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Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial...

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Modelling soil erosion at Continental Scale Panos Panagos 1 , Pasqualle Borrelli 1 , Katrin Meusburger 2 , Cristiano Ballabio 1 , Emanuele Lugato 1 , Jean Poesen 3 , Christine Alewell 2, Luca Montanarella 1 1 European Commision – Joint Research Centre, Ispra, ITALY 2 University of Basel, Environmental Geosciences, SWITZERLAND 3 Division of Geography, KU Leuven, BELGIUM
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Page 1: Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial resolution: 100m •Reference year: 2010 •24% of EU lands have rates >2 t/ha •11%

Modelling soil erosion at Continental Scale

Panos Panagos1, Pasqualle Borrelli1, Katrin Meusburger2,

Cristiano Ballabio1, Emanuele Lugato1, Jean Poesen3,

Christine Alewell2, Luca Montanarella1

1European Commision – Joint Research Centre, Ispra, ITALY

2University of Basel, Environmental Geosciences, SWITZERLAND

3Division of Geography, KU Leuven, BELGIUM

Page 2: Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial resolution: 100m •Reference year: 2010 •24% of EU lands have rates >2 t/ha •11%

Soil Biodiversity loss

Sealing

Erosion

Decline of Soil Organic Matter

Salinization Compaction

Landslides

Contamination

Soil Threats

2/22

Policy: Soil Thematic Strategy(2006)

Page 3: Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial resolution: 100m •Reference year: 2010 •24% of EU lands have rates >2 t/ha •11%

Why we do soil erosion modelling?

• Develop Indicators for EU Statistical services (DG ESTAT): Aggregated data at different regional levels (per country, Region, province)

• Policy support to DG AGRI: Common Agricultural policy impact. Provide aggregated data for agricultural areas with soil loss rates > 10 t ha-1 yr-1

• Policy Support to DG ENV: Monitor the state of soils (Aggregated data & maps of soil erosion)

• European Environmental Agency (EEA): State of the Environment report

• EUROPE 2020: Develop soil erosion indicator for Resource efficiency scoreboard

• Development of Green Growth Indicators for the Organisation for Economic Co-operation and Development (OECD)

• Scientific Collaborations & “Open Data Access” through the European Soil Data Centre (ESDAC):

• Distribute data (soil erodibility, rainfall erosivity, support practices, Cover Management, Topography, etc.) to the scientific community and policy makers in EU-countries

• 550 datasets of K-factor (2 years); 350 datasets of R-factor (2015), 200 datasets in Erosion RUSLE2015 (since Sept 2015)………….

Page 4: Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial resolution: 100m •Reference year: 2010 •24% of EU lands have rates >2 t/ha •11%

Soil Erosion after EIONET data collection (2009-2010)

Panagos et al. (2014), Soil Science & Plant Nutrition

Page 5: Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial resolution: 100m •Reference year: 2010 •24% of EU lands have rates >2 t/ha •11%

RUSLE2015: New soil erosion model

A = K * R * C * LS * P

Panagos et al (2015) – Env.Science & Policy

Page 6: Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial resolution: 100m •Reference year: 2010 •24% of EU lands have rates >2 t/ha •11%

Panagos et al (2014), Science of Tot. Env.

Soil Erodiblity (K-factor)

• Soil Erodibility is an integrated annual value of the soil profile reaction to the process of soil detachment and transport by raindrops & surface flow

• Combines the influence of Texture, Organic carbon, soil structure, Permeability, coarse fragments and Stone cover

• 20,000 Land use/cover survey (LUCAS) samples with measured data

• Regression interpolation using Terrain features, Lat/Long, vegetation covariates

• Spatial Resolution: 500m

• Verified against 21 local, regional and national datasets from 13 countries

Page 7: Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial resolution: 100m •Reference year: 2010 •24% of EU lands have rates >2 t/ha •11%

7/22

Soil Erodibility (K-Factor) incorporating Stone cover

Stone cover effect: 15%; Important effect in Mediterrean

Page 8: Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial resolution: 100m •Reference year: 2010 •24% of EU lands have rates >2 t/ha •11%

Rainfall erosivity and data collection

• Rainfall erosivity is the kinetic energy of rainfall (MJ mm ha-1 h-1 y-1)

• Combines the influence of precipitation duration, magnitude and intensity

• Participatory approach: Environmental & Meteorological Services from all Member States (Mar 2013 – Jun 2014).

• 1,541 Precipitation stations with detailed rainfall intensity; 1675 Precipitation Stations in 2015 update (all countries)

• Calibration requested: 5 min, 10-min, 15 min, 60 min.

• Temporal Resolution: 30-Minutes

• Time series: 7 – 56 Years (Mean: 17.1yr; 75% of time series in 2000-2010)

• Data: 29,000 years of High Temporal resolution precipitation records

• REDES: Rainfall Erosivity Database on the European Scale

Panagos, P., Ballabio, C., Borrelli, P.,.....et 14 others from MS ……(2015). Science of Total Env.

Page 9: Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial resolution: 100m •Reference year: 2010 •24% of EU lands have rates >2 t/ha •11%

Rainfall Erosivity (R-factor)

• Resolution: 500m; Robust Geostatistical model

• Highest R-factor in Mediterranean & Alpine regions and lowest in Scandinavia

• R-factor not dependent only from precipitation

Panagos et al. STOTEN (2015)

Page 10: Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial resolution: 100m •Reference year: 2010 •24% of EU lands have rates >2 t/ha •11%

Rainfall erosivity seasonality

• Dynamic component in soil loss by water erosion

• Different intra-annual R-factor patterns (July / January)

• 53% of the annual rainfall erosivity in Europe is accounted in 4 months period (June – September)

• Northern and Central European countries exhibit the largest R-factor values in summer

• Southern European countries exhibit the largest R-factor values during October to January

Panagos et al. WATER. (2016)

1

Page 11: Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial resolution: 100m •Reference year: 2010 •24% of EU lands have rates >2 t/ha •11%

Topography (LS-factor)

• 25m DEM resolution 25m LS-

factor (capture geomorphological features

compared to 100m DEM)

• Desmet & Govers algorithm (1996)

• Fast process with SAGA software

• 50GB of dataset available in European Soil Data Centre (ESDAC)

• No arbitrary limitations in slope length

Panagos et al.(2015) , Geosciences, MDPI

Page 12: Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial resolution: 100m •Reference year: 2010 •24% of EU lands have rates >2 t/ha •11%

Stone Walls

Grass margins

Contour farming

Reduced Tillage

Plant residues

Cover crops

Good Agricultural practices against Erosion

Panagos et al (2015) – Land use policy

Page 13: Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial resolution: 100m •Reference year: 2010 •24% of EU lands have rates >2 t/ha •11%

Cover – Management (C-factor)

• Differentiate between Arable lands & Non-Arable lands

• Non arable: Forest – Shrub – sparse vegetation – Heterogeneous –Permanent crops - pastures/grasslands

• Use of CORINE Land Cover classes

Calibrate the C-factor from literature: 20 major published studies

with Remote Sensing(RS) images from Copernicus Programme: Vegetation Density layer: RS every 10 days

Example: Pastures C-factor

• Range from literature: 0.05 – 0.15

• Each pixel gets a value in this range depending on its Vegetation Density (0-100%)

• Pastures (mean) C-factor in Ireland: 0.077

• Pastures (mean) C-factor in Cyprus: 0.125

Panagos et al.(2015) Land Use Policy.

Page 14: Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial resolution: 100m •Reference year: 2010 •24% of EU lands have rates >2 t/ha •11%

Arable lands C-factor: Crop factor & managementCrop factor: C-factor (from experimental sites in the European Union) for 17 crops. e.g wheat:0.20, Rice:0.15, Potatoes:0.34, Maize:0.38………….cotton seed:0.5

Estimate the C-factor per region based on its crop composition

Plus 3 management sub-factors (using input official data from EUROSTAT):

C=1 conventionalC=0.35 conservationC=0.25 No till

C=0.88 C=0.80

Panagos et al.(2015). Land Use Policy.

Page 15: Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial resolution: 100m •Reference year: 2010 •24% of EU lands have rates >2 t/ha •11%

Support Practices (P-factor)

Data input from:

- Good Agricultural Environmental Conditions (GAEC) plus

- LUCAS 270,000 earth observations

Support practices Impact:

• Contour farming (5%)

• Stone Walls (38%)

• Grass Buffers (57%)

P-factor in EU-28: 0.97

P-factor in arable: 0.95

Panagos et al.(2015). Environmental

Science and Policy.

Page 16: Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial resolution: 100m •Reference year: 2010 •24% of EU lands have rates >2 t/ha •11%

Soil loss by water erosion (RUSLE2015)

• Average EU-28: 2.46 t ha-1 yr-1 (in the erosive prone areas: 91% of EU)

• Total Soil loss: 970 Mt annually

• Spatial resolution: 100m

• Reference year: 2010

• 24% of EU lands have rates >2 t/ha

• 11% of total area contributes to almost 70% of total Soil Loss

“Between 2000 and 2010, intervention measures through the CAP have reduced the rate of soil erosion by an average of 20% for arable lands”

Panagos, Borrelli, Robinson, 2015. NATURE.

Panagos et al (2015) – Environmental Science & Policy

Page 17: Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial resolution: 100m •Reference year: 2010 •24% of EU lands have rates >2 t/ha •11%

Uncertainties for each factor

17/22

Page 18: Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial resolution: 100m •Reference year: 2010 •24% of EU lands have rates >2 t/ha •11%

RUSLE2015 & Soil Loss Map: Concluding remarks

• Trend: Decrease of 9% (20% in arable lands) due to impact of Common Agriculture Policy (CAP) and soil protection measures: reduced tillage, plant residues, cover crop, contour farming, maintenance of stone walls, increase of Buffer strips.

• Very good correspondence with EIONET (7 out of 9 Member States): The European model is as robust as national ones.

• High resolution & best available input data in EU

• Transparent way & easily parameterization

• Peer-reviewed following literature

• Replicable & comparable with national estimates

• Participatory: involvement of countries (R-factor, K-factor, Statistics -EUROSTAT)

• Incorporates Scenario analysis

Panagos et al (2015) – Env.Science & Policy

Page 19: Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial resolution: 100m •Reference year: 2010 •24% of EU lands have rates >2 t/ha •11%

Soil Loss Map: Dynamic tool for policy makers and further research

• RUSLE2015 delineates hot spots that requests special protection measures.

• RUSLE2015 becomes dynamic (after development of Monthly Rainfall erosivity and Cover Management)

• Land use scenarios: Land Use modelling Platform (LUISA) predicts increase in forest 2.2% in the expense of semi-natural areas 5.8% reduction in soil loss

(contradictory trends of arable lands?)

• Climate change scenarios (precipitation & intensity trends in 2050): Taking into account IPCC HadGEM2 and REDES we predict 10-20% increase of R-factor in 2050.

• Policy developments:

• Biofuels directive pushes for replacing cereals with energy crops: sugar beet, sunflowers (more erosive). i.e. 10% transformation increase 3.8% of soil loss in arable lands

• Common Agricultural Policy 2014-2020: Duplicate the grass margins and apply contour farming in arable lands > 5% Reduce soil erosion by 5%

Page 20: Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial resolution: 100m •Reference year: 2010 •24% of EU lands have rates >2 t/ha •11%

In Progress & future plans (1)

• Seasonality: Monthly variability of the R- and C-factors at European scale.

• Scenarios based on future policy implementation: Common Agricultural Policy, Biofuels directive, Water Framework Directive ….etc

• Combined Scenarios of Climate change – Land use change and Policy implementation (Impact to soil loss by water erosion)

• Economic evaluation of soil loss by water erosion (Panagos et al., 2015 Nature)

• Impact of water erosion in agricultural productivity and GDP (CAPRI Economic model)

• Off-site effects

Page 21: Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial resolution: 100m •Reference year: 2010 •24% of EU lands have rates >2 t/ha •11%

In Progress & future plans (2)

• Development of a Global Rainfall Erosivity dataset (REDaG):

• Similar approach to European one

• 14 countries confirmed + 10 from literature studies + 28 Countries of REDES (Europe)

• Comprehensive Global Land Cover and Management Factor

• Towards a Global Soil Erosion dataset and updated Land Degradation Assessment

• Sediment yields predictions from catchment area (In development with WATEM-SEDEM model)

• Comparison with Plots? Validation with Cesium measurements?

Page 22: Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial resolution: 100m •Reference year: 2010 •24% of EU lands have rates >2 t/ha •11%

Wind Erosion

Borrelli et al (2014) - Journal of Land Degradation

Borrelli et al (2014) - Geoderma

Borelli et al (2015) – Sustainability

The first quantitative assessment at European level.

Main Factors influencing wind erosion:

Climate: wind velocity & direction, Rainfall and evaporation

Soil characteristics: sand, silt, clay, CaCO3, organic matter, water-retention capacity and soil moisture

Land use: land use type, percent of vegetation cover and landscape roughness

Model used: RWEQ

Average erosion is 0.6 t/ha/yr.

Page 23: Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial resolution: 100m •Reference year: 2010 •24% of EU lands have rates >2 t/ha •11%

Assess the potential of land management practices to preserve or sequester C in agricultural soils

Land management has a notable impact on the fluxes of greenhouse gases, especially CO2. Several agricultural activities have been shown in scientific

literature to sequester carbon in soil

Managed soils contain a SOC pool, which is below their potential. Such soils are potentially a sink for C through adoption of appropriate land use and sustainable

management practices.

Carbon mitigation

Page 24: Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial resolution: 100m •Reference year: 2010 •24% of EU lands have rates >2 t/ha •11%

Modelling tools predicting quantitative effect of different mitigation

measures on soil organic carbon in agricultural soils

Modelling carbon under agricultural management practices

Lugato et al., 2014. Global Change Biology

arable to grassland

Reduced tillage

Ley in rotation

Crop residues

straw incorporation

Cover crops

Page 25: Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial resolution: 100m •Reference year: 2010 •24% of EU lands have rates >2 t/ha •11%

Erosion & SOC modelling (Integration)

Lugato et al (2016) – Global Change Biology

• Coupling RUSLE2015 with CENTURY biogeochemical model

• SOC balance and C fluxes at grid cell (1.87 M grid cells of 1Km)

• Part of the C eroded was assumed to move out from grid cell generating CO2 flux

Page 26: Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial resolution: 100m •Reference year: 2010 •24% of EU lands have rates >2 t/ha •11%

Average eroded soil organic carbon

Lugato et al (2016) – Global Change Biology

• 76% of agricultural lands < 0.05 t C ha-1 yr-1

• Hotspots with eroded SOC > 0.45 t C ha-1 yr-1

• Erosion across EU agricultural lands contributes to 2.28 Mt CO2eq

• Policy oriented scenario estimate to sequester 12.6-42 Mt CO2eq

“Agricultural practices are needed to prevent or reduce erosion and maintain soil productivity”

Page 27: Modelling soil erosion at Continental Scale · •Total Soil loss: 970 Mt annually •Spatial resolution: 100m •Reference year: 2010 •24% of EU lands have rates >2 t/ha •11%

Data available:

European Soil Data Centre:http://esdac.jrc.ec.europa.eu/

[email protected]


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