SlideShare una empresa de Scribd logo
1 de 27
Descargar para leer sin conexión
Process-based modeling
in alpine catchments
Giacomo Bertoldi, Stefano Della Chiesa, Michael Engel, Georg Niedrist, Johannes G. Brenner , 
Stefano Endrizzi, Matteo Dall’Amico, Emanuele Cordano, Ulrike Tappeiner, Riccardo Rigon. 
EGU 2014, Vienna, Austria, 28 April – 2 May 2014
Institute for Alpine    
Environment
Aims and outline
Motivation
In mountain regions ecohydrological processes exhibit rapid changes within short 
distances due to the complex interplay of topography, soil, biological and 
atmospheric processes. 
Are process‐based models able to deal with this complexity?
Outline
An (hopefully) useful instrument: the GEOtop 2 ‐ DV model.
Application of the model to mountain areas:
1. Plot scale
Modelling snow, soil moisture, ET, biomass  along an elevation gradient:
Model as a tool to investigate coupled eco‐hydrological processes.
2. Catchment scale
Remote sensing land surface temperature in complex terrain:
Model as tool  to interpret processes behind observations 
Discuss advantages and constraints of process based modelling in mountain areas
Coupled process based modelling in mountain areas 
LWatm

V
D0VI
LWsurr

1V 
SWsurr

1V 
sTs
4
Shortwave
radiation (yellow)
Longwaveradiation
(red)
SWrefl
Complex topography
Bertoldi et al., J of Hydromet, 2006.
s
Snow module
Endrizzi et al., GMDD, 2014
Zanotti et al., Hydrol Proc, 2004
Water budget
Rigon et al., J of Hydromet, 2006.
Figures adapted from VIC model (Liang et al., 1994)
Energy budget
Bertoldi al., Ecohydrol, 2010.
Vegetation dynamics
Della Chiesa et al., Ecohydrol., 2014
From SHE model (Abbot et al., 1986)
The GEOtop 2.0  – DV  model
Rigon et al., JHM, 2006; 
Endrizzi et al. GMDD, 2014.
Processes
Dynamic vegetation
model (for grasslands)
From Montaldo et al.,  2005;
Della Chiesa et al., 2014
Does it works?
Is  it usable ?      Or … too complex?
Is it useful ?
Two applications in mountain context
1. Plot scale
Modelling snow, soil moisture, ET, biomass  along an elevation gradient:
Model as a tool to investigate coupled eco‐hydrological processes.
2. Catchment scale
Remote sensing land surface temperature in complex terrain:
Model as tool  to interpret processes behind observations.
Application 1: modelling along an elevation gradient
Motivation
In dry inner‐alpine regions, managed grasslands are irrigated.
Climate change raises issues about future water availability.
Which are the effects of the elevation gradient on SWE, SWC, ET,
grassland productivity?
Della Chiesa et al., Modeling changes in grassland  hydrological cycling 
along an elevational gradient in the Alps,
Ecohydrology, 2014
.
An experimental elevation transect
Elevation as a proxy of climate change: Mazia Valley, emerging LTER
Station 
B2000 m
Hs, SWC, 
Biomass, GAI
Station
B1500 m
Hs, SWC, 
Biomass, GAI,ET
Station
B1000 m
Hs, SWC, 
Biomass, GAI
T~ 3.5K
T~ 3.5K
Elevation gradient: validation
Multiple variables validation: SWE, SWC, above ground biomass (Bag), ET
Two years of data: calibration in B1500, validation in B1000, B2000
B2000 mB1500 mB1000 m
Snow Height [cm] SWC 5cm [] ET [mm]
Not Measured
Not Measured
r2=0.66
RMSE=7.1
r2=0.57
RMSE=5.9
r2=0.55
RMSE=2.9
r2=0.80
r2=0.78
r2=0.82
Bag [gDMm‐2]
RMSE=0.04
RMSE=0.05
RMSE=0.04
r2=0.93
RMSE=58.39
Elevation gradient: resultsB2000 mB1500 mB1000 m
Simulation extension to 20 year 
Coupling snow – veg – ET ‐ SWC Water limitation below 1500 m
SWC along the year
Elevation gradient: resultsB2000 mB1500 mB1000 m
Coupling snow – veg – ET ‐ SWC
SWC along the year
Irrigation below 1500 m
Application 1: modelling along an elevation transect
Insight on process understanding
In the Vinschgau valley, water limits ET below an elevation threshold of 1500 m a.s.l. 
while, above, the temperature and vegetation period length act as limiting factor. 
Modelling lesson learning
Need of coupled modelling 
of energy and water fluxes, snow and vegetation dynamic.
Model validation against multiple variables
adds additional constrains to model consistency.
SWE     →     SWC
↕
Bag ↔ LAI ↔ ET
Application 2: land surface temperature
Motivation
LST is a key variable of the surface energy budget.
Improving its estimation in energy budget models can improve fluxes partitioning estimation.
Which are the factors controlling LST in mountain environments
(i.e. elevation, solar radiation, land cover, soil moisture)?
Bertoldi et al., Topographical and ecohydrological controls
on land surface temperature in an Alpine catchment, 
Ecohydrology, 3, 189 – 204, 2010.   
t
E
wLSTETLSTHwLSTGLSTR ssn


 ),()(),()( 4
Modeling land surface temperature
Stubai Valley experimental area (Tyrol, Austria)
(Institute of Ecology Innsbruck University)
•257 km2, elevation 1000 ‐ 3500 m.
• Humid inner‐alpine climate. 
• Comparison with 60 m LANDSAT LST TIR ETM+ map (13 
September 1999, 10.50 AM).
• Parameters from field data (Hammerle et al. 2007) and 
literature for different land cover types (Findell et al. 
2007).
• One year model spin‐up to reach equilibrium.
• Model validation against ground observations.
• Leaf Area Index (LAI);  Roughness length (z0).
LST: spatial patterns comparison
Aspect R2=0.63
Numerical experiment:
add only one spatially varying factor at a time
LST: spatial patterns comparison
Aspect R2=0.63
Elevation R2=0.74
LST: spatial patterns comparison
Aspect R2=0.63
Elevation R2=0.74
Land cover R2=0.88
LST: spatial patterns comparison
The model helps to identify factors controlling LST patterns 
Aspect R2=0.63
Elevation R2=0.74
Land cover R2=0.88
Moisture R2=0.89
Application 2: land surface temperature
Insight on process understanding
Most relevant factors controlling LST result radiation distribution and elevation.
Alpine vegetation and aspect strongly alter LST vertical distribution.
Modelling lesson learning
Need to have a model with LST as explicit prognostic variable.
Model helps to discriminate controlling factors.
(Complex) model allows to simplify complex patterns.
Benefits (and issues) from process based modeling ?
Issues
“Distributed model are 
overparameterized”.
“ Such a models cannot be really 
calibrated”.
“They cannot be used for unequipped 
basins”.
“Reality is simpler than that (and we 
learn just from simple models)”.
From “analogic” ….
Possible solutions
Coupling processes introduces 
additional constrains.
Use multiple/ multi‐scale observations. 
Tools to extend detailed experimental 
campaigns.
Numerical experiments allow to 
discriminate controlling factors.
Toward “digital”?
GEOtop is an Open Source collaborative project and
others are invited to bring into new components.
https://code.google.com/p/geotop/
Main model developers: 
Università di Trento; Zurich University (Now Quebec University);
Mountain‐eering S.r.l; EURAC research; University of Augsburg KIT.
Creating a community. Try it!
Acknowledgments
This study is supported by the projects “HiResAlp” and “HydroAlp” financed by Provincia 
Autonoma di Bolzano, Alto Adige, Ripartizione Diritto allo sudio, Università e ricerca scientifica.
The RADARSAT2 images were made available through the project ESA AO 6820 in the 
framework of the SOAR program.
• We hereby would like to thank:
C. Notarnicola, EURAC, Institute for Alpine Environment.  
Thank you for your attention!
EGU 2014 invited talk (mostly on simulation of ecohydrology) - by Giacomo Bertoldi et al
Application 3: remote sensing of soil moisture
Motivation
Limited availability of reliable soil moisture high resolution products on mountain areas. 
Heterogeneity in soil type, land cover,  topography limits distributed models parameterization.
How far can SAR remote sensing help for improving modelling surface soil moisture 
in mountain grassland areas?
Bertoldi, G., et al. Estimation of soil moisture patterns
in mountain grasslands by means of
SAR RADARSAT2 images and 
hydrological modeling. J. Hydrol. (2014)
RADASAT2 SAR 
Soil moisture: observations
Fixed Stations
Field surveys
Mazia, South 
Tyrol, Italy ~ 
100 km2
RADASAT2 SAR 
images 20m res
Surface SWC 
retrieval (SVR Pasolli 
et el., 2011)
Soil moisture: spatial patterns comparison
SWC  SWC 
Soil moisture: spatial patterns comparison
Insight on process understanding
Model suggest that soil type and land management are major controls on  surface SWC.
Modelling lesson learning
Limitation in model performance  due coarse soil type / land cover information available.
SAR remote sensing is able to provide higher spatial resolution information.
Use RS information for model parameterization / data integration/ assimilation. 
SWC  SWC 
EGU 2014 invited talk (mostly on simulation of ecohydrology) - by Giacomo Bertoldi et al

Más contenido relacionado

La actualidad más candente

Innovations in the Geoscience Research: Classification of the Landsat TM Imag...
Innovations in the Geoscience Research: Classification of the Landsat TM Imag...Innovations in the Geoscience Research: Classification of the Landsat TM Imag...
Innovations in the Geoscience Research: Classification of the Landsat TM Imag...Universität Salzburg
 
Regional SEA Wildland Fire Science & Management Network & The Challenges to R...
Regional SEA Wildland Fire Science & Management Network & The Challenges to R...Regional SEA Wildland Fire Science & Management Network & The Challenges to R...
Regional SEA Wildland Fire Science & Management Network & The Challenges to R...GlobalEnvironmentCentre
 
Ecological Marine Units: A 3-D Mapping of the Ocean Based on NOAA’s World Oce...
Ecological Marine Units: A 3-D Mapping of the Ocean Based on NOAA’s World Oce...Ecological Marine Units: A 3-D Mapping of the Ocean Based on NOAA’s World Oce...
Ecological Marine Units: A 3-D Mapping of the Ocean Based on NOAA’s World Oce...Dawn Wright
 
Modification and Climate Change Analysis of surrounding Environment using Rem...
Modification and Climate Change Analysis of surrounding Environment using Rem...Modification and Climate Change Analysis of surrounding Environment using Rem...
Modification and Climate Change Analysis of surrounding Environment using Rem...iosrjce
 
Publications_Markus_Mengel
Publications_Markus_MengelPublications_Markus_Mengel
Publications_Markus_MengelMarkus Mengel
 
Drought in mongolia and its evaluation via satellite
Drought in mongolia and its evaluation via satelliteDrought in mongolia and its evaluation via satellite
Drought in mongolia and its evaluation via satelliteEvent Management LLC
 
2019-10-29 Recent progress of volcano deformation studies
2019-10-29 Recent progress of volcano deformation studies 2019-10-29 Recent progress of volcano deformation studies
2019-10-29 Recent progress of volcano deformation studies Yosuke Aoki
 
HLEG thematic workshop on measuring economic, social and environmental resili...
HLEG thematic workshop on measuring economic, social and environmental resili...HLEG thematic workshop on measuring economic, social and environmental resili...
HLEG thematic workshop on measuring economic, social and environmental resili...StatsCommunications
 
IRJET- Use of Landsat ETM+ Data for Delineation of Vegetation Cover Area in A...
IRJET- Use of Landsat ETM+ Data for Delineation of Vegetation Cover Area in A...IRJET- Use of Landsat ETM+ Data for Delineation of Vegetation Cover Area in A...
IRJET- Use of Landsat ETM+ Data for Delineation of Vegetation Cover Area in A...IRJET Journal
 
INTEGRATION OF REMOTE SENSING DATA WITH GEOGRAPHIC INFORMATION SYSTEM (GIS): ...
INTEGRATION OF REMOTE SENSING DATA WITH GEOGRAPHIC INFORMATION SYSTEM (GIS): ...INTEGRATION OF REMOTE SENSING DATA WITH GEOGRAPHIC INFORMATION SYSTEM (GIS): ...
INTEGRATION OF REMOTE SENSING DATA WITH GEOGRAPHIC INFORMATION SYSTEM (GIS): ...ijmpict
 
Role of information technology in solving environmental problems in lagos, ni...
Role of information technology in solving environmental problems in lagos, ni...Role of information technology in solving environmental problems in lagos, ni...
Role of information technology in solving environmental problems in lagos, ni...Alexander Decker
 
Optimization of Solar Drying of Blanched and Unblanched Aerial Yam using Resp...
Optimization of Solar Drying of Blanched and Unblanched Aerial Yam using Resp...Optimization of Solar Drying of Blanched and Unblanched Aerial Yam using Resp...
Optimization of Solar Drying of Blanched and Unblanched Aerial Yam using Resp...ijtsrd
 
11. article azojete vol. 12 103 109 oumarou
11. article azojete vol. 12 103 109 oumarou11. article azojete vol. 12 103 109 oumarou
11. article azojete vol. 12 103 109 oumarouOyeniyi Samuel
 
IRJET- Assessing the Influence of the Climatic Factors (CF) on the Silt C...
IRJET-  	  Assessing the Influence of the Climatic Factors (CF) on the Silt C...IRJET-  	  Assessing the Influence of the Climatic Factors (CF) on the Silt C...
IRJET- Assessing the Influence of the Climatic Factors (CF) on the Silt C...IRJET Journal
 
Electromagnetic Phenomena Related to the 2011 Tohoku Earthquake and Tsunami: ...
Electromagnetic Phenomena Related to the 2011 Tohoku Earthquake and Tsunami: ...Electromagnetic Phenomena Related to the 2011 Tohoku Earthquake and Tsunami: ...
Electromagnetic Phenomena Related to the 2011 Tohoku Earthquake and Tsunami: ...Crimsonpublishers-Oceanography
 
Big data and remote sensing: A new software of ingestion
Big data and remote sensing: A new software of ingestion Big data and remote sensing: A new software of ingestion
Big data and remote sensing: A new software of ingestion IJECEIAES
 

La actualidad más candente (20)

Innovations in the Geoscience Research: Classification of the Landsat TM Imag...
Innovations in the Geoscience Research: Classification of the Landsat TM Imag...Innovations in the Geoscience Research: Classification of the Landsat TM Imag...
Innovations in the Geoscience Research: Classification of the Landsat TM Imag...
 
Regional SEA Wildland Fire Science & Management Network & The Challenges to R...
Regional SEA Wildland Fire Science & Management Network & The Challenges to R...Regional SEA Wildland Fire Science & Management Network & The Challenges to R...
Regional SEA Wildland Fire Science & Management Network & The Challenges to R...
 
Ecological Marine Units: A 3-D Mapping of the Ocean Based on NOAA’s World Oce...
Ecological Marine Units: A 3-D Mapping of the Ocean Based on NOAA’s World Oce...Ecological Marine Units: A 3-D Mapping of the Ocean Based on NOAA’s World Oce...
Ecological Marine Units: A 3-D Mapping of the Ocean Based on NOAA’s World Oce...
 
Modification and Climate Change Analysis of surrounding Environment using Rem...
Modification and Climate Change Analysis of surrounding Environment using Rem...Modification and Climate Change Analysis of surrounding Environment using Rem...
Modification and Climate Change Analysis of surrounding Environment using Rem...
 
Publications_Markus_Mengel
Publications_Markus_MengelPublications_Markus_Mengel
Publications_Markus_Mengel
 
Remote sensing
 Remote sensing Remote sensing
Remote sensing
 
Drought in mongolia and its evaluation via satellite
Drought in mongolia and its evaluation via satelliteDrought in mongolia and its evaluation via satellite
Drought in mongolia and its evaluation via satellite
 
Research paper
Research paperResearch paper
Research paper
 
CV-Jin-2016
CV-Jin-2016CV-Jin-2016
CV-Jin-2016
 
2019-10-29 Recent progress of volcano deformation studies
2019-10-29 Recent progress of volcano deformation studies 2019-10-29 Recent progress of volcano deformation studies
2019-10-29 Recent progress of volcano deformation studies
 
HLEG thematic workshop on measuring economic, social and environmental resili...
HLEG thematic workshop on measuring economic, social and environmental resili...HLEG thematic workshop on measuring economic, social and environmental resili...
HLEG thematic workshop on measuring economic, social and environmental resili...
 
IRJET- Use of Landsat ETM+ Data for Delineation of Vegetation Cover Area in A...
IRJET- Use of Landsat ETM+ Data for Delineation of Vegetation Cover Area in A...IRJET- Use of Landsat ETM+ Data for Delineation of Vegetation Cover Area in A...
IRJET- Use of Landsat ETM+ Data for Delineation of Vegetation Cover Area in A...
 
INTEGRATION OF REMOTE SENSING DATA WITH GEOGRAPHIC INFORMATION SYSTEM (GIS): ...
INTEGRATION OF REMOTE SENSING DATA WITH GEOGRAPHIC INFORMATION SYSTEM (GIS): ...INTEGRATION OF REMOTE SENSING DATA WITH GEOGRAPHIC INFORMATION SYSTEM (GIS): ...
INTEGRATION OF REMOTE SENSING DATA WITH GEOGRAPHIC INFORMATION SYSTEM (GIS): ...
 
Role of information technology in solving environmental problems in lagos, ni...
Role of information technology in solving environmental problems in lagos, ni...Role of information technology in solving environmental problems in lagos, ni...
Role of information technology in solving environmental problems in lagos, ni...
 
A390130
A390130A390130
A390130
 
Optimization of Solar Drying of Blanched and Unblanched Aerial Yam using Resp...
Optimization of Solar Drying of Blanched and Unblanched Aerial Yam using Resp...Optimization of Solar Drying of Blanched and Unblanched Aerial Yam using Resp...
Optimization of Solar Drying of Blanched and Unblanched Aerial Yam using Resp...
 
11. article azojete vol. 12 103 109 oumarou
11. article azojete vol. 12 103 109 oumarou11. article azojete vol. 12 103 109 oumarou
11. article azojete vol. 12 103 109 oumarou
 
IRJET- Assessing the Influence of the Climatic Factors (CF) on the Silt C...
IRJET-  	  Assessing the Influence of the Climatic Factors (CF) on the Silt C...IRJET-  	  Assessing the Influence of the Climatic Factors (CF) on the Silt C...
IRJET- Assessing the Influence of the Climatic Factors (CF) on the Silt C...
 
Electromagnetic Phenomena Related to the 2011 Tohoku Earthquake and Tsunami: ...
Electromagnetic Phenomena Related to the 2011 Tohoku Earthquake and Tsunami: ...Electromagnetic Phenomena Related to the 2011 Tohoku Earthquake and Tsunami: ...
Electromagnetic Phenomena Related to the 2011 Tohoku Earthquake and Tsunami: ...
 
Big data and remote sensing: A new software of ingestion
Big data and remote sensing: A new software of ingestion Big data and remote sensing: A new software of ingestion
Big data and remote sensing: A new software of ingestion
 

Similar a EGU 2014 invited talk (mostly on simulation of ecohydrology) - by Giacomo Bertoldi et al

GEOtop Sisef presentation
GEOtop Sisef presentationGEOtop Sisef presentation
GEOtop Sisef presentationRiccardo Rigon
 
Free GIS Software meets zoonotic diseases: From raw data to ecological indica...
Free GIS Software meets zoonotic diseases: From raw data to ecological indica...Free GIS Software meets zoonotic diseases: From raw data to ecological indica...
Free GIS Software meets zoonotic diseases: From raw data to ecological indica...Markus Neteler
 
Egu talk on EcoHydrology by Brenner et al.
Egu talk on EcoHydrology by Brenner et al.Egu talk on EcoHydrology by Brenner et al.
Egu talk on EcoHydrology by Brenner et al.Riccardo Rigon
 
''Copernicus for sustainable land management'' by Markus Erhard, European Env...
''Copernicus for sustainable land management'' by Markus Erhard, European Env...''Copernicus for sustainable land management'' by Markus Erhard, European Env...
''Copernicus for sustainable land management'' by Markus Erhard, European Env...The European GNSS Agency (GSA)
 
Assessing ecosystem services over large areas
Assessing ecosystem services over large areasAssessing ecosystem services over large areas
Assessing ecosystem services over large areasAlessandro Gimona
 
Comparing canopy density measurement from UAV and hemispherical photography: ...
Comparing canopy density measurement from UAV and hemispherical photography: ...Comparing canopy density measurement from UAV and hemispherical photography: ...
Comparing canopy density measurement from UAV and hemispherical photography: ...IJECEIAES
 
Evapotranspiration estimation with remote sensing
Evapotranspiration estimation with remote sensingEvapotranspiration estimation with remote sensing
Evapotranspiration estimation with remote sensingIqura Malik
 
3.3 Climate data and projections
3.3 Climate data and projections3.3 Climate data and projections
3.3 Climate data and projectionsNAP Events
 
IJCER (www.ijceronline.com) International Journal of computational Engineerin...
IJCER (www.ijceronline.com) International Journal of computational Engineerin...IJCER (www.ijceronline.com) International Journal of computational Engineerin...
IJCER (www.ijceronline.com) International Journal of computational Engineerin...ijceronline
 
Advances in Geological and Geotechnical Engineering Research Vol 5 No 3 July ...
Advances in Geological and Geotechnical Engineering Research Vol 5 No 3 July ...Advances in Geological and Geotechnical Engineering Research Vol 5 No 3 July ...
Advances in Geological and Geotechnical Engineering Research Vol 5 No 3 July ...Bilingual Publishing Group
 
IRJET - Prediction of Ground Water Level based on Machine Learning
IRJET - Prediction of Ground Water Level based on Machine LearningIRJET - Prediction of Ground Water Level based on Machine Learning
IRJET - Prediction of Ground Water Level based on Machine LearningIRJET Journal
 
Geomorphic Approaches for the Delineation of Flood Prone Areas
Geomorphic Approaches for the Delineation of Flood Prone AreasGeomorphic Approaches for the Delineation of Flood Prone Areas
Geomorphic Approaches for the Delineation of Flood Prone AreasSalvatore Manfreda
 
Spatial Patterns of Climate Change in India
Spatial Patterns of Climate Change in IndiaSpatial Patterns of Climate Change in India
Spatial Patterns of Climate Change in Indiakhalid_nitt
 
Deriving environmental indicators from massive spatial time series using open...
Deriving environmental indicators from massive spatial time series using open...Deriving environmental indicators from massive spatial time series using open...
Deriving environmental indicators from massive spatial time series using open...Markus Neteler
 
The role of Earth Observations in DOPA, a Digital Observatory for Protected A...
The role of Earth Observations in DOPA, a Digital Observatory for Protected A...The role of Earth Observations in DOPA, a Digital Observatory for Protected A...
The role of Earth Observations in DOPA, a Digital Observatory for Protected A...Gregoire Dubois
 
Thermal comfort conditions of urban spaces in a hot-humid climate of Chiangma...
Thermal comfort conditions of urban spaces in a hot-humid climate of Chiangma...Thermal comfort conditions of urban spaces in a hot-humid climate of Chiangma...
Thermal comfort conditions of urban spaces in a hot-humid climate of Chiangma...Manat Srivanit
 
Combined Geophysical And Geotechnical Techniques For Assessment Of Foundation...
Combined Geophysical And Geotechnical Techniques For Assessment Of Foundation...Combined Geophysical And Geotechnical Techniques For Assessment Of Foundation...
Combined Geophysical And Geotechnical Techniques For Assessment Of Foundation...IRJESJOURNAL
 
Measuring water from Sky: Basin-wide ET monitoring and application
Measuring water from Sky: Basin-wide ET monitoring and applicationMeasuring water from Sky: Basin-wide ET monitoring and application
Measuring water from Sky: Basin-wide ET monitoring and applicationIwl Pcu
 

Similar a EGU 2014 invited talk (mostly on simulation of ecohydrology) - by Giacomo Bertoldi et al (20)

GEOtop Sisef presentation
GEOtop Sisef presentationGEOtop Sisef presentation
GEOtop Sisef presentation
 
Free GIS Software meets zoonotic diseases: From raw data to ecological indica...
Free GIS Software meets zoonotic diseases: From raw data to ecological indica...Free GIS Software meets zoonotic diseases: From raw data to ecological indica...
Free GIS Software meets zoonotic diseases: From raw data to ecological indica...
 
Egu talk on EcoHydrology by Brenner et al.
Egu talk on EcoHydrology by Brenner et al.Egu talk on EcoHydrology by Brenner et al.
Egu talk on EcoHydrology by Brenner et al.
 
Giacomo bertoldi seminar_30_padova_08
Giacomo bertoldi seminar_30_padova_08Giacomo bertoldi seminar_30_padova_08
Giacomo bertoldi seminar_30_padova_08
 
''Copernicus for sustainable land management'' by Markus Erhard, European Env...
''Copernicus for sustainable land management'' by Markus Erhard, European Env...''Copernicus for sustainable land management'' by Markus Erhard, European Env...
''Copernicus for sustainable land management'' by Markus Erhard, European Env...
 
Assessing ecosystem services over large areas
Assessing ecosystem services over large areasAssessing ecosystem services over large areas
Assessing ecosystem services over large areas
 
Comparing canopy density measurement from UAV and hemispherical photography: ...
Comparing canopy density measurement from UAV and hemispherical photography: ...Comparing canopy density measurement from UAV and hemispherical photography: ...
Comparing canopy density measurement from UAV and hemispherical photography: ...
 
Evapotranspiration estimation with remote sensing
Evapotranspiration estimation with remote sensingEvapotranspiration estimation with remote sensing
Evapotranspiration estimation with remote sensing
 
3.3 Climate data and projections
3.3 Climate data and projections3.3 Climate data and projections
3.3 Climate data and projections
 
Land use analysis in GMS
Land use analysis in GMSLand use analysis in GMS
Land use analysis in GMS
 
IJCER (www.ijceronline.com) International Journal of computational Engineerin...
IJCER (www.ijceronline.com) International Journal of computational Engineerin...IJCER (www.ijceronline.com) International Journal of computational Engineerin...
IJCER (www.ijceronline.com) International Journal of computational Engineerin...
 
Advances in Geological and Geotechnical Engineering Research Vol 5 No 3 July ...
Advances in Geological and Geotechnical Engineering Research Vol 5 No 3 July ...Advances in Geological and Geotechnical Engineering Research Vol 5 No 3 July ...
Advances in Geological and Geotechnical Engineering Research Vol 5 No 3 July ...
 
IRJET - Prediction of Ground Water Level based on Machine Learning
IRJET - Prediction of Ground Water Level based on Machine LearningIRJET - Prediction of Ground Water Level based on Machine Learning
IRJET - Prediction of Ground Water Level based on Machine Learning
 
Geomorphic Approaches for the Delineation of Flood Prone Areas
Geomorphic Approaches for the Delineation of Flood Prone AreasGeomorphic Approaches for the Delineation of Flood Prone Areas
Geomorphic Approaches for the Delineation of Flood Prone Areas
 
Spatial Patterns of Climate Change in India
Spatial Patterns of Climate Change in IndiaSpatial Patterns of Climate Change in India
Spatial Patterns of Climate Change in India
 
Deriving environmental indicators from massive spatial time series using open...
Deriving environmental indicators from massive spatial time series using open...Deriving environmental indicators from massive spatial time series using open...
Deriving environmental indicators from massive spatial time series using open...
 
The role of Earth Observations in DOPA, a Digital Observatory for Protected A...
The role of Earth Observations in DOPA, a Digital Observatory for Protected A...The role of Earth Observations in DOPA, a Digital Observatory for Protected A...
The role of Earth Observations in DOPA, a Digital Observatory for Protected A...
 
Thermal comfort conditions of urban spaces in a hot-humid climate of Chiangma...
Thermal comfort conditions of urban spaces in a hot-humid climate of Chiangma...Thermal comfort conditions of urban spaces in a hot-humid climate of Chiangma...
Thermal comfort conditions of urban spaces in a hot-humid climate of Chiangma...
 
Combined Geophysical And Geotechnical Techniques For Assessment Of Foundation...
Combined Geophysical And Geotechnical Techniques For Assessment Of Foundation...Combined Geophysical And Geotechnical Techniques For Assessment Of Foundation...
Combined Geophysical And Geotechnical Techniques For Assessment Of Foundation...
 
Measuring water from Sky: Basin-wide ET monitoring and application
Measuring water from Sky: Basin-wide ET monitoring and applicationMeasuring water from Sky: Basin-wide ET monitoring and application
Measuring water from Sky: Basin-wide ET monitoring and application
 

Más de Riccardo Rigon

Models for hazards mapping
Models for hazards mappingModels for hazards mapping
Models for hazards mappingRiccardo Rigon
 
A short introduction to some hydrological extreme phenomena
A short introduction to some hydrological extreme phenomenaA short introduction to some hydrological extreme phenomena
A short introduction to some hydrological extreme phenomenaRiccardo Rigon
 
Lisbon talk for SteepStreams
Lisbon talk  for SteepStreamsLisbon talk  for SteepStreams
Lisbon talk for SteepStreamsRiccardo Rigon
 
Some photos from the field
Some photos from the fieldSome photos from the field
Some photos from the fieldRiccardo Rigon
 
Virtual water fem 07032017
Virtual water fem 07032017Virtual water fem 07032017
Virtual water fem 07032017Riccardo Rigon
 
Dalton Prize Lecture 2017 by Dani Or
Dalton Prize Lecture 2017 by Dani OrDalton Prize Lecture 2017 by Dani Or
Dalton Prize Lecture 2017 by Dani OrRiccardo Rigon
 
Projecting Climate Change Impacts on Water Resources in Regions of Complex To...
Projecting Climate Change Impacts on Water Resources in Regions of Complex To...Projecting Climate Change Impacts on Water Resources in Regions of Complex To...
Projecting Climate Change Impacts on Water Resources in Regions of Complex To...Riccardo Rigon
 
The modern flood forecasting
The modern flood forecastingThe modern flood forecasting
The modern flood forecastingRiccardo Rigon
 
La moderna previsione delle piene
La moderna previsione delle pieneLa moderna previsione delle piene
La moderna previsione delle pieneRiccardo Rigon
 
Hydrological Extremes and Human societies
Hydrological Extremes and Human societies Hydrological Extremes and Human societies
Hydrological Extremes and Human societies Riccardo Rigon
 
The Science of Water Transport and Floods from Theory to Relevant Application...
The Science of Water Transport and Floods from Theory to Relevant Application...The Science of Water Transport and Floods from Theory to Relevant Application...
The Science of Water Transport and Floods from Theory to Relevant Application...Riccardo Rigon
 
The Science of Water Transport and Floods from Theory to Relevant Applications
The Science of Water Transport and Floods from Theory to Relevant ApplicationsThe Science of Water Transport and Floods from Theory to Relevant Applications
The Science of Water Transport and Floods from Theory to Relevant ApplicationsRiccardo Rigon
 
Hymod model for catchments
Hymod model for catchmentsHymod model for catchments
Hymod model for catchmentsRiccardo Rigon
 

Más de Riccardo Rigon (20)

Models for hazards mapping
Models for hazards mappingModels for hazards mapping
Models for hazards mapping
 
A short introduction to some hydrological extreme phenomena
A short introduction to some hydrological extreme phenomenaA short introduction to some hydrological extreme phenomena
A short introduction to some hydrological extreme phenomena
 
EvaporAzione
EvaporAzioneEvaporAzione
EvaporAzione
 
Francesco Serafin
Francesco Serafin Francesco Serafin
Francesco Serafin
 
Meledrio
MeledrioMeledrio
Meledrio
 
Lisbon talk for SteepStreams
Lisbon talk  for SteepStreamsLisbon talk  for SteepStreams
Lisbon talk for SteepStreams
 
Grids implementation
Grids implementationGrids implementation
Grids implementation
 
Grids
GridsGrids
Grids
 
Some photos from the field
Some photos from the fieldSome photos from the field
Some photos from the field
 
Virtual water fem 07032017
Virtual water fem 07032017Virtual water fem 07032017
Virtual water fem 07032017
 
Dalton Prize Lecture 2017 by Dani Or
Dalton Prize Lecture 2017 by Dani OrDalton Prize Lecture 2017 by Dani Or
Dalton Prize Lecture 2017 by Dani Or
 
Projecting Climate Change Impacts on Water Resources in Regions of Complex To...
Projecting Climate Change Impacts on Water Resources in Regions of Complex To...Projecting Climate Change Impacts on Water Resources in Regions of Complex To...
Projecting Climate Change Impacts on Water Resources in Regions of Complex To...
 
The modern flood forecasting
The modern flood forecastingThe modern flood forecasting
The modern flood forecasting
 
La moderna previsione delle piene
La moderna previsione delle pieneLa moderna previsione delle piene
La moderna previsione delle piene
 
Hydrological Extremes and Human societies
Hydrological Extremes and Human societies Hydrological Extremes and Human societies
Hydrological Extremes and Human societies
 
The Science of Water Transport and Floods from Theory to Relevant Application...
The Science of Water Transport and Floods from Theory to Relevant Application...The Science of Water Transport and Floods from Theory to Relevant Application...
The Science of Water Transport and Floods from Theory to Relevant Application...
 
The Science of Water Transport and Floods from Theory to Relevant Applications
The Science of Water Transport and Floods from Theory to Relevant ApplicationsThe Science of Water Transport and Floods from Theory to Relevant Applications
The Science of Water Transport and Floods from Theory to Relevant Applications
 
Climaware at the end
Climaware at the endClimaware at the end
Climaware at the end
 
Hymod model for catchments
Hymod model for catchmentsHymod model for catchments
Hymod model for catchments
 
Egu2017 pico
Egu2017 picoEgu2017 pico
Egu2017 pico
 

Último

Protein Structure - threading Protein modelling pptx
Protein Structure - threading Protein modelling pptxProtein Structure - threading Protein modelling pptx
Protein Structure - threading Protein modelling pptxvidhisharma994099
 
Drug Information Services- DIC and Sources.
Drug Information Services- DIC and Sources.Drug Information Services- DIC and Sources.
Drug Information Services- DIC and Sources.raviapr7
 
Vani Magazine - Quarterly Magazine of Seshadripuram Educational Trust
Vani Magazine - Quarterly Magazine of Seshadripuram Educational TrustVani Magazine - Quarterly Magazine of Seshadripuram Educational Trust
Vani Magazine - Quarterly Magazine of Seshadripuram Educational TrustSavipriya Raghavendra
 
Quality Assurance_GOOD LABORATORY PRACTICE
Quality Assurance_GOOD LABORATORY PRACTICEQuality Assurance_GOOD LABORATORY PRACTICE
Quality Assurance_GOOD LABORATORY PRACTICESayali Powar
 
CapTechU Doctoral Presentation -March 2024 slides.pptx
CapTechU Doctoral Presentation -March 2024 slides.pptxCapTechU Doctoral Presentation -March 2024 slides.pptx
CapTechU Doctoral Presentation -March 2024 slides.pptxCapitolTechU
 
ARTICULAR DISC OF TEMPOROMANDIBULAR JOINT
ARTICULAR DISC OF TEMPOROMANDIBULAR JOINTARTICULAR DISC OF TEMPOROMANDIBULAR JOINT
ARTICULAR DISC OF TEMPOROMANDIBULAR JOINTDR. SNEHA NAIR
 
10 Topics For MBA Project Report [HR].pdf
10 Topics For MBA Project Report [HR].pdf10 Topics For MBA Project Report [HR].pdf
10 Topics For MBA Project Report [HR].pdfJayanti Pande
 
Slides CapTechTalks Webinar March 2024 Joshua Sinai.pptx
Slides CapTechTalks Webinar March 2024 Joshua Sinai.pptxSlides CapTechTalks Webinar March 2024 Joshua Sinai.pptx
Slides CapTechTalks Webinar March 2024 Joshua Sinai.pptxCapitolTechU
 
HED Office Sohayok Exam Question Solution 2023.pdf
HED Office Sohayok Exam Question Solution 2023.pdfHED Office Sohayok Exam Question Solution 2023.pdf
HED Office Sohayok Exam Question Solution 2023.pdfMohonDas
 
How to Make a Field read-only in Odoo 17
How to Make a Field read-only in Odoo 17How to Make a Field read-only in Odoo 17
How to Make a Field read-only in Odoo 17Celine George
 
Clinical Pharmacy Introduction to Clinical Pharmacy, Concept of clinical pptx
Clinical Pharmacy  Introduction to Clinical Pharmacy, Concept of clinical pptxClinical Pharmacy  Introduction to Clinical Pharmacy, Concept of clinical pptx
Clinical Pharmacy Introduction to Clinical Pharmacy, Concept of clinical pptxraviapr7
 
5 charts on South Africa as a source country for international student recrui...
5 charts on South Africa as a source country for international student recrui...5 charts on South Africa as a source country for international student recrui...
5 charts on South Africa as a source country for international student recrui...CaraSkikne1
 
Education and training program in the hospital APR.pptx
Education and training program in the hospital APR.pptxEducation and training program in the hospital APR.pptx
Education and training program in the hospital APR.pptxraviapr7
 
Ultra structure and life cycle of Plasmodium.pptx
Ultra structure and life cycle of Plasmodium.pptxUltra structure and life cycle of Plasmodium.pptx
Ultra structure and life cycle of Plasmodium.pptxDr. Asif Anas
 
How to Add Existing Field in One2Many Tree View in Odoo 17
How to Add Existing Field in One2Many Tree View in Odoo 17How to Add Existing Field in One2Many Tree View in Odoo 17
How to Add Existing Field in One2Many Tree View in Odoo 17Celine George
 
How to Send Emails From Odoo 17 Using Code
How to Send Emails From Odoo 17 Using CodeHow to Send Emails From Odoo 17 Using Code
How to Send Emails From Odoo 17 Using CodeCeline George
 
Work Experience for psp3 portfolio sasha
Work Experience for psp3 portfolio sashaWork Experience for psp3 portfolio sasha
Work Experience for psp3 portfolio sashasashalaycock03
 
2024.03.23 What do successful readers do - Sandy Millin for PARK.pptx
2024.03.23 What do successful readers do - Sandy Millin for PARK.pptx2024.03.23 What do successful readers do - Sandy Millin for PARK.pptx
2024.03.23 What do successful readers do - Sandy Millin for PARK.pptxSandy Millin
 
How to Add a New Field in Existing Kanban View in Odoo 17
How to Add a New Field in Existing Kanban View in Odoo 17How to Add a New Field in Existing Kanban View in Odoo 17
How to Add a New Field in Existing Kanban View in Odoo 17Celine George
 

Último (20)

Protein Structure - threading Protein modelling pptx
Protein Structure - threading Protein modelling pptxProtein Structure - threading Protein modelling pptx
Protein Structure - threading Protein modelling pptx
 
Drug Information Services- DIC and Sources.
Drug Information Services- DIC and Sources.Drug Information Services- DIC and Sources.
Drug Information Services- DIC and Sources.
 
Prelims of Kant get Marx 2.0: a general politics quiz
Prelims of Kant get Marx 2.0: a general politics quizPrelims of Kant get Marx 2.0: a general politics quiz
Prelims of Kant get Marx 2.0: a general politics quiz
 
Vani Magazine - Quarterly Magazine of Seshadripuram Educational Trust
Vani Magazine - Quarterly Magazine of Seshadripuram Educational TrustVani Magazine - Quarterly Magazine of Seshadripuram Educational Trust
Vani Magazine - Quarterly Magazine of Seshadripuram Educational Trust
 
Quality Assurance_GOOD LABORATORY PRACTICE
Quality Assurance_GOOD LABORATORY PRACTICEQuality Assurance_GOOD LABORATORY PRACTICE
Quality Assurance_GOOD LABORATORY PRACTICE
 
CapTechU Doctoral Presentation -March 2024 slides.pptx
CapTechU Doctoral Presentation -March 2024 slides.pptxCapTechU Doctoral Presentation -March 2024 slides.pptx
CapTechU Doctoral Presentation -March 2024 slides.pptx
 
ARTICULAR DISC OF TEMPOROMANDIBULAR JOINT
ARTICULAR DISC OF TEMPOROMANDIBULAR JOINTARTICULAR DISC OF TEMPOROMANDIBULAR JOINT
ARTICULAR DISC OF TEMPOROMANDIBULAR JOINT
 
10 Topics For MBA Project Report [HR].pdf
10 Topics For MBA Project Report [HR].pdf10 Topics For MBA Project Report [HR].pdf
10 Topics For MBA Project Report [HR].pdf
 
Slides CapTechTalks Webinar March 2024 Joshua Sinai.pptx
Slides CapTechTalks Webinar March 2024 Joshua Sinai.pptxSlides CapTechTalks Webinar March 2024 Joshua Sinai.pptx
Slides CapTechTalks Webinar March 2024 Joshua Sinai.pptx
 
HED Office Sohayok Exam Question Solution 2023.pdf
HED Office Sohayok Exam Question Solution 2023.pdfHED Office Sohayok Exam Question Solution 2023.pdf
HED Office Sohayok Exam Question Solution 2023.pdf
 
How to Make a Field read-only in Odoo 17
How to Make a Field read-only in Odoo 17How to Make a Field read-only in Odoo 17
How to Make a Field read-only in Odoo 17
 
Clinical Pharmacy Introduction to Clinical Pharmacy, Concept of clinical pptx
Clinical Pharmacy  Introduction to Clinical Pharmacy, Concept of clinical pptxClinical Pharmacy  Introduction to Clinical Pharmacy, Concept of clinical pptx
Clinical Pharmacy Introduction to Clinical Pharmacy, Concept of clinical pptx
 
5 charts on South Africa as a source country for international student recrui...
5 charts on South Africa as a source country for international student recrui...5 charts on South Africa as a source country for international student recrui...
5 charts on South Africa as a source country for international student recrui...
 
Education and training program in the hospital APR.pptx
Education and training program in the hospital APR.pptxEducation and training program in the hospital APR.pptx
Education and training program in the hospital APR.pptx
 
Ultra structure and life cycle of Plasmodium.pptx
Ultra structure and life cycle of Plasmodium.pptxUltra structure and life cycle of Plasmodium.pptx
Ultra structure and life cycle of Plasmodium.pptx
 
How to Add Existing Field in One2Many Tree View in Odoo 17
How to Add Existing Field in One2Many Tree View in Odoo 17How to Add Existing Field in One2Many Tree View in Odoo 17
How to Add Existing Field in One2Many Tree View in Odoo 17
 
How to Send Emails From Odoo 17 Using Code
How to Send Emails From Odoo 17 Using CodeHow to Send Emails From Odoo 17 Using Code
How to Send Emails From Odoo 17 Using Code
 
Work Experience for psp3 portfolio sasha
Work Experience for psp3 portfolio sashaWork Experience for psp3 portfolio sasha
Work Experience for psp3 portfolio sasha
 
2024.03.23 What do successful readers do - Sandy Millin for PARK.pptx
2024.03.23 What do successful readers do - Sandy Millin for PARK.pptx2024.03.23 What do successful readers do - Sandy Millin for PARK.pptx
2024.03.23 What do successful readers do - Sandy Millin for PARK.pptx
 
How to Add a New Field in Existing Kanban View in Odoo 17
How to Add a New Field in Existing Kanban View in Odoo 17How to Add a New Field in Existing Kanban View in Odoo 17
How to Add a New Field in Existing Kanban View in Odoo 17
 

EGU 2014 invited talk (mostly on simulation of ecohydrology) - by Giacomo Bertoldi et al