental margin off the Orange river and the Namib desert , 1977 .

[3]  G. Hunt SPECTRAL SIGNATURES OF PARTICULATE MINERALS IN THE VISIBLE AND NEAR INFRARED , 1977 .

[4]  G. Raines,et al.  Remote-sensing and subsurface definition of facies and structure related to uranium deposits, Powder River basin, Wyoming , 1978 .

[5]  N. Lancaster Winds and sand movements in the Namib Sand Sea , 1985 .

[6]  L. Shannon,et al.  On the existence of an El Niño-type phenomenon in the Benguela System , 1986 .

[7]  J. Ward Eolian, fluvial and pan (playa) facies of the Tertiary Tsondab Sandstone Formation in the central Namib Desert, Namibia , 1988 .

[8]  P. Chavez An improved dark-object subtraction technique for atmospheric scattering correction of multispectral data , 1988 .

[9]  N. Lancaster,et al.  Interdune deposits of the Namib Sand Sea , 1988 .

[10]  R. Langford Fluvial‐aeolian interactions: Part I, modern systems , 1989 .

[11]  N. Lancaster The Namib Sand Sea: Dune Forms, Processes and Sediments , 1989 .

[12]  D. Barber,et al.  SAR sea ice discrimination using texture statistics : a multivariate approach , 1991 .

[13]  David C. Pieri,et al.  Coastal Geomorphology of the Martian northern plains , 1993 .

[14]  A. Gitelson,et al.  Spectral reflectance changes associated with autumn senescence of Aesculus hippocastanum L. and Acer platanoides L. leaves. Spectral features and relation to chlorophyll estimation , 1994 .

[15]  K. White,et al.  Controls on dune colour in the Namib sand sea: preliminary results , 1996 .

[16]  C. Shisanya Ephemeral rivers and their catchments: sustaining people and development in western Namibia , 1996 .

[17]  L. Shannon,et al.  The Benguela: Large Scale Features and Processes and System Variability , 1996 .

[18]  F. Sabins,et al.  Remote sensing for mineral exploration , 1999 .

[19]  V. Mohrholz,et al.  Hydrographic and current measurements in the area of the Angola-Benguela Front , 2000 .

[20]  A. Skidmore,et al.  Vegetation indices, above ground biomass estimates and the red edge from MERIS , 2000 .

[21]  N. Lancaster How dry was dry?-Late Pleistocene palaeoclimates in the Namib Desert , 2002 .

[22]  J. Bullard,et al.  Interactions between aeolian and fluvial systems in dryland environments , 2002 .

[23]  D. Rundquist,et al.  Classifying and Mapping General Coral-Reef Structure Using Ikonos Data , 2002 .

[24]  I. Stanistreet,et al.  Hoanib River flood deposits of Namib Desert interdunes asanalogues for thin permeability barrier mudstone layers inaeolianite reservoirs , 2002 .

[25]  L. Rowan,et al.  Lithologic mapping in the Mountain Pass, California area using Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) data , 2003 .

[26]  I. Stanistreet,et al.  Contrasting styles of ephemeral river systems and their interaction with dunes of the Skeleton Coast erg (Namibia) , 2003 .

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

[28]  Tomasz F. Stepinski,et al.  Martian geomorphology from fractal analysis of drainage networks , 2004 .

[29]  Christophe Delacourt,et al.  Using ASTER remote sensing data set for geological mapping, in Namibia , 2005 .

[30]  Juan Herrero,et al.  Facies identification within the playa-lakes of the Monegros desert, Spain, from field and satellite data , 2005 .

[31]  Dan G. Blumberg,et al.  Analysis of large aeolian (wind-blown) bedforms using the Shuttle Radar Topography Mission (SRTM) digital elevation data , 2006 .

[32]  P. Srivastava,et al.  Characteristics and OSL minimum ages of relict fluvial deposits near Sossus Vlei, Tsauchab River, Namibia, and a regional climate record for the last 30 ka , 2006 .

[33]  T. Kusky,et al.  ASTER spectral ratioing for lithological mapping in the Arabian–Nubian shield, the Neoproterozoic Wadi Kid area, Sinai, Egypt , 2007 .

[34]  Kevin White,et al.  Spectral properties, iron oxide content and provenance of Namib dune sands , 2007 .

[35]  B. Strohbach MAPPING THE MAJOR CATCHMENTS OF NAMIBIA , 2008 .

[36]  Dr Robert Bryant,et al.  The Namib Sand Sea digital database of aeolian dunes and key forcing variables , 2010 .

[37]  A. Ghulam,et al.  Lithological mapping in the Central Eastern Desert of Egypt using ASTER data , 2010 .

[38]  Giampiero Naletto,et al.  Mapping the Buraburi granite in the Himalaya of Western Nepal: Remote sensing analysis in a collisional belt with vegetation cover and extreme variation of topography , 2011 .

[39]  Kevin White,et al.  Morphometric analysis of aeolian bedforms in the Namib Sand Sea using ASTER data , 2011 .

[40]  Tsehaie Woldai,et al.  Multi- and hyperspectral geologic remote sensing: A review , 2012, Int. J. Appl. Earth Obs. Geoinformation.

[41]  P. Vermeesch,et al.  Petrology of the Namib Sand Sea: Long-distance transport and compositional variability in the wind-displaced Orange Delta , 2012 .

[42]  Frank Eckardt,et al.  The nature of moisture at Gobabeb, in the central Namib Desert , 2013 .

[43]  I. Livingstone Aeolian geomorphology of the Namib Sand Sea , 2013 .

[44]  Shuhab D. Khan,et al.  Remote sensing, planform, and facies analysis of the Plain of Tineh, Egypt for the remains of the defunct Pelusiac River , 2013 .

[45]  A. Stone Age and dynamics of the Namib Sand Sea: A review of chronological evidence and possible landscape development models , 2013 .

[46]  Fred A. Kruse,et al.  Mineral Mapping Using Simulated Worldview-3 Short-Wave-Infrared Imagery , 2013, Remote. Sens..

[47]  Matthew J. Cracknell,et al.  Geological mapping using remote sensing data: A comparison of five machine learning algorithms, their response to variations in the spatial distribution of training data and the use of explicit spatial information , 2014, Comput. Geosci..

[48]  N. Lancaster Dune systems of the Namib Desert – a spatial and temporal perspective , 2014 .

[49]  Richard Gloaguen,et al.  DEM-Based Analysis of Interactions between Tectonics and Landscapes in the Ore Mountains and Eger Rift (East Germany and NW Czech Republic) , 2014, Remote. Sens..

[50]  Harald van der Werff,et al.  Determination of Carbonate Rock Chemistry Using Laboratory-Based Hyperspectral Imagery , 2014, Remote. Sens..

[51]  Alex Zvoleff,et al.  Calculate Textures from Grey-Level Co-Occurrence Matrices(GLCMs) , 2015 .

[52]  T. Coulthard,et al.  Mapping the interactions between rivers and sand dunes: Implications for fluvial and aeolian geomorphology , 2015 .

[53]  N. Mountney,et al.  A classification scheme for fluvial–aeolian system interaction in desert-margin settings , 2015 .

[54]  Fred A. Kruse,et al.  Validation of DigitalGlobe WorldView-3 Earth imaging satellite shortwave infrared bands for mineral mapping , 2015 .

[55]  Roger Bivand,et al.  Bindings for the Geospatial Data Abstraction Library , 2015 .

[56]  P. Vermeesch,et al.  Physical controls on sand composition and relative durability of detrital minerals during ultra‐long distance littoral and aeolian transport (Namibia and southern Angola) , 2015 .

[57]  Richard Gloaguen,et al.  Remote Sensing Exploration of Nb-Ta-LREE-Enriched Carbonatite (Epembe/Namibia) , 2016, Remote. Sens..

[58]  Zhuang Fengqing,et al.  Patients’ Responsibilities in Medical Ethics , 2016 .

[59]  Bei Ye,et al.  Assessment of WorldView-3 Data for Lithological Mapping , 2017, Remote. Sens..

[60]  David E. Friesem,et al.  A late Pleistocene linear dune dam record of aeolian-fluvial dynamics at the fringes of the northwestern Negev dunefield , 2017 .

[61]  T. Lauer,et al.  Dunes on Pluto , 2018, Science.

[62]  David S. G. Thomas,et al.  Controls on sand ramp formation in southern Namibia , 2018 .

[63]  P. Vermeesch,et al.  Sedimentary processes controlling ultralong cells of littoral transport: Placer formation and termination of the Orange sand highway in southern Angola , 2018 .

[64]  Ya-li Wu,et al.  [null]. , 2019, Zhongguo ying yong sheng li xue za zhi = Zhongguo yingyong shenglixue zazhi = Chinese journal of applied physiology.

[65]  D. R. Coates Coastal Geomorphology , 2020 .