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Badland and gully erosion assessment
using remotely sensed data, non-
invasive field techniques and stochastic
modelling approaches
Michael Maerker1, Alberto Bosino1, & Ulrike Hardenbicker2
1University of Pavia, Italy; 2University of Regina, Canada
1
splash
Spatio-temporal scales of soil erosion processes
interrill
rill
gully
fluvial
after Renschler & Harbor (2002): Geomorphology 47, 189-209.
badlands
 Models often only address single processes and therefore
are scale dependent (USLE, WEPP, Erosion 2D/3D, USPED)
 Models often are focussing only on laminar soil erosion
(sheet/rill-interrill erosion)
 Integrated modelling is very complex
- Different soil erosion processes
- Parameter request
- Scale dependency (spatial/temporal)
 Spatio-temporal distribution
Research Question: How to assess and quantify different soil
erosion processes?
4
Challenges for soil erosion modeling:
Märker et al. (2011): Geomorphology, 125(4), 530-540; Zakerinejad & Märker (2015): Natural Hazards, 79 (1), 25-50
Sidorchuk et al. (2003): Catena, 50, 507-525. Märker et al. (2001): Geografia Fisica e Dinamica Quaternaria, 24, 71-83
How to get Information about processes and forms?
GSSI EMP 400 EM
Conductivity Meter
FieldspectrometerNon invasive
Field methods
Local Information about substrates and soils
Multi & Hyperspectral
Remotely Sensed Information
and Derivatives
TanDEM-X 90m, 30m, 12m
Terrain Analysis &
Topographic Indices
High resolution DEM by
Structure from Motion
Spatial continuous information about forms, features
and surface characteristics
How to get Information about processes and forms?
7
Badland & Gully Inventory
Forms & Features
Identification &
Mapping
Identification &
Mapping
8
Maerker, M., Pelacani, S. & B. Schröder (2011): A functional entity approach to
predict soil erosion processes in a small Plio-Pleistocene Mediterranean catchment in
Northern Chianti, Italy . GEOMORPHOLOGY, vol. 125 (4), pp. 530-540
Susceptibility map
MaxEnt stochastic approach to assess
the driving factors for gully formation
Variable importance
Internal validation via ROC curves
10
Initial phase
(5%)
Static phase
(95%)
Sidorchuk (1999): Catena 37, 401-414
Sidorchuk, Maerker, Moretti & Rodolfi (2003) Catena 50, 507-525
Zakerinejad & Maerker (2015) Natural Hazards 79(1), 25-50
Quantitative Assessment
Maerker, M., Pelacani, S. & B. Schröder (2011): A functional entity approach to
predict soil erosion processes in a small Plio-Pleistocene Mediterranean catchment in
Northern Chianti, Italy . GEOMORPHOLOGY, vol. 125 (4), pp. 530-540
Gully Modelling
Conclusion
• Integrated method to assess gully and badland erosion
susceptibilities over large areas using RS, fieldwork
and stochastic modelling approaches.
• Spatial resolution of environmental data (DEM; RS-
data) is increasing, however data need field validation
• Basis for process quantification and connectivity
analysis on basin scale.
11
Badland and gully erosion assessment using remotely sensed data, non-invasive field techniques and stochastic modelling approaches

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Badland and gully erosion assessment using remotely sensed data, non-invasive field techniques and stochastic modelling approaches

  • 1. Badland and gully erosion assessment using remotely sensed data, non- invasive field techniques and stochastic modelling approaches Michael Maerker1, Alberto Bosino1, & Ulrike Hardenbicker2 1University of Pavia, Italy; 2University of Regina, Canada 1
  • 2.
  • 3. splash Spatio-temporal scales of soil erosion processes interrill rill gully fluvial after Renschler & Harbor (2002): Geomorphology 47, 189-209. badlands
  • 4.  Models often only address single processes and therefore are scale dependent (USLE, WEPP, Erosion 2D/3D, USPED)  Models often are focussing only on laminar soil erosion (sheet/rill-interrill erosion)  Integrated modelling is very complex - Different soil erosion processes - Parameter request - Scale dependency (spatial/temporal)  Spatio-temporal distribution Research Question: How to assess and quantify different soil erosion processes? 4 Challenges for soil erosion modeling: Märker et al. (2011): Geomorphology, 125(4), 530-540; Zakerinejad & Märker (2015): Natural Hazards, 79 (1), 25-50 Sidorchuk et al. (2003): Catena, 50, 507-525. Märker et al. (2001): Geografia Fisica e Dinamica Quaternaria, 24, 71-83
  • 5. How to get Information about processes and forms? GSSI EMP 400 EM Conductivity Meter FieldspectrometerNon invasive Field methods Local Information about substrates and soils
  • 6. Multi & Hyperspectral Remotely Sensed Information and Derivatives TanDEM-X 90m, 30m, 12m Terrain Analysis & Topographic Indices High resolution DEM by Structure from Motion Spatial continuous information about forms, features and surface characteristics How to get Information about processes and forms?
  • 7. 7 Badland & Gully Inventory Forms & Features Identification & Mapping Identification & Mapping
  • 8. 8 Maerker, M., Pelacani, S. & B. Schröder (2011): A functional entity approach to predict soil erosion processes in a small Plio-Pleistocene Mediterranean catchment in Northern Chianti, Italy . GEOMORPHOLOGY, vol. 125 (4), pp. 530-540
  • 9. Susceptibility map MaxEnt stochastic approach to assess the driving factors for gully formation Variable importance Internal validation via ROC curves
  • 10. 10 Initial phase (5%) Static phase (95%) Sidorchuk (1999): Catena 37, 401-414 Sidorchuk, Maerker, Moretti & Rodolfi (2003) Catena 50, 507-525 Zakerinejad & Maerker (2015) Natural Hazards 79(1), 25-50 Quantitative Assessment Maerker, M., Pelacani, S. & B. Schröder (2011): A functional entity approach to predict soil erosion processes in a small Plio-Pleistocene Mediterranean catchment in Northern Chianti, Italy . GEOMORPHOLOGY, vol. 125 (4), pp. 530-540 Gully Modelling
  • 11. Conclusion • Integrated method to assess gully and badland erosion susceptibilities over large areas using RS, fieldwork and stochastic modelling approaches. • Spatial resolution of environmental data (DEM; RS- data) is increasing, however data need field validation • Basis for process quantification and connectivity analysis on basin scale. 11

Editor's Notes

  1. Raumzeitliche Skalen der Bodenerosion