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THE NETHERLANDS LEAP STUDY TOUR PRESENTATION
BY
ALMAZ DEMESSIE
SENIOR AGROMETEOROLOGICAL EXPERT
Government of Ethiopia and World Food Programme (WFP)
STUDY TOUR to the NETHERLANDS
5-13 June 2010
 As indicated in GoE and WFP study tour program
document the study tour is part of the capacity
building component of the GFDRR sponsored LEAP
project.
 LEAP is an innovative project that links drought and
flood monitoring and early warning with the
government managed risk management framework
in Ethiopia.
 It allows the government action in to proactively
managing risk, rather than simply responding to
disasters.
 LEAP also acts as a tool to trigger donor contingency
finance to allow rapid and predictable scale up of
the national productive safety net program (PSNP).
 During the current phase, LEAP software is being
further developed through the introduction of a
flood and a pastoralist index.
 Moreover, GoE capacity is being developed in order
to manage drought and flood risks.
 The study tour will contribute to the development of
next LEAP phase, enabling the GoE to define future
strategy and partnerships.
The DRM approach relies heavily on the data
generated by sectors and departments such as
 The Ministry of Water Resources (MoWR);
 The National Meteorological Agency (NMA);
 The MoARD and other agencies.
The DRM approach relies heavily on the data generated by
sectors and departments such as
 The Ministry of Water Resources (MoWR);
 The National Meteorological Agency (NMA);
 The MoARD and other agencies.
Hence, the above mention relevant institutions participated
in the Netherlands LEAP study tour to improve knowledge
and understanding concerning crop, flood, and rangeland
monitoring techniques using remote sensing as well as to
forage potential partnerships for further support in
developing LEAP and the GoE capacity in managing
LEAP.
The World Food Programme (WFP), the DRMFSS,
the NMA and Ethiopian Research Institute
undertook the study tour to five different
institutions namely:
 Earth Environment Monitoring (EARS) in Delft,
 Rotterdam flood control;
 ITC- University of Twente;
 Wageningen University; and
 Wageningen University – Water Watch Institute.
Objectives
of the
study tour
To improve knowledge
and understanding of
key GoE staffs in
regards to crop, flood
and rangeland
mentoring techniques
using remote sensing
To form potential
partnerships for
further support in
developing LEAP
and the GoE’s
capacity in
managing LEAP.
Monday 07 June
2010
Visit EARS high-
tech
Environment and
Remote Sensing
Company
The remote sensing company
involved in modeling of physical
processes, software and hardware
development including development
of innovative applications like an
interesting drought micro-insurance
mechanism based on the satellite
detected relative global
evapotranspiration as indicator for
drought.
EARS
…Contd
Major activities of the company as follows:-
Energy and Water Balance Monitoring System
Water Cycle Data from Meteosat
RIVER FLOW FORECASTING
(in cooperation with UNESCO-IHE)
Besides, presentation and discussion held on energy
water balance monitoring system, crop yield and
rangeland forecasting and drought micro insurance.
EARS
…Contd
EARS activities are carried out in
two daughter companies i.e.
- EARS Earth Environment
Monitoring (EARS-E2M) and
- EARS Plant photosynthesis
Monitoring (EARS-P2M)
The
current
projects
of EARS
Food Early Solutions for Africa-Micro Insurance(FESA)
The objectives of the project are to develop a Meteosat based
drought micro-insurance system able to reach every farmer in
Africa.
The parameters to generate crop yield estimates are 28 years
of Meteosat data in particular temperature, radiation and
evapotranspiration. Relative evapotranspiration (RE) and
relative yield (RY) used as indicators for drought and crop
failure.
The
current
projects
of EARS
… Contd
Pasture monitoring in Mongolia
The objective is to implement a Remote Sensing based
Decision Support System for pastureland Management in
order to provide decision makers with day-by-day, spatially
continuous information or grazing condition.
It will include drought, biomass and carrying capacity maps in
summer, and snow depth and presence of an ice layer in
winter. Based on this information the central and local
government may improve its policy and timely decision on
cattle allocation.
The
current
projects
of EARS
… Contd
Food Assessment by Satellite Technology (FAST) crop yield
forecasting in the framework of the GMES project
FAST products and crop yield early warning bulletins created
based on Meteosat data and provided to FAO-GIEWS and WFP-
VAM.
The FAST early warning products provided :
FAST 1: Rainfall during the growing season
FAST 2: Relative evapotranspiration during the growing season
FAST 3: Difference evapotranspiration during the growing season
FAST 4: Forecasted end of season crop relative yield
FAST 5: Forecasted end of season difference yield
The
current
projects
of EARS
… Contd
High water and drought monitoring for
water boards
Which carried out in the framework of the
program “Space for Geo-information”? In this
project, satellite derived precipitation and
MSG derived actual evapotranspiration are
combined to water excess and water shortage
data products for Dutch Water Boards.
The
current
projects
of EARS
… Contd
Yellow River water resources monitoring
and flow forecasting
The project objective is to implement a
Satellite based flow forecasting system in
upper Yellow River and in the Weihe tributary.
Besides the flow forecasting system also a
satellite based drought monitoring system is
established for the entire basin
EARS
…
Contd
Identified potential areas of collaboration were-
• The field verification of EARS yield and range
land forecasting products
• Incorporation of the flood model into the LEAP
• Use of the drought micro insurance model
currently developed in Ethiopia in the future.
 Introduction about the system given by the
concerned personnel after that we visited the flood
barrier and the construction around the barrier. The
important thing what we learn from the system is
how hardworking they are and their efforts to
protect their area with their effective Early
Warning System.
Different
scientists of
which
covered
introduction
about ITC
by Tom
Veldkamp
and the
following
topics:
• Drought and flood monitoring, assessment and
modeling;
• water balance and hydrological cycle;
• Soil moisture determination by using satellite data
• About GEONET cast toolbox for the estimation of
rainfall, vegetation cove, land degradation, geo
disasters, etc
ITC
…
Contd
Finally, there was a discussion about the future
conditions of training and capacity building
opportunities in the above-mentioned areas. They
have two systems for short-term training one is
ITC full time training it costs € 900 and the other
one is tailor made training it is also costs € 500.
With regard to determining the nature of
collaboration, Mr. Elliot from WFP assigned to
prepare concept note on behalf of the Government
of Ethiopian mission for looking at areas of
potential collaboration with the ITC- University
of Twente that also strengthen the LEAP products.
Introduction to
Wageningen
University by
the director of
ALTERA
followed by
paper
presentation by
different staffs
of Alterra as
follows:-
About the MARSOP project:
Monitoring weather and crop yield and its history i.e.
in 1988 Initiative by European Commission:
JRC, DG_Agric, Eurostat
1989-1998 Agriculture Project
= Pilot project f. Remote Sensing Applied to Agric Statistics
Since 1993 called MARS Project
= Monitoring Agriculture with Remote Sensing
= Monitoring Agricultural Resources
2000-2013 MARSOP1, 2, 3 = MARS Operations
Wageningen
University
ALTERA …
Contd
Details of the bulletin content discussed and areas of
interest for MARS global services including data and
methods such as-
Sources of data
• Weather from station
• Weather from ECMWF
• Soil map
• Land cover/ land use
• Crop type and calendar
• NOAA and SPOT-VGT
• Regional yield statistics
Wageningen
University
ALTERA …
Contd
Methods
• Weather monitoring
• CGMS arable crop yield model
• GWSI model
• RS based yield estimates
Wageningen
University
ALTERA …
Contd
Complexity Horn of Africa:
• varying number of seasons,
• Large local variation in rainfall
• Average crop calendar and crop
growth duration is not sufficient
to catch reality
Wagenin
gen
Universi
ty
ALTER
A …
Contd
Global
Water
Satisfaction
Index with
some
examples
of Ethiopia
The topic of
presentation
focuses on Crop
Water Satisfaction
Index, ECMWF
analysis data,
Water retention
capacity, Rooting
depth and Crop
mask grain maize
Importance of GWSI
• Useful for detecting hot spots
with extreme conditions
worldwide
• Framework, tools and db
structure also useful for national
applications, only needs more
detailed data
• Currently developing new
version with more detailed data
and better estimation of start of
season
• Demo current version running
on 1 degree climatic grid
The introduction
remark to the
institution made
by Director of
Water Watch
Professor at Delft
University Water
Resources
Management and
RS Specialist. In
his topic mainly
focuses on
Quantitative information and operational
monitoring of water resources and crop growth
(incl. pastures) from satellite data
• Actual evapotranspiration
• Precipitation
• Soil moisture
• Biomass production
• Floods
• Drought
Water Watch
… Contd
Where in Ethiopia?
• Actual evapotranspiration in the Baro – Akobo
basins
• Participatory ground water management in Ziway
basin
• Land and water conditions for assessing the
agricultural potential in the Tana – Beles Growth
Corridor
• A scoping study on RS in decision support systems
in Nile Basin water management
• Best practices, weaknesses and opportunities for
Large Scale Irrigation practices in the Nile Basin
• Establishment of a flood monitoring system in the
Nile basin
• Water balance Lake Tana Basin
Water Watch
… Contd
There was a discussion on
• Energy and water balance modeling
• Surface Energy Balance Algorithm for
Land (SEBAL)
Water
Watch
…
Contd
The Institute has developed a number of interesting toolboxes such
as:-
• METEOLOK for Agro meteorology, which combines remote sensing
data with meteorological data in order to derive the average air
temperature using energy and water balance modeling. The spatial
resolution is of 250 meters
• ETLOOK for the surface energy balance to calculate crop potential;
• GLOBFLOOD for floods across the globe but only using low
resolution hence could not pick Ethiopian floods;
• DROUGHTLOOK for droughts mainly for China;
• CROPLOOK for crop harvest potential forecasting
• GROUNDBUCK for the ground water estimation for Europe;
ITC
(University
of Twente)
The delegation identified the following potential areas of
collaboration:
• Establishment of a GEONET Cast infrastructure in Ethiopia;
• Improvement of the disaster risk monitoring (drought
monitoring, flood modelling, crop monitoring, fire hazard
monitoring)
• Improvement of the quality/timeliness of weather data
• Land cover mapping in relation to climate change
• Capacity Building
Alterra
(University of
Wegeningen)
The following areas of interests identified:
• Climate change studies ( better understand the effects
of climate change on the availability of water
resources, rainfall monitoring, agricultural
production) in the Horn of Africa and further
strengthen the implementation of Ethiopia's National
Adaptation Programme of Action (NAPA)
Alterra (University
of Wegeningen)
…Contd
• Water resources management:
Opportunities for collaborating in the
implementation /scale up of land/water
resources participatory management
processes can be explored. Linkages
with MERET considered.
Alterra
(University of
Wegeningen) …
Contd
• Crop monitoring (in particular, the
algorithms to determine the optimal
planting decades) Peter Heofsloot will be the
focal point for WFP and the GoE in the
follow up process with Alterra.
LEAP
special
training
Four members of the mission, three from DRMFSS and
one from Research attended LEAP special training
Objectives:
To train GoE technical staff on
• the use and configuration of LEAP server, including data
acquisition and processing of raw remote sensing data;
• the processing, interpretation and analysis of LEAP
outputs data;
• LEAP software troubleshooting, problem resolution and
general technical backstopping.
LEAP
special
training
…
Contd
The first agenda of the discussion was about the
brief introduction of LEAP made by the soft ware
developer: Peter Hoesfloot followed by practicing
some major practical exercises, instructed by Peter
Hoefsloot. A first list of activities for LEAP
software refinement and further development also
compiled together with the GoE representatives.
The list will integrate LEAP 2010-2011 work plan.
There was a
meeting
with Michel
Massart
(JRC) and
his collogue
Objective:
to discuss potential collaboration between WFP, GoE
and JRC in support of the Ethiopian Risk
Management Framework
meeting
with
JRC …
Contd
The following areas for possible future collaborations were
identified:
• Flood index development for LEAP (Ad de Roo, JRC) –
Alternative approach to MODIS developed by ITHACA
• HEA validation exercise and integration into LEAP
• Improvement of the LEAP data inputs, i.e. provision of
remote sensing imagery through ESA.
In the afternoon,
there was a
discussion on the
way forward for
further
development and
implementation
of LEAP software
Points of the way forward was as follows
• Updating some existing elements of LEAP: such as
modifying Ethiopia map as per the recent changes; Strengthening
data set that enable LEAP to perform Climate Change studies;
Incorporate ERA40 regenerated dataset for the period 1960-
2000 in to existing LEAP dataset which is from 1995-2010;
setting appropriate thresholds; considering some important
perennial crops like coffee; integrating LEAP and LIAS;
Integrating the different available methods of forage production
and production deviation are the major ones.HEA validation
exercise and integration into LEAP
Points of the way
forward …
Contd
• Validation and expansion of LEAP’
application: by using ground truth; by
comparing LEAP output with EARS,
WaterWach and others; Generate Intermediate
and Final outputs using seasonal forecasts
(NMA, IRI), Predicting crop and rangeland
production variation based on prediction of
climate variability (inclusion of Climate Change
database 1980-2050), Compare forage
production and production deviation outputs of
LEAP with ground generated data/info.
Points of the way
forward …
Contd
Server
• Server needs to be installed in Addis
• Then (remotely from Amsterdam)
Peter will install the server side
software
• Server in Amsterdam will provide
backup in case server in Addis fails.
Points of the way
forward …
Contd
. Manual and Tutorial improvements
Other related activities by
• NMA will provide meteorological data throughout the
year. Complete records and checked.
• Update of Kc and Ky values for all crops from
Ethiopian research stations (Teff; EIAR)
• Update the database at the Woreda level (change zonal
spreadsheet to Woreda spreadsheet).
THANK YOU

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The Netherland's LEAP Study Tour 2

  • 1. THE NETHERLANDS LEAP STUDY TOUR PRESENTATION BY ALMAZ DEMESSIE SENIOR AGROMETEOROLOGICAL EXPERT Government of Ethiopia and World Food Programme (WFP) STUDY TOUR to the NETHERLANDS 5-13 June 2010
  • 2.  As indicated in GoE and WFP study tour program document the study tour is part of the capacity building component of the GFDRR sponsored LEAP project.  LEAP is an innovative project that links drought and flood monitoring and early warning with the government managed risk management framework in Ethiopia.  It allows the government action in to proactively managing risk, rather than simply responding to disasters.
  • 3.  LEAP also acts as a tool to trigger donor contingency finance to allow rapid and predictable scale up of the national productive safety net program (PSNP).  During the current phase, LEAP software is being further developed through the introduction of a flood and a pastoralist index.  Moreover, GoE capacity is being developed in order to manage drought and flood risks.  The study tour will contribute to the development of next LEAP phase, enabling the GoE to define future strategy and partnerships.
  • 4. The DRM approach relies heavily on the data generated by sectors and departments such as  The Ministry of Water Resources (MoWR);  The National Meteorological Agency (NMA);  The MoARD and other agencies.
  • 5. The DRM approach relies heavily on the data generated by sectors and departments such as  The Ministry of Water Resources (MoWR);  The National Meteorological Agency (NMA);  The MoARD and other agencies. Hence, the above mention relevant institutions participated in the Netherlands LEAP study tour to improve knowledge and understanding concerning crop, flood, and rangeland monitoring techniques using remote sensing as well as to forage potential partnerships for further support in developing LEAP and the GoE capacity in managing LEAP.
  • 6. The World Food Programme (WFP), the DRMFSS, the NMA and Ethiopian Research Institute undertook the study tour to five different institutions namely:  Earth Environment Monitoring (EARS) in Delft,  Rotterdam flood control;  ITC- University of Twente;  Wageningen University; and  Wageningen University – Water Watch Institute.
  • 7. Objectives of the study tour To improve knowledge and understanding of key GoE staffs in regards to crop, flood and rangeland mentoring techniques using remote sensing To form potential partnerships for further support in developing LEAP and the GoE’s capacity in managing LEAP.
  • 8. Monday 07 June 2010 Visit EARS high- tech Environment and Remote Sensing Company The remote sensing company involved in modeling of physical processes, software and hardware development including development of innovative applications like an interesting drought micro-insurance mechanism based on the satellite detected relative global evapotranspiration as indicator for drought.
  • 9. EARS …Contd Major activities of the company as follows:- Energy and Water Balance Monitoring System Water Cycle Data from Meteosat RIVER FLOW FORECASTING (in cooperation with UNESCO-IHE) Besides, presentation and discussion held on energy water balance monitoring system, crop yield and rangeland forecasting and drought micro insurance.
  • 10. EARS …Contd EARS activities are carried out in two daughter companies i.e. - EARS Earth Environment Monitoring (EARS-E2M) and - EARS Plant photosynthesis Monitoring (EARS-P2M)
  • 11. The current projects of EARS Food Early Solutions for Africa-Micro Insurance(FESA) The objectives of the project are to develop a Meteosat based drought micro-insurance system able to reach every farmer in Africa. The parameters to generate crop yield estimates are 28 years of Meteosat data in particular temperature, radiation and evapotranspiration. Relative evapotranspiration (RE) and relative yield (RY) used as indicators for drought and crop failure.
  • 12. The current projects of EARS … Contd Pasture monitoring in Mongolia The objective is to implement a Remote Sensing based Decision Support System for pastureland Management in order to provide decision makers with day-by-day, spatially continuous information or grazing condition. It will include drought, biomass and carrying capacity maps in summer, and snow depth and presence of an ice layer in winter. Based on this information the central and local government may improve its policy and timely decision on cattle allocation.
  • 13. The current projects of EARS … Contd Food Assessment by Satellite Technology (FAST) crop yield forecasting in the framework of the GMES project FAST products and crop yield early warning bulletins created based on Meteosat data and provided to FAO-GIEWS and WFP- VAM. The FAST early warning products provided : FAST 1: Rainfall during the growing season FAST 2: Relative evapotranspiration during the growing season FAST 3: Difference evapotranspiration during the growing season FAST 4: Forecasted end of season crop relative yield FAST 5: Forecasted end of season difference yield
  • 14. The current projects of EARS … Contd High water and drought monitoring for water boards Which carried out in the framework of the program “Space for Geo-information”? In this project, satellite derived precipitation and MSG derived actual evapotranspiration are combined to water excess and water shortage data products for Dutch Water Boards.
  • 15. The current projects of EARS … Contd Yellow River water resources monitoring and flow forecasting The project objective is to implement a Satellite based flow forecasting system in upper Yellow River and in the Weihe tributary. Besides the flow forecasting system also a satellite based drought monitoring system is established for the entire basin
  • 16. EARS … Contd Identified potential areas of collaboration were- • The field verification of EARS yield and range land forecasting products • Incorporation of the flood model into the LEAP • Use of the drought micro insurance model currently developed in Ethiopia in the future.
  • 17.  Introduction about the system given by the concerned personnel after that we visited the flood barrier and the construction around the barrier. The important thing what we learn from the system is how hardworking they are and their efforts to protect their area with their effective Early Warning System.
  • 18. Different scientists of which covered introduction about ITC by Tom Veldkamp and the following topics: • Drought and flood monitoring, assessment and modeling; • water balance and hydrological cycle; • Soil moisture determination by using satellite data • About GEONET cast toolbox for the estimation of rainfall, vegetation cove, land degradation, geo disasters, etc
  • 19. ITC … Contd Finally, there was a discussion about the future conditions of training and capacity building opportunities in the above-mentioned areas. They have two systems for short-term training one is ITC full time training it costs € 900 and the other one is tailor made training it is also costs € 500. With regard to determining the nature of collaboration, Mr. Elliot from WFP assigned to prepare concept note on behalf of the Government of Ethiopian mission for looking at areas of potential collaboration with the ITC- University of Twente that also strengthen the LEAP products.
  • 20. Introduction to Wageningen University by the director of ALTERA followed by paper presentation by different staffs of Alterra as follows:- About the MARSOP project: Monitoring weather and crop yield and its history i.e. in 1988 Initiative by European Commission: JRC, DG_Agric, Eurostat 1989-1998 Agriculture Project = Pilot project f. Remote Sensing Applied to Agric Statistics Since 1993 called MARS Project = Monitoring Agriculture with Remote Sensing = Monitoring Agricultural Resources 2000-2013 MARSOP1, 2, 3 = MARS Operations
  • 21. Wageningen University ALTERA … Contd Details of the bulletin content discussed and areas of interest for MARS global services including data and methods such as- Sources of data • Weather from station • Weather from ECMWF • Soil map • Land cover/ land use • Crop type and calendar • NOAA and SPOT-VGT • Regional yield statistics
  • 22. Wageningen University ALTERA … Contd Methods • Weather monitoring • CGMS arable crop yield model • GWSI model • RS based yield estimates
  • 23. Wageningen University ALTERA … Contd Complexity Horn of Africa: • varying number of seasons, • Large local variation in rainfall • Average crop calendar and crop growth duration is not sufficient to catch reality
  • 24. Wagenin gen Universi ty ALTER A … Contd Global Water Satisfaction Index with some examples of Ethiopia The topic of presentation focuses on Crop Water Satisfaction Index, ECMWF analysis data, Water retention capacity, Rooting depth and Crop mask grain maize Importance of GWSI • Useful for detecting hot spots with extreme conditions worldwide • Framework, tools and db structure also useful for national applications, only needs more detailed data • Currently developing new version with more detailed data and better estimation of start of season • Demo current version running on 1 degree climatic grid
  • 25. The introduction remark to the institution made by Director of Water Watch Professor at Delft University Water Resources Management and RS Specialist. In his topic mainly focuses on Quantitative information and operational monitoring of water resources and crop growth (incl. pastures) from satellite data • Actual evapotranspiration • Precipitation • Soil moisture • Biomass production • Floods • Drought
  • 26. Water Watch … Contd Where in Ethiopia? • Actual evapotranspiration in the Baro – Akobo basins • Participatory ground water management in Ziway basin • Land and water conditions for assessing the agricultural potential in the Tana – Beles Growth Corridor • A scoping study on RS in decision support systems in Nile Basin water management • Best practices, weaknesses and opportunities for Large Scale Irrigation practices in the Nile Basin • Establishment of a flood monitoring system in the Nile basin • Water balance Lake Tana Basin
  • 27. Water Watch … Contd There was a discussion on • Energy and water balance modeling • Surface Energy Balance Algorithm for Land (SEBAL)
  • 28. Water Watch … Contd The Institute has developed a number of interesting toolboxes such as:- • METEOLOK for Agro meteorology, which combines remote sensing data with meteorological data in order to derive the average air temperature using energy and water balance modeling. The spatial resolution is of 250 meters • ETLOOK for the surface energy balance to calculate crop potential; • GLOBFLOOD for floods across the globe but only using low resolution hence could not pick Ethiopian floods; • DROUGHTLOOK for droughts mainly for China; • CROPLOOK for crop harvest potential forecasting • GROUNDBUCK for the ground water estimation for Europe;
  • 29. ITC (University of Twente) The delegation identified the following potential areas of collaboration: • Establishment of a GEONET Cast infrastructure in Ethiopia; • Improvement of the disaster risk monitoring (drought monitoring, flood modelling, crop monitoring, fire hazard monitoring) • Improvement of the quality/timeliness of weather data • Land cover mapping in relation to climate change • Capacity Building
  • 30. Alterra (University of Wegeningen) The following areas of interests identified: • Climate change studies ( better understand the effects of climate change on the availability of water resources, rainfall monitoring, agricultural production) in the Horn of Africa and further strengthen the implementation of Ethiopia's National Adaptation Programme of Action (NAPA)
  • 31. Alterra (University of Wegeningen) …Contd • Water resources management: Opportunities for collaborating in the implementation /scale up of land/water resources participatory management processes can be explored. Linkages with MERET considered.
  • 32. Alterra (University of Wegeningen) … Contd • Crop monitoring (in particular, the algorithms to determine the optimal planting decades) Peter Heofsloot will be the focal point for WFP and the GoE in the follow up process with Alterra.
  • 33. LEAP special training Four members of the mission, three from DRMFSS and one from Research attended LEAP special training Objectives: To train GoE technical staff on • the use and configuration of LEAP server, including data acquisition and processing of raw remote sensing data; • the processing, interpretation and analysis of LEAP outputs data; • LEAP software troubleshooting, problem resolution and general technical backstopping.
  • 34. LEAP special training … Contd The first agenda of the discussion was about the brief introduction of LEAP made by the soft ware developer: Peter Hoesfloot followed by practicing some major practical exercises, instructed by Peter Hoefsloot. A first list of activities for LEAP software refinement and further development also compiled together with the GoE representatives. The list will integrate LEAP 2010-2011 work plan.
  • 35. There was a meeting with Michel Massart (JRC) and his collogue Objective: to discuss potential collaboration between WFP, GoE and JRC in support of the Ethiopian Risk Management Framework
  • 36. meeting with JRC … Contd The following areas for possible future collaborations were identified: • Flood index development for LEAP (Ad de Roo, JRC) – Alternative approach to MODIS developed by ITHACA • HEA validation exercise and integration into LEAP • Improvement of the LEAP data inputs, i.e. provision of remote sensing imagery through ESA.
  • 37. In the afternoon, there was a discussion on the way forward for further development and implementation of LEAP software Points of the way forward was as follows • Updating some existing elements of LEAP: such as modifying Ethiopia map as per the recent changes; Strengthening data set that enable LEAP to perform Climate Change studies; Incorporate ERA40 regenerated dataset for the period 1960- 2000 in to existing LEAP dataset which is from 1995-2010; setting appropriate thresholds; considering some important perennial crops like coffee; integrating LEAP and LIAS; Integrating the different available methods of forage production and production deviation are the major ones.HEA validation exercise and integration into LEAP
  • 38. Points of the way forward … Contd • Validation and expansion of LEAP’ application: by using ground truth; by comparing LEAP output with EARS, WaterWach and others; Generate Intermediate and Final outputs using seasonal forecasts (NMA, IRI), Predicting crop and rangeland production variation based on prediction of climate variability (inclusion of Climate Change database 1980-2050), Compare forage production and production deviation outputs of LEAP with ground generated data/info.
  • 39. Points of the way forward … Contd Server • Server needs to be installed in Addis • Then (remotely from Amsterdam) Peter will install the server side software • Server in Amsterdam will provide backup in case server in Addis fails.
  • 40. Points of the way forward … Contd . Manual and Tutorial improvements Other related activities by • NMA will provide meteorological data throughout the year. Complete records and checked. • Update of Kc and Ky values for all crops from Ethiopian research stations (Teff; EIAR) • Update the database at the Woreda level (change zonal spreadsheet to Woreda spreadsheet).