SlideShare a Scribd company logo
Dynamic greenness maps:
                      An initial evaluation
                                                 Algerian Sahara
                                                Mauritania Sahel
                                           Pakistan summer breeding
                                             Yemen Red Sea coast
                                                 Yemen interior




                    Keith Cressman
                    FAO Senior Locust Forecasting Officer
                    October 2008

Wednesday, 11 January 12
Algeria




                    non-seasonal sporadic rainfall in hyper-arid areas (11-20 July 2008)
Wednesday, 11 January 12
Algeria




                    non-seasonal sporadic rainfall in hyper-arid areas (11-20 July 2008)
Wednesday, 11 January 12
MODIS




Wednesday, 11 January 12
MODIS
                           UCL




Wednesday, 11 January 12
Landsat
                            UCL




Wednesday, 11 January 12
Landsat
                            UCL




Wednesday, 11 January 12
MODIS
                           UCL




Wednesday, 11 January 12
Landsat
                            UCL




Wednesday, 11 January 12
Landsat
                                              UCL




                           Algerian Sahara

Wednesday, 11 January 12
Mauritania




                      seasonal rainfall N Sahel summer breeding areas (1-10 Sep 2008)
Wednesday, 11 January 12
Mauritania




                      seasonal rainfall N Sahel summer breeding areas (1-10 Sep 2008)
Wednesday, 11 January 12
UCL




Wednesday, 11 January 12
UCL




Wednesday, 11 January 12
MODIS




Wednesday, 11 January 12
MODIS
                           UCL




Wednesday, 11 January 12
Landsat
                            UCL




Wednesday, 11 January 12
Landsat
                            UCL




Wednesday, 11 January 12
Landsat
                            UCL




Wednesday, 11 January 12
MODIS
                           UCL




Wednesday, 11 January 12
Landsat
                            UCL




Wednesday, 11 January 12
Landsat
                            UCL




Wednesday, 11 January 12
Landsat
                            UCL




Wednesday, 11 January 12
MODIS
Wednesday, 11 January 12
MODIS
                           UCL
Wednesday, 11 January 12
Landsat
Wednesday, 11 January 12
Landsat
                            UCL
Wednesday, 11 January 12
Mauritania interior




                           Mauritania interior



                                                                       Landsat
                                                                        UCL
Wednesday, 11 January 12
Pakistan




                  SW Asia monsoon rainfall in summer breeding areas (1-10 July 2008)
Wednesday, 11 January 12
Pakistan




                  SW Asia monsoon rainfall in summer breeding areas (1-10 July 2008)
Wednesday, 11 January 12
MODIS



                           Pakistan




                                      India
                                                                 nal
                                                              Ca
                                                         an
                                                    th
                                                jas
                                              Ra




Wednesday, 11 January 12
MODIS
                           UCL




Wednesday, 11 January 12
Landsat



                           Pakistan




                                      India
                                                                 nal
                                                              Ca
                                                         an
                                                    th
                                                jas
                                              Ra




Wednesday, 11 January 12
Landsat
                            UCL




Wednesday, 11 January 12
Yemen




                           rainfall on Red Sea coast in breeding areas (1-10 July 2008)
Wednesday, 11 January 12
Yemen




                           rainfall on Red Sea coast in breeding areas (1-10 July 2008)
Wednesday, 11 January 12
sandy           rocky
             Red Sea
                           coastal plains   highlands




Wednesday, 11 January 12
MODIS




Wednesday, 11 January 12
MODIS
                           UCL




Wednesday, 11 January 12
Landsat
                            UCL




Wednesday, 11 January 12
Landsat
                            UCL




Wednesday, 11 January 12
MODIS




Wednesday, 11 January 12
MODIS
                           UCL




Wednesday, 11 January 12
Landsat
                            UCL




Wednesday, 11 January 12
Landsat
                                                  UCL




                           Yemen Red Sea coast



Wednesday, 11 January 12
Yemen




                           sporadic rainfall in summer breeding areas (21-30 June 2008)
Wednesday, 11 January 12
Yemen




                           sporadic rainfall in summer breeding areas (21-30 June 2008)
Wednesday, 11 January 12
MODIS




Wednesday, 11 January 12
MODIS
                           UCL




Wednesday, 11 January 12
Landsat




Wednesday, 11 January 12
Landsat
                            UCL




Wednesday, 11 January 12
Landsat
                            UCL




Wednesday, 11 January 12
MODIS
       UCL




Wednesday, 11 January 12
Landsat
       UCL




Wednesday, 11 January 12
Landsat
       UCL




                                            Yemen interior




                           Yemen interior




Wednesday, 11 January 12
Initial impressions of the UCL product

                           non-seasonal sporadic rainfall
                                in hyper-arid areas              misses green vegetation
                                 (Algerian Sahara)

                              seasonal rainfall
                                                             misses green vegetation in north
                     in N Sahel summer breeding areas
                                                                      better in south
                                (Mauritania)

                            SW Asia monsoon rainfall
                                                            some vegetation changes detected
                            in summer breeding areas
                                                                   other vegetation?
                                   (Pakistan)

                             rainfall on Red Sea coast
                                                            difficult to detect annual vegetation
                                 in breeding areas
                                                                  better in cropping areas
                                       (Yemen)

                                 sporadic rainfall
                                                              more reliable in cropping areas
                            in summer breeding areas
                                                                      than in desert
                                     (Yemen)



Wednesday, 11 January 12
Phase 2
                           further refinement according to area and time of year

                             hyper-arid areas in the Sahara (all year)
                             northern Sahel, Indo-Pakistan,Yemen interior (summer)
                             Red Sea coast (all year)




Wednesday, 11 January 12

More Related Content

More from FAOLocust

Climate change and locusts in the WANA region
Climate change and locusts in the WANA regionClimate change and locusts in the WANA region
Climate change and locusts in the WANA region
FAOLocust
 

More from FAOLocust (13)

Use of remote sensing, data collection methods & early warning systems in mig...
Use of remote sensing, data collection methods & early warning systems in mig...Use of remote sensing, data collection methods & early warning systems in mig...
Use of remote sensing, data collection methods & early warning systems in mig...
 
Remote sensing used by FAO DLIS for Desert Locust forecasting
Remote sensing used by FAO DLIS for Desert Locust forecastingRemote sensing used by FAO DLIS for Desert Locust forecasting
Remote sensing used by FAO DLIS for Desert Locust forecasting
 
2014 CLCPRO/CRC/SWAC Desert Locust Information Officer workshop
2014 CLCPRO/CRC/SWAC Desert Locust Information Officer workshop2014 CLCPRO/CRC/SWAC Desert Locust Information Officer workshop
2014 CLCPRO/CRC/SWAC Desert Locust Information Officer workshop
 
Desert Locust photos
Desert Locust photosDesert Locust photos
Desert Locust photos
 
CRC/SWAC DLIO workshop 2013
CRC/SWAC DLIO workshop 2013CRC/SWAC DLIO workshop 2013
CRC/SWAC DLIO workshop 2013
 
Desert Locust economics: 2003-05 case study
Desert Locust economics: 2003-05 case studyDesert Locust economics: 2003-05 case study
Desert Locust economics: 2003-05 case study
 
Menace acridien au Sahel 2012 (4 oct 2012 mise à jour)
Menace acridien au Sahel 2012 (4 oct 2012 mise à jour)Menace acridien au Sahel 2012 (4 oct 2012 mise à jour)
Menace acridien au Sahel 2012 (4 oct 2012 mise à jour)
 
Desert Locust threat in the Sahel 2012 (updated 4 Oct)
Desert Locust threat in the Sahel 2012 (updated 4 Oct)Desert Locust threat in the Sahel 2012 (updated 4 Oct)
Desert Locust threat in the Sahel 2012 (updated 4 Oct)
 
Desert Locust Management (ICE2012, Daegu, Korea)
Desert Locust Management (ICE2012, Daegu, Korea)Desert Locust Management (ICE2012, Daegu, Korea)
Desert Locust Management (ICE2012, Daegu, Korea)
 
40th DLCC: Questionnaire results
40th DLCC: Questionnaire results40th DLCC: Questionnaire results
40th DLCC: Questionnaire results
 
40th DLCC: History of DLCC
40th DLCC: History of DLCC40th DLCC: History of DLCC
40th DLCC: History of DLCC
 
Using GIS and remote sensing in the IPM context of early warning
Using GIS and remote sensing in the IPM context of early warningUsing GIS and remote sensing in the IPM context of early warning
Using GIS and remote sensing in the IPM context of early warning
 
Climate change and locusts in the WANA region
Climate change and locusts in the WANA regionClimate change and locusts in the WANA region
Climate change and locusts in the WANA region
 

Recently uploaded

Essentials of Automations: Optimizing FME Workflows with Parameters
Essentials of Automations: Optimizing FME Workflows with ParametersEssentials of Automations: Optimizing FME Workflows with Parameters
Essentials of Automations: Optimizing FME Workflows with Parameters
Safe Software
 

Recently uploaded (20)

Essentials of Automations: Optimizing FME Workflows with Parameters
Essentials of Automations: Optimizing FME Workflows with ParametersEssentials of Automations: Optimizing FME Workflows with Parameters
Essentials of Automations: Optimizing FME Workflows with Parameters
 
Key Trends Shaping the Future of Infrastructure.pdf
Key Trends Shaping the Future of Infrastructure.pdfKey Trends Shaping the Future of Infrastructure.pdf
Key Trends Shaping the Future of Infrastructure.pdf
 
Measures in SQL (a talk at SF Distributed Systems meetup, 2024-05-22)
Measures in SQL (a talk at SF Distributed Systems meetup, 2024-05-22)Measures in SQL (a talk at SF Distributed Systems meetup, 2024-05-22)
Measures in SQL (a talk at SF Distributed Systems meetup, 2024-05-22)
 
Bits & Pixels using AI for Good.........
Bits & Pixels using AI for Good.........Bits & Pixels using AI for Good.........
Bits & Pixels using AI for Good.........
 
Behind the Scenes From the Manager's Chair: Decoding the Secrets of Successfu...
Behind the Scenes From the Manager's Chair: Decoding the Secrets of Successfu...Behind the Scenes From the Manager's Chair: Decoding the Secrets of Successfu...
Behind the Scenes From the Manager's Chair: Decoding the Secrets of Successfu...
 
Demystifying gRPC in .Net by John Staveley
Demystifying gRPC in .Net by John StaveleyDemystifying gRPC in .Net by John Staveley
Demystifying gRPC in .Net by John Staveley
 
De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...
De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...
De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...
 
JMeter webinar - integration with InfluxDB and Grafana
JMeter webinar - integration with InfluxDB and GrafanaJMeter webinar - integration with InfluxDB and Grafana
JMeter webinar - integration with InfluxDB and Grafana
 
IESVE for Early Stage Design and Planning
IESVE for Early Stage Design and PlanningIESVE for Early Stage Design and Planning
IESVE for Early Stage Design and Planning
 
Exploring UiPath Orchestrator API: updates and limits in 2024 🚀
Exploring UiPath Orchestrator API: updates and limits in 2024 🚀Exploring UiPath Orchestrator API: updates and limits in 2024 🚀
Exploring UiPath Orchestrator API: updates and limits in 2024 🚀
 
Optimizing NoSQL Performance Through Observability
Optimizing NoSQL Performance Through ObservabilityOptimizing NoSQL Performance Through Observability
Optimizing NoSQL Performance Through Observability
 
SOQL 201 for Admins & Developers: Slice & Dice Your Org’s Data With Aggregate...
SOQL 201 for Admins & Developers: Slice & Dice Your Org’s Data With Aggregate...SOQL 201 for Admins & Developers: Slice & Dice Your Org’s Data With Aggregate...
SOQL 201 for Admins & Developers: Slice & Dice Your Org’s Data With Aggregate...
 
"Impact of front-end architecture on development cost", Viktor Turskyi
"Impact of front-end architecture on development cost", Viktor Turskyi"Impact of front-end architecture on development cost", Viktor Turskyi
"Impact of front-end architecture on development cost", Viktor Turskyi
 
10 Differences between Sales Cloud and CPQ, Blanka Doktorová
10 Differences between Sales Cloud and CPQ, Blanka Doktorová10 Differences between Sales Cloud and CPQ, Blanka Doktorová
10 Differences between Sales Cloud and CPQ, Blanka Doktorová
 
PLAI - Acceleration Program for Generative A.I. Startups
PLAI - Acceleration Program for Generative A.I. StartupsPLAI - Acceleration Program for Generative A.I. Startups
PLAI - Acceleration Program for Generative A.I. Startups
 
Powerful Start- the Key to Project Success, Barbara Laskowska
Powerful Start- the Key to Project Success, Barbara LaskowskaPowerful Start- the Key to Project Success, Barbara Laskowska
Powerful Start- the Key to Project Success, Barbara Laskowska
 
Integrating Telephony Systems with Salesforce: Insights and Considerations, B...
Integrating Telephony Systems with Salesforce: Insights and Considerations, B...Integrating Telephony Systems with Salesforce: Insights and Considerations, B...
Integrating Telephony Systems with Salesforce: Insights and Considerations, B...
 
Agentic RAG What it is its types applications and implementation.pdf
Agentic RAG What it is its types applications and implementation.pdfAgentic RAG What it is its types applications and implementation.pdf
Agentic RAG What it is its types applications and implementation.pdf
 
Custom Approval Process: A New Perspective, Pavel Hrbacek & Anindya Halder
Custom Approval Process: A New Perspective, Pavel Hrbacek & Anindya HalderCustom Approval Process: A New Perspective, Pavel Hrbacek & Anindya Halder
Custom Approval Process: A New Perspective, Pavel Hrbacek & Anindya Halder
 
Speed Wins: From Kafka to APIs in Minutes
Speed Wins: From Kafka to APIs in MinutesSpeed Wins: From Kafka to APIs in Minutes
Speed Wins: From Kafka to APIs in Minutes
 

Greenness maps - Initial evaluation

  • 1. Dynamic greenness maps: An initial evaluation Algerian Sahara Mauritania Sahel Pakistan summer breeding Yemen Red Sea coast Yemen interior Keith Cressman FAO Senior Locust Forecasting Officer October 2008 Wednesday, 11 January 12
  • 2. Algeria non-seasonal sporadic rainfall in hyper-arid areas (11-20 July 2008) Wednesday, 11 January 12
  • 3. Algeria non-seasonal sporadic rainfall in hyper-arid areas (11-20 July 2008) Wednesday, 11 January 12
  • 5. MODIS UCL Wednesday, 11 January 12
  • 6. Landsat UCL Wednesday, 11 January 12
  • 7. Landsat UCL Wednesday, 11 January 12
  • 8. MODIS UCL Wednesday, 11 January 12
  • 9. Landsat UCL Wednesday, 11 January 12
  • 10. Landsat UCL Algerian Sahara Wednesday, 11 January 12
  • 11. Mauritania seasonal rainfall N Sahel summer breeding areas (1-10 Sep 2008) Wednesday, 11 January 12
  • 12. Mauritania seasonal rainfall N Sahel summer breeding areas (1-10 Sep 2008) Wednesday, 11 January 12
  • 16. MODIS UCL Wednesday, 11 January 12
  • 17. Landsat UCL Wednesday, 11 January 12
  • 18. Landsat UCL Wednesday, 11 January 12
  • 19. Landsat UCL Wednesday, 11 January 12
  • 20. MODIS UCL Wednesday, 11 January 12
  • 21. Landsat UCL Wednesday, 11 January 12
  • 22. Landsat UCL Wednesday, 11 January 12
  • 23. Landsat UCL Wednesday, 11 January 12
  • 25. MODIS UCL Wednesday, 11 January 12
  • 27. Landsat UCL Wednesday, 11 January 12
  • 28. Mauritania interior Mauritania interior Landsat UCL Wednesday, 11 January 12
  • 29. Pakistan SW Asia monsoon rainfall in summer breeding areas (1-10 July 2008) Wednesday, 11 January 12
  • 30. Pakistan SW Asia monsoon rainfall in summer breeding areas (1-10 July 2008) Wednesday, 11 January 12
  • 31. MODIS Pakistan India nal Ca an th jas Ra Wednesday, 11 January 12
  • 32. MODIS UCL Wednesday, 11 January 12
  • 33. Landsat Pakistan India nal Ca an th jas Ra Wednesday, 11 January 12
  • 34. Landsat UCL Wednesday, 11 January 12
  • 35. Yemen rainfall on Red Sea coast in breeding areas (1-10 July 2008) Wednesday, 11 January 12
  • 36. Yemen rainfall on Red Sea coast in breeding areas (1-10 July 2008) Wednesday, 11 January 12
  • 37. sandy rocky Red Sea coastal plains highlands Wednesday, 11 January 12
  • 39. MODIS UCL Wednesday, 11 January 12
  • 40. Landsat UCL Wednesday, 11 January 12
  • 41. Landsat UCL Wednesday, 11 January 12
  • 43. MODIS UCL Wednesday, 11 January 12
  • 44. Landsat UCL Wednesday, 11 January 12
  • 45. Landsat UCL Yemen Red Sea coast Wednesday, 11 January 12
  • 46. Yemen sporadic rainfall in summer breeding areas (21-30 June 2008) Wednesday, 11 January 12
  • 47. Yemen sporadic rainfall in summer breeding areas (21-30 June 2008) Wednesday, 11 January 12
  • 49. MODIS UCL Wednesday, 11 January 12
  • 51. Landsat UCL Wednesday, 11 January 12
  • 52. Landsat UCL Wednesday, 11 January 12
  • 53. MODIS UCL Wednesday, 11 January 12
  • 54. Landsat UCL Wednesday, 11 January 12
  • 55. Landsat UCL Yemen interior Yemen interior Wednesday, 11 January 12
  • 56. Initial impressions of the UCL product non-seasonal sporadic rainfall in hyper-arid areas misses green vegetation (Algerian Sahara) seasonal rainfall misses green vegetation in north in N Sahel summer breeding areas better in south (Mauritania) SW Asia monsoon rainfall some vegetation changes detected in summer breeding areas other vegetation? (Pakistan) rainfall on Red Sea coast difficult to detect annual vegetation in breeding areas better in cropping areas (Yemen) sporadic rainfall more reliable in cropping areas in summer breeding areas than in desert (Yemen) Wednesday, 11 January 12
  • 57. Phase 2 further refinement according to area and time of year hyper-arid areas in the Sahara (all year) northern Sahel, Indo-Pakistan,Yemen interior (summer) Red Sea coast (all year) Wednesday, 11 January 12