SlideShare uma empresa Scribd logo
1 de 25
Spatial presentation of prognosis models in plant protection – development and usage of risk maps Manfred Röhrig, ISIPBad Kreuznach, Germany CAPIGI 2011, 4-6 April 2011, Amsterdam, NL
Organisations involved ZEPP Central Institution for Decision Support Systems in Crop Protection ISIP Information System for Integrated Plant production
Use of prognosis models ZEPP field  data met data model ISIP dissemination
Contents of ISIP Individual Decision Support Regional News General Encyclopaedia
[object Object]
463 stations of the State Agric. Advisory ServicesMet data
Which station is relevant? Solution: Interpolation of met data Before: 	3 met stations Now:	1367 virtual stations
Based on soil-climate-regions ,[object Object]
Grid cell size 1 km2
~ 300.000 grid cellsInterpolation zones
24 May 2007 1700 Convective rainfall 0 mm 0 – 2.4 mm 2.4 – 4.9 mm 4.9 – 7.5 mm 7.5 – 11.4 mm > 11.4 mm met stations
Solution for rainfall Radar measurements are spatial, but deliver only intensities Rain gauges measure the amount of rain, but only site specific ,[object Object],+ =
Spatialmetdata metdata elevation longitude latitude temperature humidity
Spatialmetdata metdata elevation longitude latitude temperature humidity precip.
Spatialmetdata metdata elevation longitude latitude temperature humidity precip. model
Spatialmetdata metdata elevation longitude latitude temperature humidity precip. model riskmap
From theory to practice 300.000 grid cells 73 model variations Maps of ten days in retrospect ,[object Object]
model runs
Online provision: Need for optimization,[object Object]
iGreen brings theinternet tothefield
digital geo data mobile internet positioning systems Enabling technologies

Mais conteúdo relacionado

Mais procurados

Hugh Neffendorf: NEED - Non-domestic Energy Efficiency Data Framework
Hugh Neffendorf: NEED - Non-domestic Energy Efficiency Data FrameworkHugh Neffendorf: NEED - Non-domestic Energy Efficiency Data Framework
Hugh Neffendorf: NEED - Non-domestic Energy Efficiency Data Framework
AGI Geocommunity
 
SFScon17 - Markus Neteler: "Leveraging the Copernicus Sentinel satellite data...
SFScon17 - Markus Neteler: "Leveraging the Copernicus Sentinel satellite data...SFScon17 - Markus Neteler: "Leveraging the Copernicus Sentinel satellite data...
SFScon17 - Markus Neteler: "Leveraging the Copernicus Sentinel satellite data...
South Tyrol Free Software Conference
 
Concept Plan for a GIS-based Fire Monitoring & Prediction System
Concept Plan for a GIS-based Fire Monitoring & Prediction SystemConcept Plan for a GIS-based Fire Monitoring & Prediction System
Concept Plan for a GIS-based Fire Monitoring & Prediction System
GlobalEnvironmentCentre
 

Mais procurados (20)

Undergraduate Modeling Workshop - Southeastern US Rainfall Working Group Fina...
Undergraduate Modeling Workshop - Southeastern US Rainfall Working Group Fina...Undergraduate Modeling Workshop - Southeastern US Rainfall Working Group Fina...
Undergraduate Modeling Workshop - Southeastern US Rainfall Working Group Fina...
 
7 satida mistelbauer
7 satida mistelbauer7 satida mistelbauer
7 satida mistelbauer
 
Presentation adv gis 08 01-2014
Presentation adv gis 08 01-2014Presentation adv gis 08 01-2014
Presentation adv gis 08 01-2014
 
EENA 2018 - Weather-related emergencies
EENA 2018 - Weather-related emergencies EENA 2018 - Weather-related emergencies
EENA 2018 - Weather-related emergencies
 
EMERGENCIES Paris & EMERGENCIES Mediterranean
EMERGENCIES Paris & EMERGENCIES MediterraneanEMERGENCIES Paris & EMERGENCIES Mediterranean
EMERGENCIES Paris & EMERGENCIES Mediterranean
 
A low-cost sensor network to monitor the CO2 emissions of the city of Zurich
A low-cost sensor network to monitor the CO2 emissions of the city of ZurichA low-cost sensor network to monitor the CO2 emissions of the city of Zurich
A low-cost sensor network to monitor the CO2 emissions of the city of Zurich
 
Hugh Neffendorf: NEED - Non-domestic Energy Efficiency Data Framework
Hugh Neffendorf: NEED - Non-domestic Energy Efficiency Data FrameworkHugh Neffendorf: NEED - Non-domestic Energy Efficiency Data Framework
Hugh Neffendorf: NEED - Non-domestic Energy Efficiency Data Framework
 
DISCOVERY DAY 2017: MAKE IT HAPPEN!
DISCOVERY DAY 2017: MAKE IT HAPPEN!DISCOVERY DAY 2017: MAKE IT HAPPEN!
DISCOVERY DAY 2017: MAKE IT HAPPEN!
 
Air Pollution in Sofia - Solution through Data Science by Kiwi team
Air Pollution in Sofia - Solution through Data Science by Kiwi teamAir Pollution in Sofia - Solution through Data Science by Kiwi team
Air Pollution in Sofia - Solution through Data Science by Kiwi team
 
SFScon17 - Markus Neteler: "Leveraging the Copernicus Sentinel satellite data...
SFScon17 - Markus Neteler: "Leveraging the Copernicus Sentinel satellite data...SFScon17 - Markus Neteler: "Leveraging the Copernicus Sentinel satellite data...
SFScon17 - Markus Neteler: "Leveraging the Copernicus Sentinel satellite data...
 
Concept Plan for a GIS-based Fire Monitoring & Prediction System
Concept Plan for a GIS-based Fire Monitoring & Prediction SystemConcept Plan for a GIS-based Fire Monitoring & Prediction System
Concept Plan for a GIS-based Fire Monitoring & Prediction System
 
Quantifying trends of rainfall and temperature extremes over Central Tanzania...
Quantifying trends of rainfall and temperature extremes over Central Tanzania...Quantifying trends of rainfall and temperature extremes over Central Tanzania...
Quantifying trends of rainfall and temperature extremes over Central Tanzania...
 
Spatial Statistics 2017 Conference: Towards the modelling and mapping of acti...
Spatial Statistics 2017 Conference: Towards the modelling and mapping of acti...Spatial Statistics 2017 Conference: Towards the modelling and mapping of acti...
Spatial Statistics 2017 Conference: Towards the modelling and mapping of acti...
 
“How can big data help us live in a changing climate?” by Vincent-Henri Peuch...
“How can big data help us live in a changing climate?” by Vincent-Henri Peuch...“How can big data help us live in a changing climate?” by Vincent-Henri Peuch...
“How can big data help us live in a changing climate?” by Vincent-Henri Peuch...
 
1 1 kankiewicz_sandia_epri_pv_perf_wrk_shp_presentation_2016
1 1 kankiewicz_sandia_epri_pv_perf_wrk_shp_presentation_20161 1 kankiewicz_sandia_epri_pv_perf_wrk_shp_presentation_2016
1 1 kankiewicz_sandia_epri_pv_perf_wrk_shp_presentation_2016
 
IAOS 2018 - Satellite imagery analysis for Sustainable Development Goals: req...
IAOS 2018 - Satellite imagery analysis for Sustainable Development Goals: req...IAOS 2018 - Satellite imagery analysis for Sustainable Development Goals: req...
IAOS 2018 - Satellite imagery analysis for Sustainable Development Goals: req...
 
Sensors by Maiki Ilves
Sensors by Maiki IlvesSensors by Maiki Ilves
Sensors by Maiki Ilves
 
Satellite Yield Mapping in Kenya and Nepal
Satellite Yield Mapping in Kenya and NepalSatellite Yield Mapping in Kenya and Nepal
Satellite Yield Mapping in Kenya and Nepal
 
Remote Sensing Based Yield Model and Application to Major Exporting Countries
Remote Sensing Based Yield Model and Application to Major Exporting CountriesRemote Sensing Based Yield Model and Application to Major Exporting Countries
Remote Sensing Based Yield Model and Application to Major Exporting Countries
 
Automated Wildland Fire Detection integrated in Fire Management Systems and P...
Automated Wildland Fire Detection integrated in Fire Management Systems and P...Automated Wildland Fire Detection integrated in Fire Management Systems and P...
Automated Wildland Fire Detection integrated in Fire Management Systems and P...
 

Destaque

TUTORIAL PLANT PROTECTION Chap1
TUTORIAL PLANT PROTECTION Chap1TUTORIAL PLANT PROTECTION Chap1
TUTORIAL PLANT PROTECTION Chap1
arnab das
 
Organic farming presentation rrrrrrrr
Organic farming presentation rrrrrrrrOrganic farming presentation rrrrrrrr
Organic farming presentation rrrrrrrr
Asma4646
 
Biological Control of Plant Diseases
Biological Control of Plant DiseasesBiological Control of Plant Diseases
Biological Control of Plant Diseases
Subham Dwivedi
 
Organic Agriculture
Organic AgricultureOrganic Agriculture
Organic Agriculture
hpau_vee
 

Destaque (13)

TUTORIAL PLANT PROTECTION Chap1
TUTORIAL PLANT PROTECTION Chap1TUTORIAL PLANT PROTECTION Chap1
TUTORIAL PLANT PROTECTION Chap1
 
Organic Farming Techniques ~ India
Organic Farming Techniques ~ IndiaOrganic Farming Techniques ~ India
Organic Farming Techniques ~ India
 
Invasive plants lecture sarah brunel
Invasive plants lecture sarah brunelInvasive plants lecture sarah brunel
Invasive plants lecture sarah brunel
 
Mango crop protection
Mango crop protectionMango crop protection
Mango crop protection
 
Organic farming presentation rrrrrrrr
Organic farming presentation rrrrrrrrOrganic farming presentation rrrrrrrr
Organic farming presentation rrrrrrrr
 
Plant protection equipment
Plant protection equipmentPlant protection equipment
Plant protection equipment
 
Organic Farming
Organic FarmingOrganic Farming
Organic Farming
 
Biological Control of Plant Diseases
Biological Control of Plant DiseasesBiological Control of Plant Diseases
Biological Control of Plant Diseases
 
Organic Agriculture
Organic AgricultureOrganic Agriculture
Organic Agriculture
 
Organic farming
Organic farming Organic farming
Organic farming
 
What Is Organic Farming
What Is Organic FarmingWhat Is Organic Farming
What Is Organic Farming
 
PLANT DISEASE CONTROL
PLANT DISEASE CONTROLPLANT DISEASE CONTROL
PLANT DISEASE CONTROL
 
State of the Word 2011
State of the Word 2011State of the Word 2011
State of the Word 2011
 

Mais de CAPIGI

BIOSCOPE User Requirements
BIOSCOPE User RequirementsBIOSCOPE User Requirements
BIOSCOPE User Requirements
CAPIGI
 

Mais de CAPIGI (20)

User needs for environment-smart farming
User needs for environment-smart farmingUser needs for environment-smart farming
User needs for environment-smart farming
 
BIOSCOPE User Requirements
BIOSCOPE User RequirementsBIOSCOPE User Requirements
BIOSCOPE User Requirements
 
Mobile Data Collection and Data Management in Modern Agriculture
Mobile Data Collection and Data Management in Modern AgricultureMobile Data Collection and Data Management in Modern Agriculture
Mobile Data Collection and Data Management in Modern Agriculture
 
GIS for Reduction of Red Tape and Removing Sectorial Boundaries!
GIS for Reduction of Red Tape and Removing Sectorial Boundaries!GIS for Reduction of Red Tape and Removing Sectorial Boundaries!
GIS for Reduction of Red Tape and Removing Sectorial Boundaries!
 
EGNOS in Precision Agriculture: an affordable entry Technology for a wide Ran...
EGNOS in Precision Agriculture: an affordable entry Technology for a wide Ran...EGNOS in Precision Agriculture: an affordable entry Technology for a wide Ran...
EGNOS in Precision Agriculture: an affordable entry Technology for a wide Ran...
 
Implementation aspects of the CAP reform
Implementation aspects of the CAP reformImplementation aspects of the CAP reform
Implementation aspects of the CAP reform
 
The CAP towards 2020: future demands for innovation
The CAP towards 2020: future demands for innovationThe CAP towards 2020: future demands for innovation
The CAP towards 2020: future demands for innovation
 
eCognition Image Analysis System
eCognition Image Analysis SystemeCognition Image Analysis System
eCognition Image Analysis System
 
Automated knowledge-based landscape classification
Automated knowledge-based landscape classificationAutomated knowledge-based landscape classification
Automated knowledge-based landscape classification
 
The rise of crowd-sourcing - how valuable data can we get out of VGI
The rise of crowd-sourcing - how valuable data can we get out of VGIThe rise of crowd-sourcing - how valuable data can we get out of VGI
The rise of crowd-sourcing - how valuable data can we get out of VGI
 
The use of Volunteer Geographical Information to improve global land cover
The use of Volunteer Geographical Information to improve global land coverThe use of Volunteer Geographical Information to improve global land cover
The use of Volunteer Geographical Information to improve global land cover
 
Cables and Pipelines: reporting back a different location
Cables and Pipelines: reporting back a different locationCables and Pipelines: reporting back a different location
Cables and Pipelines: reporting back a different location
 
Look into your crop before you act
Look into your crop before you actLook into your crop before you act
Look into your crop before you act
 
Sensor based Variable Rate Application
Sensor based Variable Rate ApplicationSensor based Variable Rate Application
Sensor based Variable Rate Application
 
Geo-information for safe agriculture
Geo-information for safe agricultureGeo-information for safe agriculture
Geo-information for safe agriculture
 
GMES - current status and potential link to agriculture
GMES - current status and potential link to agricultureGMES - current status and potential link to agriculture
GMES - current status and potential link to agriculture
 
LPIS QA formalises mainstream GI in the CAP
LPIS QA formalises mainstream GI  in the CAPLPIS QA formalises mainstream GI  in the CAP
LPIS QA formalises mainstream GI in the CAP
 
Rural Payments Agency usage of Ordnance Survey data
Rural Payments Agency usage of Ordnance Survey dataRural Payments Agency usage of Ordnance Survey data
Rural Payments Agency usage of Ordnance Survey data
 
Spatial data quality in the city of Amsterdam
Spatial data quality in the city of AmsterdamSpatial data quality in the city of Amsterdam
Spatial data quality in the city of Amsterdam
 
FarmPilot - online portal for agriculture
FarmPilot - online portal for agricultureFarmPilot - online portal for agriculture
FarmPilot - online portal for agriculture
 

Último

IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
Enterprise Knowledge
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slide
vu2urc
 

Último (20)

Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptx
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdf
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slide
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
 
Advantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your BusinessAdvantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your Business
 

Spatial presentation of prognosis models in plant protection