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Gully-affected areas in the Kunene region: looking for suitable locations for future citizen-science project

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Land degradation in Namibia is currently threatening livelihoods from several regions of the country. One of the major causes of land degradation in Namibia is soil erosion, which produces very critical ecological, landscape and economic damage when it manifests in the form of gullies. The development of standardized methods to detect and monitor the evolution of gully-affected areas is crucial to plan prevention and remediation strategies. Previous research supported by Integrated Land Management Institute (ILMI) and German Aerospace Center (DLR) was focused on the development of methods to detect gullies automatically from satellite remote sensing data (Vallejo et al, forthcoming). Although the results are valid for carrying out a preliminary large-scale spatial mapping, the satellite images are not usable for a detailed modelling in time and space. For this reason, new methodologies are proposed to address the problem from a different perspective, this time using the local inhabitants as a citizen scientist in a crowdsourcing approach. To set the foundation of this project, planned for 2019, it is necessary to identify several pilot areas where there are gullies of different types and where the local inhabitants are interested in collaborating. Therefore, this working paper intends to document a field work campaign carried out with this aim. +264 61 207 2865 +264 61 207 9865
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Integrated Land Management Institute (ILMI)
Land, Livelihoods and Housing Programme 2015-18
The Integrated Land Management Institute is a centre of the Faculty of Natural Resources and
Spatial Sciences (FNRSS) at the Namibia University of Science and Technology (NUST) committed
to develop reputable and multidisciplinary research and public outreach activities in the field of
land, administration, property, architecture and spatial planning.
The Land, Livelihoods and Housing Programme
2015-18
aims at deepening and expanding the focus
on these three key issues in Namibia. The programme was developed to guide ILMI’s activities by
organising it in four aspects: institutional, environmental, fiscal and spatial processes.
Gully-affected areas in the Kunene region: looking for
suitable locations for future citizen-science project
Enquiries:
Kaleb Negussie
T:
F:
E:
W:
Summary
Land degradation in Namibia is currently threatening livelihoods from several regions of the country. One of the major causes of land degradation
in Namibia is soil erosion, which produces very critical ecological, landscape and economic damage when it manifests in the form of gullies. The
development of standardized methods to detect and monitor the evolution of gully-affected areas is crucial to plan prevention and remediation
strategies. Previous research supported by Integrated Land Management Institute (ILMI) and German Aerospace Center (DLR) was focused on the
development of methods to detect gullies automatically from satellite remote sensing data (Vallejo et al, forthcoming). Although the results are
valid for carrying out a preliminary large-scale spatial mapping, the satellite images are not usable for a detailed modelling in time and space. For
this reason, new methodologies are proposed to address the problem from a different perspective, this time using the local inhabitants as a citizen
scientist in a crowdsourcing approach. To set the foundation of this project, planned for 2019, it is necessary to identify several pilot areas where
there are gullies of different types and where the local inhabitants are interested in collaborating. Therefore, this working paper intends to
document a field work campaign carried out with this aim.
+264 61 207 2865
+264 61 207 9865
knegussie@nust.na
fnrss.nust.na
Miguel Vallejo Orti
+264 61 207 2342
+264 61 207 9342
morti@nust.na
fnrss.nust.na
Document Note: No. 1/2019
Date: January 2019
NEGUSSIE & VALLEJO ORTI
Gully-affected areas in the Kunene region
ILMI Document Note No. 1/2019
Page 1
!
This!document!is!a!report!submitted!by!the!authors!in!fulfilment!of!the!requirements!of!a!small!grant!from!the!
Integrated!Land!Management!Institute!to!undertake!fieldwork!in!Opuwo,!in!August!2018.!!
!
!
Introduction!!
The!idea!behind!this!project!is!to!find!suitable!locations!to!focus!in!subsequent!gully-related!studies.!
Kunene!region!is!one!of!the!most!severely!affected!areas!by!land!degradation!and!gullies!due!to!several!
reason!derived!from! climate!change!and!inappropriate!land!uses!(i.e.!overgrazing).!Different!projects!
(i.e.! SASSCAL!Task! 41! (SASSCAL,!2017),! EU!Stabilizing! Eroded! Areas! by! planting! drought! tolerant!
fodder! shrubs)! are! implemented! here! with! the! intention! of!addressing!the! problem,! trying!to! stop!
gully! advancement,! and! minimize! their! effects.! Different! solutions! in! place! are! applied! on! different!
types!of!gullies,!therefore!this!area!is!of!special! interest!to! researchers.! Since! the! final! goal! is! to! test!
measuring! techniques! for! gullies! at! different! spatio-temporal! scales,! it! is! critical! to! find! gullies! of!
different!typology!in!terms!of!size!and!shape.!!
!
Objectives!
Our! main! objective! was!to! find! and! georeference! three! suitable! gully! affected! areas,! document!
graphically! their! characteristics! as! well! as! create! contacts! with! local! communities! and! authorities!
mandated!with!land!management!issues.!The!main!criteria!to!decide!on!the!selection!of!gullies!were:!
-! Size!and! shape:! the! measuring! technology! must! be! tested! for! gullies! of! different! sizes! (in!terms! of!
width,! depth)! ranging! from! 2-3! meters! to!gullies!as! large!as!200! m! width.! It! was! also! important! to!
identify!gullies!with!different!shapes!(i.e.!U-Shape,!V-Shape,!etc.)!
-!Accessibility:! finding!locations! easily! accessible! by! car! was! also! a! selection! criterion,! as! measuring!
equipment!(i.e.!GPS,!LiDAR,!Photogrammetry!equipment)!must!be!transported!in!subsequent!visits.!
-!!Feasibility! of! joint! work! with! locals:! Since! the! final! goal! is! to! develop! a! collaborative! mapping!
concept,!it!is!fundamental!to!have!the!commitment!of!local!people!to!do!basic!field!measurements!and!
with! the! possibility! to! send! the! collected! data! periodically! to! NUST!(i.e.! ! access! to! internet,! email,!
WhatsApp).!
!
Study!Area!
The! study! area! is! located! in! the! northern! part! of!
Kunene!region!(Namibia),! covering!different!sites!near!
Opuwo.!Figure!1!illustrates!the!different!gully!locations!
and!the!road!connections!from!Opuwo.!
!
Figure!1.!Location!map!of!the!study!sites!visited!in!August!2018.!
NEGUSSIE & VALLEJO ORTI
Gully-affected areas in the Kunene region
ILMI Document Note No. 1/2019
Page 2
Results!!
After!several!visits! to!different!locations,!the!following! gullies!were!selected!and!described!for!future!
studies:!
!
Gully!1!
This!gully!is!classified!as!a!small!gully!(<!5!m!width!and!1!m!depth)!which!has!been!treated!in!the!past!
during!SASSCAL!TASK!41.!It!is!especially!Interesting!to!test!the!capabilities!of!measuring!techniques!to!
monitor!gully! dynamics!in! detail!i.e.!how! is! the! bush! filters! efficiency! and! effectiveness!through! the!
years.!Our!contact!person!in!Erora,!where!Gully!1!is!located,!is!Mr.!Nelson,!who!has!been!collaborating!
with!SASSCAL!TASK!41!in!the!past.!
!
!
Figure!2.!Photos!of!Gully!1!in! Erora.!Left! image!shows!remediation!works!carried!out!between!2013!and!2017!as!part!of!
SASSCAL.!
!
Gully!2!
This!gully!is!classified!as!a!medium!gully!(5!–!15!m!width!and!1!-3!m!depth)!and!has!not!been!treated!
in!the!past.!As!it!can!be!seen!in!the!figure!3,!this!gully!is!very!active!(visible!roofs)!and!it!is!surrounded!
by! woody! vegetation! in! the! ledges,! which! is! a! factor! to! be! considered! while! measuring! the! gully!
morphology!(i.e.!through!Terrestrial!LiDAR!Scan!(TLS)!and!close-range!photogrammetry).!Our!contact!
person!for!this!gully!is!also!Mr.!Nelson,!who!has!been!collaborating!with!SASCAL!in!the!past.!
!
!
!
Figure!3.!Photos!of!Gully!2!in!Erora.!Image!showing!the!gully!
dimensions! (top! left),! gully! V-Shape! (top! right)! and! the!
recent!erosive!activity!(down).!
!
NEGUSSIE & VALLEJO ORTI
Gully-affected areas in the Kunene region
ILMI Document Note No. 1/2019
Page 3
Gully!3!
This!is!typically!classified!as!a!large!gully! (50!–!200!m! width! and! 10! -30!m! depth).! It! was! treated!as!
part! of! an! EU! project! to! stabilize! the! soil! in! the! margins! of! the! gully! though! plantations! of! different!
local!species:!omungambú,*amukarabize,*omukeka*and*otxipembati.!!As!it!can!be!seen!in!figure!4,!some!
parts! of! the!gully! are!very! active,!and! the! erosive! impact! is! catastrophic! in! terms! of! soil! loss.! The!
dehydration!effect!on!the!surrounding!landscape!is!evident!and!very!detrimental/harmful!for!several!
Himba!communities!living!nearby!and!subsisting!from!different!types!of!farming!(i.e.!goats,!cattle,!etc).!
Our! contact! person! is! Mr.!Tjakazapi! Mbunguha,! who! has! been! collaborating! with! EU! projects! in! the!
past.!This!gully!has!a!specially!scientific!interest!due!to!the!geomorphological!processes!associated,!as!
evidenced!by!the!existing!publications!on!it!(Brunotte!and!Sander!2000!;!Brunotte!et!al.!2009).!
!
!
!
Figure!4.! Photos!of!Gully!3,!14!km!south! to!Opuwo.! Left!and!
right! top! images! show! the! advancement! of! gully! branches!
while!the!image!below!presents!a!general!view!the!gully.!
NEGUSSIE & VALLEJO ORTI
Gully-affected areas in the Kunene region
ILMI Document Note No. 1/2019
Page 4
Further!steps!
The! three! gullies! have!been! selected.! Currently! the! authors! are! looking! for! funding! to! implement! a!
crowdsourcing!and! citizen! science! project.! This! concept! would!include! different! kinds! of! technology!
managed!by!NUST!Staff,!NUST!Students!and!local!citizens.!The!proposed!methods!for!this!study!are!to!
acquire! datasets! through! mobile! application! and! involvement! of! citizen! science! crowdsourcing! to!
complement! existing! remotely! sensed! databases.!This! process! will! involve! farmers! and! extension!
officers!to!record!and!update!field!data!(i.e.!gully!perimeter,!size!and!shape)!on!regular!basis!using!low!
cost! technologies! (i.e.! GPS,! Smartphone! camera! and! drones).! Following! the! completion! of! the! data!
collection,! spatiotemporal! data! analysis! and! reporting! will! be! performed.! Finally! gully! information!
sheets! with! statistics! about! their! evolution! will! be! produced! and! disseminated! via! digital! platforms.!!!
The!concept!note!of!the!proposed!approach!is!presented!in!the!following!illustration!(Figure!5):!!
!
Figure!5.!General!concept!of!project!implementation!for!a!citizen!based!VGI!project!in!Namibia!to!measure!and!monitor!gully!
evolution.!
NEGUSSIE & VALLEJO ORTI
Gully-affected areas in the Kunene region
ILMI Document Note No. 1/2019
Page 5
References!
!
Brunotte,! E.,! &! Sander,! H.! (2000).! Loess! accumulation! and! soil! formation! in! Kaokoland! (Northern!
Namibia)! as! indicators! of! Quaternary! climatic! change.! Global* and* Planetary* Change,! 26(1-3),!
67-75.!
Brunotte,!E.,!Maurer,!B.,!Fischer,!P.,!Lomax,!J.,!&!Sander,!H.!(2009).!A!sequence!of!fluvial!and!aeolian!
deposits! (desert! loess)! and! palaeosoils! covering! the! last! 60! ka! in! the! Opuwo! basin!
(Kaokoland/Kunene! Region,! Namibia)! based! on! luminescence! dating.! Quaternary*
International,!196(1-2),!71-85.!
Vallejo!M,!Negussie!K,!Corral!E!(forthcoming).!Comparison!of! Three! Algorithms! for!the!Evaluation!of!
Tandem-X!DEM!Data!for!Gully!Detection!in!Krumhuk!Farm!(Namibia).!
SASSCAL!(2017)!Landscape*Literacy*(Task*041*Fact*Sheet).*Southern!African!Science!Service!Centre!for!
Climate! Change! and! Adaptive! Land! Management,!Namibia! University! of! Science! and!
Technology.! Available:! http://sasscal.org/wp-content/uploads/external-
assets/tasksheets/task_041_na_ag.pdf!!
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ILMI is a research centre at the Faculty of Natural Resources and Spatial Sciences (FNRSS) at the
Namibia University of Science and Technology (NUST).
Views expressed by the authors are not to be attributed to any of these institutions.
Please visit our website for details on ILMI’s publications policy: http://ilmi.nust.na!
Article
Full-text available
Namibia is a dry and low populated country highly dependent on agriculture, with many areas experiencing land degradation accelerated by climate change. One of the most obvious and damaging manifestations of these degradation processes are gullies, which lead to great economic losses while accelerating desertification. The development of standardized methods to detect and monitor the evolution of gully-affected areas is crucial to plan prevention and remediation strategies. With the aim of developing solutions applicable at a regional or even national scale, fully automated satellite-based remote sensing methods are explored in this research. For this purpose, three different algorithms are applied to a Digital Elevation Model (DEM) generated from the TanDEM-X satellite mission to extract gullies from their geomorphological characteristics: (i) Inverted Morphological Reconstruction (IMR), (ii) Smoothing Moving Polynomial Fitting (SMPF) and (iii) Multi Profile Curvature Analysis (MPCA). These algorithms are adapted or newly developed to identify gullies at the pixel level (12 m) in our study site in the Krumhuk Farm. The results of the three methods are benchmarked with ground truth; specific scenarios are observed to better understand the performance of each method. Results show that MPCA is the most reliable method to identify gullies, achieving an overall accuracy of approximately 0.80 with values of Cohen Kappa close to 0.35. The performance of these parameters improves when detecting large gullies (>30 m width and >3 m depth) achieving Total Accuracies (TA) near to 0.90, Cohen Kappa above 0.5, and User Accuracy (UA) and Producer Accuracy (PA) over 0.50 for the gully class. Small gullies (<12 m wide and <2 m deep) are usually neglected in the classification results due to spatial resolution constraints within the input DEM. In addition, IMR generates accurate results for UA in the gully class (0.94). The MPCA method developed here is a promising tool for the identification of large gullies considering extensive study areas. Nevertheless, further development is needed to improve the accuracy of the algorithms, as well as to derive geomorphological gully parameters (e.g., perimeter and volume) instead of pixel-level classification.
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Arid and semi-arid areas are lacking in fossils for the reconstruction of the Quaternary climate. Therefore, sediments from ephemeral rivers are a welcome climatic archive in Namibia. Restrictions concerning the palaeoclimatic evidence lie in the fact that the sediments examined usually reflect the climate of the upper reaches of the rivers rather than the local climate. The upper reaches may belong to a different climatic zone or (damp) altitudinal zone of vegetation. In order to rule out such allochthonous influences in the study of the climatic history of the escarpments between the edge of the Namib Desert and the savannah, research is limited to sediments in basins and valley floors which are not subject to such influences.Research in the Opuwo basin has extended knowledge of the recent Quaternary climatic history of northern Namibia into the period since ca. 60ka. The sedimentation of the basin floor pediments began with the deposition of fluvial sands. From ca. 55ka, desert loess was blown in the course of aridification, but this was washed away from the pediments towards the centre of the basin by ca. 45ka. Surface runoff was sometimes strong enough to transport gravels and sands. Thus geomorphological activity in this period also differed from the drier period which set in around 45ka. It was characterised by the exclusive sedimentation of desert loess, even on the pediments at the basin's rim. There are a total of three cambic regosol soil formation phases. However, as there are no indications of new clay formation or eluviation the climate can only have been slightly more humid during their formation.
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