Global Agricultural Monitoring International Coordination: GEOGLAM

Size: px
Start display at page:

Download "Global Agricultural Monitoring International Coordination: GEOGLAM"

Transcription

1 Global Agricultural Monitoring International Coordination: GEOGLAM Chris Justice NASA - Earth Observation for Food Security and Agriculture Consortium Department of Geographical Sciences, University of Maryland, USA

2 GEO is the international program focused on the use of Earth Observations for societal benefit GEO was initiated in 2005 relies on voluntary national contributions Agriculture is one of the GEO societal benefit areas GEOGLAM is GEO s Agricultural Flagship initiative

3 GEOGLAM: a GEO Initiative Vision: the use of coordinated, comprehensive and sustained Earth Observations to inform decisions and actions in agriculture through a system of agricultural monitoring systems Aim: Strengthen the international community s capacity to utilize Earth Observations to produce and disseminate relevant information on agricultural production at national, regional and global scales Approach: Building on existing monitoring systems strengthening international and national capacity Emphasis on: producer countries (G20+), countries-at-risk and national capacity building

4 GEOGLAM ACTORS and functions Space Agencies - Satellites, Data, Products, Services Science Agencies Research Institutes, Universities, - Research - Method Development - Information Systems - Operational R and D - Research to Operations - Decision Support System Eventual Operational Data Provision Ministries of Agriculture Ag. Statistics Agencies - Operational Monitoring - Crop Forecasts - Agricultural Statistics

5 GEOGLAM INTERNATIONAL COORDINATING BODIES and linkages

6 CEOS Committee on Earth Observing Satellites EO Requirements GEO Group on Earth Observations GEO GLAM Global Agricultural Monitoring Reporting GEOGLAM Crop Monitors Reporting Support AMIS UN FAO Agricultural Market Information System - Prices, Markets and Stocks G20 Ministers of Agriculture

7 Science Agencies Research Institutes, Universities, - Method Development - Operational R and D Private Sector - Satellite Data - Services CEOS Committee on Earth Observing Satellites Space Agencies - Data, Products, Services GEOGLAM Global Agricultural Monitoring AMIS UN FAO Agricultural Market Information System - Prices, Markets and Stocks - Research to Operations GEO Group on Earth Observations - Promoting EO data use Ministries of Agriculture Ag. Statistics Agencies - Operational Monitoring - Crop Forecasts - Agricultural Statistics G20 Ministers of Agriculture

8 Example GEOGLAM Actors in the GEOGLAM Community of Practice Open Community made up of individuals from international and national agencies concerned with agricultural monitoring including Ministries of Ag, Space Agencies, Universities, & Industry 8/35 8 / 21

9 GEOGLAM Building a Community Agenda: Identifying and Addressing Common Issues facing Agricultural Monitoring Accessibility to international satellite data Timeliness in obtaining EO data (satellite and in-situ) Robustness of methods for national, regional to global application lack of field level validation data, absence of best practices for different cropping systems and regions Managing large volume data processing Difficulty in transitioning research methods into operational use in operational agencies Need for capacity building and support to use EO data in many operational monitoring institutions - including use of new sensors Continuity of satellite data for operational monitoring

10 GEOGLAM International coordination function Not a funding agency GEOGLAM Secretariat at GEO Geneva Funded by Germany, Canada, China, US Community needs and activities identified Relies on voluntary national contributions Projects/activities/individuals that contribute to GEOGLAM program aims are welcome to join

11 The Earth Observations for Food Security and Agriculture Consortium (EOFSAC) Inbal Becker-Reshef EOFSAC P.I. Chris Justice EOFSAC Science Lead Department of Geographical Sciences University of Maryland

12 The GEOGLAM Components

13 Policy Framework for GEOGLAM

14 AMIS: Agricultural Market Information System Improve market information and transparency inter-agency Platform to enhance food market transparency and encourage coordination of policy action in response to market uncertainty

15 AMIS COUNTRIES

16 Crop Monitor : an international consensus assessment - May 2018 Crop condition map synthesizing information for all four AMIS crops. Crops that are in other than favorable conditions are displayed on the map with their crop symbol. 16 (Cropland area shown is an aggregation of all cropland areas) Becker-Reshef et al.

17 The AMIS / GEOGLAM Partnership AMIS Markets/Stocks GEOGLAM Condition/Supply GEOGLAM

18 Early Warning Crop Monitor Crop specific & regional synthesis map - May 2018 Synthesis maps provide an overview of regional conditions Crop specific maps convey the drivers behind those conditions Crop Specific

19 Crop Monitor for Early Warning Bulletin (food security)

20 Asia-RiCE RegionalMonitoring A multi-national project led by Japan (JAXA), with collaborations in ASEAN+3 countries and India A regional view using agro-meteorological data derived from low resolution optical satellite imagery (MODIS, GCOM-W, TRMM and others) A local view to estimate rice crop area and production using available radar and other satellite data with ground observation data and statistical information Test-sites in Indonesia, Thailand and Vietnam 20/35

21 GEOGLAM Latinoamérica National Scale Mapping Initiative Argentina-led initiative strong support from Jesus Silveyra (Undersec for Ag Markets) First in series of training workshops on Cropland Mapping held at UMD in March 2018 Product: 2017 National Cropland Extent with 30m spatial resolution Ministry Participants from: Mexico, Brazil, Argentina, Chile cropland Hansen et al.

22 Landsat Change in Cropland Area: Brazil Hansen et al. 22

23 REGIONAL CROP MONITOR FOR EAST AFRICA Developed an ICPAC East Africa Crop Monitor (support from RCMRD SERVIR) Launch in in Djibouti (May 2018) To be published in GHACOF **Bulletin 19 analysts trained, including 11 national focal points Strong regional support * Intergovernmental Authority on Development (IGAD) Climate Prediction and Applications Centre (ICPAC) **Greater Horn of Africa Climate Outlook Forum Prototype map of crop conditions for ICPAC Countries as of 12 July 2017

24 The GEOGLAM Components

25 Developing the EO Data Requirements for GEOGLAM: through a CEOS/GEOGLAM Ad Hoc Working Group Goals of the EO Data Coordination Component. Articulate data requirements for agricultural monitoring Coordinate international satellite acquisition over agricultural areas during the growing season Promote near-real time data availability Increase the frequency of moderate resolution data Standardize processing of data, facilitating data interoperability Promote easy data access for operational users Advocate for continuity of critical data streams/products Recognition that cropping systems are inherently diverse which dictates the monitoring observations and methods No one system can meet agricultural monitoring needs

26 GEOGLAM CEOS: EO Data Requirements Table developed taking into consideration the observation needs, the derived products they will serve, and regional specificities; CEOS-GEOGLAM July 2012 Montreal) spatial & spectral How often? Where? When? For What? GEOGLAM data plan submitted to the CEOS plenary in 2013

27 Collecting Holistic Agricultural Monitoring Requirements, translating them for CEOS EC JRC Meeting - State of Science - State of Use End to end requirements - Survey developed Report to CEOS Fall June

28 The GEOGLAM Components

29 JECAM Principles Collect and share time-series datasets Develop common standards in definition, reporting methods and field protocols. The Committee on Earth Observing Satellites (CEOS) and member agencies support with the acquisition and timely provision of data. R&D focused on operational implementation

30 Global network of over 30 voluntary JECAM sites

31 Coarse Resolution Yield forecasting - subnational-national County level validation National level validation County level validation National level validation US Winter wheat US Soy Ukraine Winter wheat US Corn Franch et al.

32 Developing Quantitative Indicators of Crop Condition USA, KANSAS WINTER WHEAT EXAMPLE: CURRENT CONDITIONS POOR Franch & Skakun, May 1st Sahajpal et al.

33 Top priority : open source system to deliver 4 Sen2-Agri products along the season in line with the GEOGLAM core products Monthly cloud free surface reflectance composite at m Binary map identifying annually cultivated land at 10m updated every month EARLY AREA INDICATOR EARLY AREA INDICATOR Vegetation status map at 10 m delivered every week (NDVI, LAI, pheno index) Defourny et al. Crop type map at 10 m for the main regional crops including irrigated/rainfed discrimination

34 2016 Cropland mask at 10m resolution for Mali from Sentinel-2 and Landsat 8 Cropland Non-Cropland Overall accuracy: 94 % F1-score cropland: 80 % Official ag stat survey as in situ data Defourny et al.

35 Harmonized Landsat / Sentinel-2 Products Laramie County, WY May 4, 2016 (S2) Aug 8 (L8) Aug 17 (L8) Sep 1 (S2) Oct 20 (L8) 3km 0.1 NDVI 0.9 Masek et al. NDVI + Sentinel-2 Landsat-8 mowing Alfalfa Grassland Seasonal phenology (greening) for natural grassland (blue line) and irrigated alfalfa fields (red line) near Cheyenne Wyoming observed from Harmonized Landsat/Sentinel-2 data products. The high temporal density of observations allows individual mowing events to be detected within alfalfa fields. HLS Products available from 35

36 HLS+ Sentinel 1 Crop Type Mapping US Examples Torbick et al. 36

37 Radarsat Constellation - Oct

38 Geostationary ET: Stress Index Anderson et al USDA 38

39 Ray et al.

40 40

41 GEOGLAM Annual Meeting focusing on Cloud Infrastructure and Knowledge Management August 29 31, 2018, Sanya, China Host: Institute of Remote Sensing and Digital Earth, CAS Organizers: RADI, GEOGLAM Contact: Dr. Xin Zhang Institute of Remote Sensing and Digital Earth Chinese Academy of Sciences Objective: To discuss and find solutions on how the cutting-edge technology of cloud infrastructure, big earth data and knowledge management can benefit the agricultural monitoring community 41

42 GEOGLAM Annual Science Meeting: Earth Observation Technologies for Crop Monitoring- A Workshop to Promote Collaborations among JECAM/Asia-RiCE September 17-22, 2018 Taichung City Hosted by the Taiwan Agricultural Research Institute (TARI), and the the Council of Agriculture

43 So in Summary What is GEOGLAM doing? - Increasing communication and sharing experience amongst the Ag Monitoring Community of Practice and with related programs - Helping improve national agricultural monitoring systems - Promoting EO-based approaches to agricultural monitoring and raising the importance of agricultural remote sensing - Articulating and advocating for community requirements to the EO data providers - Translating EO data into policy relevant information - Increasing the awareness of EO by the econ/policy community - Method testing and inter-comparison, developing best practices - Developing new monitoring capabilities and products

The GEO Global Agricultural Monitoring (GEOGLAM) Initiative

The GEO Global Agricultural Monitoring (GEOGLAM) Initiative The GEO Global Agricultural Monitoring (GEOGLAM) Initiative Chris Justice GEOGLAM Global Co-Lead The Center for Agricultural Monitoring Research, Department of Geographical Sciences, GEOGLAM Launched by

More information

GEOGLAM, Michel Deshayes, GEO, GEOGLAM Coordinator for the Agricultural Community of Practice

GEOGLAM, Michel Deshayes, GEO, GEOGLAM Coordinator for the Agricultural Community of Practice GEOGLAM, Global Agricultural Monitoring Michel Deshayes, GEO, GEOGLAM Coordinator for the Agricultural Community of Practice GEO, Group on Earth Observations Created in 2005, to develop a coordinated and

More information

GEOGLAM international cooperation activities

GEOGLAM international cooperation activities GEOGLAM international cooperation activities Chris Justice Center for Global Agricultural Monitoring and Research Dept. of Geographical Sciences University of Maryland GEO: an International Coordinating

More information

Earth Observation in Support of Science-Driven Policy & Decision Making: GEO Global Agricultural Monitoring (GEOGLAM)

Earth Observation in Support of Science-Driven Policy & Decision Making: GEO Global Agricultural Monitoring (GEOGLAM) Earth Observation in Support of Science-Driven Policy & Decision Making: GEO Global Agricultural Monitoring (GEOGLAM) Alyssa Whitcraft Program Scientist, GEOGLAM Secretariat akwhitcraft@geooglam.org on

More information

GEOGLAM Crop Monitor Adapting a global process to meet national need

GEOGLAM Crop Monitor Adapting a global process to meet national need GEOGLAM Crop Monitor Adapting a global process to meet national need Christina Justice, Inbal Becker Reshef, Brian Barker, Mike Humber, Antonio Sanchez, Chris Justice, Felix Rembold and James Verdin GEOGLAM:

More information

Stocktaking Overview of the G20. Global Agricultural Monitoring Initiative

Stocktaking Overview of the G20. Global Agricultural Monitoring Initiative Stocktaking Overview of the G20 Global Agricultural Monitoring Initiative February 2018 Background The Group on Earth Observations Global Agricultural Monitoring Initiative (GEOGLAM) was initially launched

More information

Stocktaking Overview of the G20. Global Agricultural Monitoring Initiative

Stocktaking Overview of the G20. Global Agricultural Monitoring Initiative Stocktaking Overview of the G20 Global Agricultural Monitoring Initiative February 2018 Background The Group on Earth Observations Global Agricultural Monitoring Initiative (GEOGLAM) was initially launched

More information

GEOGLAM : Global Agricultural Monitoring

GEOGLAM : Global Agricultural Monitoring GEOGLAM : Global Agricultural Monitoring Jai Singh Parihar on behalf of GEOGLAM Task Team (Chris Justice, Shinichi Sobue, Olivier Leo, Wu Bingfang, Derrick Williams, Inbal Becker-Reshef, Ian Jarvis, Terry

More information

GEOGLAM: Science-driven information supporting decisions in agricultural markets and food security through use of earth observations

GEOGLAM: Science-driven information supporting decisions in agricultural markets and food security through use of earth observations GEOGLAM: Science-driven information supporting decisions in agricultural markets and food security through use of earth observations Inbal Becker-Reshef Program Scientist GEOGLAM Secretariat Co-Director

More information

The GEO Global Agricultural Monitoring Initiative (GEOGLAM): Overview

The GEO Global Agricultural Monitoring Initiative (GEOGLAM): Overview The GEO Global Agricultural Monitoring Initiative (GEOGLAM): Overview Chris Justice (UMD) 1 / 27 GEO the Group on Earth Observations an Intergovernmental Organization with 90 Members and 67 Participating

More information

Developing a Global Agricultural Monitoring System of Systems. Context for Agriculture Monitoring. Chris Justice University of Maryland

Developing a Global Agricultural Monitoring System of Systems. Context for Agriculture Monitoring. Chris Justice University of Maryland Developing a Global Agricultural Monitoring System of Systems Chris Justice University of Maryland IRSA Beijing, Feb 11-13 th 2009 Energy and Food Prices Closely Linked Energy prices affect ag inputs,

More information

Global Agricultural Monitoring International Coordination: GEOGLAM

Global Agricultural Monitoring International Coordination: GEOGLAM Global Agricultural Monitoring International Coordination: GEOGLAM Chris Justice Inbal Becker-Reshef, Christina Justice, Brian Barker, Michael Humber The Center for Agricultural Monitoring Research, Department

More information

Joint Experiment for Crop Assessment and Monitoring GEOGLAM Implementation Meeting Washington D.C. February 21, 2013

Joint Experiment for Crop Assessment and Monitoring GEOGLAM Implementation Meeting Washington D.C. February 21, 2013 Joint Experiment for Crop Assessment and Monitoring GEOGLAM Implementation Meeting Washington D.C. February 21, 2013 Ian Jarvis JECAM Sub-Task Lead Earth Observation Service, Agriculture and Agri-Food

More information

Sentinel-2 Agriculture project : Preparing Sentinel2 exploitation for agriculture monitoring

Sentinel-2 Agriculture project : Preparing Sentinel2 exploitation for agriculture monitoring Sentinel-2 Agriculture project : Preparing Sentinel2 exploitation for agriculture monitoring Defourny Pierre, Bontemps Sophie, CaraCozmin, Dedieu Gerard, Hagolle Olivier, Inglada Jordi, Thierry Rabaute,

More information

GEO-GLAM Agricultural Mapping and Monitoring

GEO-GLAM Agricultural Mapping and Monitoring GEO-GLAM Agricultural Mapping and Monitoring Chris Justice Inbal Becker-Reshef and Matt Hansen University of Maryland, Department of Geographical Sciences June 18 2012 The GEO Global Agricultural Monitoring

More information

GEO Agricultural and Land Use Change. Chris Justice (GEO-AG Task Co-Chair) Inbal Becker-Reshef University of Maryland

GEO Agricultural and Land Use Change. Chris Justice (GEO-AG Task Co-Chair) Inbal Becker-Reshef University of Maryland GEO Agricultural and Land Use Change Chris Justice (GEO-AG Task Co-Chair) Inbal Becker-Reshef University of Maryland GEO, the Group on Earth Observations An Intergovernmental Organization with 87 Members

More information

JECAM - Joint Experiment for Crop Assessment and Monitoring Recent progress with SAR/Optical Inter-Comparison Projects Ian Jarvis Co-lead of JECAM

JECAM - Joint Experiment for Crop Assessment and Monitoring Recent progress with SAR/Optical Inter-Comparison Projects Ian Jarvis Co-lead of JECAM JECAM - Joint Experiment for Crop Assessment and Monitoring Recent progress with SAR/Optical Inter-Comparison Projects Ian Jarvis Co-lead of JECAM Science and Technology Branch, Agriculture and Agri-Food

More information

Earth Observations based agricultural monitoring over EEU countries: concept and first results of the SIGMA RBK project

Earth Observations based agricultural monitoring over EEU countries: concept and first results of the SIGMA RBK project Earth Observations based agricultural monitoring over EEU countries: concept and first results of the SIGMA RBK project Bartalev Sergey, Loupian Evgeny, Plotnikov Dmitry and Tolpin Vladimir Space Research

More information

Towards a Global Agricultural Monitoring System of Systems. Chris Justice University of Maryland ( Ag 0703 Task Lead )

Towards a Global Agricultural Monitoring System of Systems. Chris Justice University of Maryland ( Ag 0703 Task Lead ) Towards a Global Agricultural Monitoring System of Systems Chris Justice University of Maryland ( Ag 0703 Task Lead ) IRSA Beijing, Feb 11-13 th 2009 World food and agriculture are facing critical challenges

More information

GEOGLAM. JECAM Collaborative Priorities : Pierre Defourny (UCLouvain) and Andrew Davidson (AAFC) Co-leads of JECAM

GEOGLAM. JECAM Collaborative Priorities : Pierre Defourny (UCLouvain) and Andrew Davidson (AAFC) Co-leads of JECAM G20 Global Agriculture Monitoring Initiative GEOGLAM JECAM Collaborative Priorities : Pierre Defourny (UCLouvain) and Andrew Davidson (AAFC) Co-leads of JECAM Origins The GEO Agricultural Community of

More information

FY24 28 JAXA. Big BCG

FY24 28 JAXA. Big BCG RESTEC 26 1 31 2 FY24 28 JAXA 37 3 Big BCG 4 ( + + ) National Spatial Data Infrastructure Theme Maps (1/5,000, 1/10,000,1/25,000, 1/50,000) ( ) GIS ADB GSMaP Input Rain gage Improved Flood prediction model

More information

GEO Initiatives: GEOGLAM and AfriGEOSS

GEO Initiatives: GEOGLAM and AfriGEOSS GEO Initiatives: GEOGLAM and AfriGEOSS Andiswa Mlisa Michel Deshayes GEO Secretariat G4AWeek 21-24 September 2015, The Hague, Netherlands 87 Participating Organizations GEO Secretariat Information Value

More information

GEOGLAM: G20 S GLOBAL AGRICULTURAL MONITORING INITIATIVE SPACE BASED EARTH OBSERVATIONS TO ENHANCE GLOBAL COMMODITY MARKET TRANSPARENCY

GEOGLAM: G20 S GLOBAL AGRICULTURAL MONITORING INITIATIVE SPACE BASED EARTH OBSERVATIONS TO ENHANCE GLOBAL COMMODITY MARKET TRANSPARENCY GEOGLAM: G20 S GLOBAL AGRICULTURAL MONITORING INITIATIVE SPACE BASED EARTH OBSERVATIONS TO ENHANCE GLOBAL COMMODITY MARKET TRANSPARENCY Ian Jarvis (on behalf of GEO Agricultural Community of Practice)

More information

GEOGLAM: Crop Monitoring

GEOGLAM: Crop Monitoring GEOGLAM: Crop Monitoring Inbal Becker-Reshef GEOGLAM: Group on Earth Observations Global Agricultural Monitoring Initiative Launched alongside AMIS, by G20 in 2011 under the French Presidency, within the

More information

COMMITTEE ON COMMODITY PROBLEMS

COMMITTEE ON COMMODITY PROBLEMS September 204 CCP 4/INF/9 E COMMITTEE ON COMMODITY PROBLEMS Seventieth Session, 7-9 October 204 PROGRESS REPORT ON THE AGRICULTURAL MARKET INFORMATION SYSTEM () This report summarizes progress in the implementation

More information

Sentinels for Agriculture Global, Operational, Open, Reliable

Sentinels for Agriculture Global, Operational, Open, Reliable Sentinels for Agriculture Global, Operational, Open, Reliable Benjamin Koetz European Space Agency Earth Observation Directorate ESA UNCLASSIFIED - For Official Use Sentinel-2B Launch Tonight, 7 th of

More information

Status of the GEOGLAM Initiative

Status of the GEOGLAM Initiative Status of the GEOGLAM Initiative Alyssa K. Whitcraft CEOS SIT-31 Side Meeting - 21 April 2016 University of Maryland/GEOGLAM Secretariat akwhitcraft@geoglam.org Topics April 2016 New Website www.geoglam.org

More information

The MARS, GLOBCAST & GEOGLAM Crop Yield monitoring and Forecasting Systems and their potential Application in Bangladesh

The MARS, GLOBCAST & GEOGLAM Crop Yield monitoring and Forecasting Systems and their potential Application in Bangladesh The MARS, GLOBCAST & GEOGLAM Crop Yield monitoring and Forecasting Systems and their potential Application in Bangladesh Jacques Delincé, Global Strategy ESS-FAO Rome Slides from: O. Léo (MARS-JRC) I.

More information

GEOGLAM Global Agricultural Monitoring

GEOGLAM Global Agricultural Monitoring GEOGLAM Global Agricultural Monitoring Dr. Selma Cherchali on behalf of the GEOGLAM Crop Monitor team Land and Hydrology Program Manager Science, Application and innovation Directorate, CNES Co-Lead, CEOS

More information

JECAM Synthetic Aperture Radar (SAR) Cross Site Experiments. JECAM Meeting, October 2016, Ukraine

JECAM Synthetic Aperture Radar (SAR) Cross Site Experiments. JECAM Meeting, October 2016, Ukraine JECAM Synthetic Aperture Radar (SAR) Cross Site Experiments JECAM Meeting, October 2016, Ukraine Recent (2016) Developments Preliminary roadmap for the JECAM SAR cross sites experiments presented at 2015

More information

CEOS Update: JECAM EO Data Access & NASA/JECAM Cloud-Based SDMS

CEOS Update: JECAM EO Data Access & NASA/JECAM Cloud-Based SDMS CEOS Update: JECAM EO Data Access & NASA/JECAM Cloud-Based SDMS Alyssa Whitcraft on behalf of CEOS Ad Hoc WG for GEOGLAM Program Scientist & Component 4 Lead GEOGLAM Secretariat / UMD akwhitcraft@geoglam.org

More information

A new method to estimate rice crop production and outlook using Earth Observation satellite data

A new method to estimate rice crop production and outlook using Earth Observation satellite data A new method to estimate rice crop production and outlook using Earth Observation satellite data Toshio Okumura, Shin-ich Sobue, Nobuhiro Tomiyama RESTEC Kei Ohyoshi JAXA 17 Feb. 2014 Don Chan Palace,

More information

AfriGEOSS in the Next Decade of Developing the GEOSS Andiswa Mlisa

AfriGEOSS in the Next Decade of Developing the GEOSS Andiswa Mlisa AfriGEOSS in the Next Decade of Developing the GEOSS Andiswa Mlisa GEO Secretariat Africa Leadership Conference (ALC) 2015, Sharm El Sheik, Egypt, 1 4 December 2015 GEO Vision Ministers Adopted the GEO

More information

Using Earth Observations for Integrated Water Resources Management

Using Earth Observations for Integrated Water Resources Management Using Earth Observations for Integrated Water Resources Management Sustainability in the Water-Energy-Food Nexus Bonn, 19-20 May 2014 Douglas Cripe GEO Secretariat Richard Lawford Morgan State University

More information

GEOGLAM Asia-RiCE Team Activities Update and Accomplishments

GEOGLAM Asia-RiCE Team Activities Update and Accomplishments GEOGLAM Asia-RiCE Team Activities Update and Accomplishments Shin-ichi Sobue On behalf of the GEOGLAM Asia-RiCE team 2015/11/16 Regional Cooperation for Rice Crop Monitoring Using Space Technology in Asia

More information

Divino Figueiredo Geotechnology and System Analist

Divino Figueiredo Geotechnology and System Analist Divino Figueiredo Geotechnology and System Analist Mission Contribute to regularity of food supply and guarantee income to farmers, participating in the formulation and implementation of agricultural and

More information

CropWatch. Bingfang Wu Institute of Remote Sensing and Digital Earth (RADI) Chinese Academy of Sciences

CropWatch. Bingfang Wu Institute of Remote Sensing and Digital Earth (RADI) Chinese Academy of Sciences CropWatch Bingfang Wu Institute of Remote Sensing and Digital Earth (RADI) Chinese Academy of Sciences Goal 2: Zero Hunger Pledges to end hunger, achieve food security, improve nutrition and promote sustainable

More information

Sentinel-2 for agriculture and land surface monitoring from field level to national scale

Sentinel-2 for agriculture and land surface monitoring from field level to national scale Sentinel-2 for agriculture and land surface monitoring from field level to national scale The on-going BELCAM, Sen2-Agri and LifeWatch experiences C. Delloye, S. Bontemps, N. Bellemans, J. Radoux, F. Hawotte,

More information

Overview: Contents: The Crop Monitor is a part of GEOGLAM, a GEO global initiative.

Overview: Contents: The Crop Monitor is a part of GEOGLAM, a GEO global initiative. The Crop Monitor is a part of GEOGLAM, a GEO global initiative. No. 57 December 2018 www.cropmonitor.org Overview: As of the end of November, conditions are generally favourable for all four crops with

More information

Integrating and Visualizing Earth Observation Data for the SDGs Mike Gill

Integrating and Visualizing Earth Observation Data for the SDGs Mike Gill 7 th Meeting of the Interagency and Expert Group on Sustainable Development Goal Indicators Vienna, Austria 12 April, 2018 Integrating and Visualizing Earth Observation Data for the SDGs Mike Gill GEO

More information

Overview: Contents: The Crop Monitor is a part of GEOGLAM, a GEO global initiative.

Overview: Contents: The Crop Monitor is a part of GEOGLAM, a GEO global initiative. The Crop Monitor is a part of GEOGLAM, a GEO global initiative. No. 53 August 2018 www.cropmonitor.org Overview: As of the end of August, soybean conditions are generally favourable while wheat, maize,

More information

GEOGLAM Crop Assessment Tool

GEOGLAM Crop Assessment Tool GEOGLAM Crop Assessment Tool Supporting Evidence for the Crop Monitor Michael Humber, Jon Nordling Inbal Becker-Reshef, Brian Barker, Katie McGaughey, Chris Justice, Michel Deshayes Center for Global Agricultural

More information

GEOGLAM Global Agricultural Monitoring. Michel Deshayes

GEOGLAM Global Agricultural Monitoring. Michel Deshayes GEOGLAM Global Agricultural Monitoring Michel Deshayes mdeshayes@geosec.org Outline GEOGLAM and AMIS GEOGLAM Structure and Governance New activities and projects Rangelands and Pasture Monitoring Early

More information

Ера "великих даних" та інноваційні проекти в супутниковому моніторингу

Ера великих даних та інноваційні проекти в супутниковому моніторингу Ера "великих даних" та інноваційні проекти в супутниковому моніторингу Проф. д.т.н. Куссуль Наталія Миколаївна, к.т.н. Колотій А.В., М.С. Лавренюк Інститут космічних досліджень НАН України та ДКА України

More information

Crop Monitoring for Food Security from Space

Crop Monitoring for Food Security from Space San Diego, 18-22 February 2010 AAAS Annual Meeting 1 Crop Monitoring for Food Security from Space Felix Rembold Joint Research Centre (JRC) The European Commission s Research-Based Policy Support Organisation

More information

NASA Assets that Support of the Water- Energy-Food Nexus

NASA Assets that Support of the Water- Energy-Food Nexus NASA Assets that Support of the Water- Energy-Food Nexus Richard Lawford 4 th Regional WEF Nexus Workshop Hilton, Pietermaritzburg, South Africa November 21, 2016 Observation Strategy for the Water Cycle

More information

AMIS 2014 progress and on-going work

AMIS 2014 progress and on-going work AMIS 2014 progress and on-going work François Fonteneau, FAO / ESS 2 nd Joint Workshop on Rice Data for Thailand and the Philippines 3-4 December, Manila 1 Outline 1. AMIS background 2. 2014 Highlights

More information

GEOGLAM Crop Monitor

GEOGLAM Crop Monitor GEOGLAM Crop Monitor No. 28 May 2016 Prepared by members of the GEOGLAM Community of Practice Coordinated by the University of Maryland The Crop Monitor is a part of GEOGLAM, a GEO global initiative. http://www.geoglam-crop-monitor.org/

More information

ANTARES. EuroGEOSS Agriculture Pilot - outline. 1. EO Agriculture Monitoring - MARS, GEOGLAM and the current European contribution

ANTARES. EuroGEOSS Agriculture Pilot - outline. 1. EO Agriculture Monitoring - MARS, GEOGLAM and the current European contribution GEO-XIV - EuroGEOSS launch event EuroGEOSS Agriculture pilot Pr. Pierre Defourny, UCLouvain GEOGLAM/JECAM Co-lead With the contribution of collaborators and leaders of several EU programs and projects

More information

AGRICULTURAL MARKET INFORMATION SYSTEM THIRD SESSION OF THE AMIS RAPID RESPONSE FORUM. Canberra, Australia. Thursday, 6 March 2014

AGRICULTURAL MARKET INFORMATION SYSTEM THIRD SESSION OF THE AMIS RAPID RESPONSE FORUM. Canberra, Australia. Thursday, 6 March 2014 AMIS: RRF/3-2014/2 AMIS Agricultural Market Information System AGRICULTURAL MARKET INFORMATION SYSTEM THIRD SESSION OF THE AMIS RAPID RESPONSE FORUM Canberra, Australia Thursday, 6 March 2014 AMIS progress

More information

CEOS ACQUISITION STRATEGY FOR GEOGLAM

CEOS ACQUISITION STRATEGY FOR GEOGLAM CEOS ACQUISITION STRATEGY FOR GEOGLAM Version 2.0 October 2014 Table of Contents Executive Summary... 2 1 Introduction... 4 1.1 Purpose of the Document... 4 1.2 Scope... 4 1.3 Contents... 4 1.4 Revision

More information

Crop monitoring along the seasons with the Sentinels

Crop monitoring along the seasons with the Sentinels EnGE Crop monitoring along the seasons with the Sentinels The on-going BELCAM, Sen2-Agri, LifeWatch experiences C. Delloye, G. Chomé, M.J. Lambert, S. Bontemps, N. Bellemans, J. Radoux, F. Hawotte, P.

More information

Asia RiCE: Rice Crop Estimation and Monitoring (the role of PALSAR 2)

Asia RiCE: Rice Crop Estimation and Monitoring (the role of PALSAR 2) ALOS Kyoto & Carbon Initiative 22snd Science Team meeting (KC#22) Asia RiCE: Rice Crop Estimation and Monitoring (the role of PALSAR 2) Toshio Okumura (RESTEC) On behalf of the GEOGLAM Asia RiCE team Feb

More information

International Journal "Information Models and Analyses" Vol.1 /

International Journal Information Models and Analyses Vol.1 / International Journal "Information Models and Analyses" Vol.1 / 2012 251 CROP STATE AND AREA ESTIMATION IN UKRAINE BASED ON REMOTE AND IN- SITU OBSERVATIONS Nataliia Kussul, Andrii Shelestov, Sergii Skakun,

More information

Overview: Contents: The Crop Monitor is a part of GEOGLAM, a GEO global initiative.

Overview: Contents: The Crop Monitor is a part of GEOGLAM, a GEO global initiative. The Crop Monitor is a part of GEOGLAM, a GEO global initiative. No. 51 June 2018 www.cropmonitor.org Overview: As of the end of May, conditions of the maize and rice crops are generally favourable while

More information

Collaboration of Space Research Institute NASU-SSAU with EC JRC on satellite monitoring for food security: background and prospects

Collaboration of Space Research Institute NASU-SSAU with EC JRC on satellite monitoring for food security: background and prospects Collaboration of Space Research Institute NASU-SSAU with EC JRC on satellite monitoring for food security: background and prospects Prof. Nataliia Kussul 1 Space Research Institute NASU-SSAU, Ukraine Context

More information

Overview: Contents: The Crop Monitor is a part of GEOGLAM, a GEO global initiative.

Overview: Contents: The Crop Monitor is a part of GEOGLAM, a GEO global initiative. No. 47 February 2018 www.cropmonitor.org Overview: By the end of January, conditions for the four AMIS crops are generally favourable as the northern hemisphere progresses through winter and the southern

More information

Sven Gilliams, VITO TAP SIGMA Consortium

Sven Gilliams, VITO TAP SIGMA Consortium Sven Gilliams, VITO TAP SIGMA Consortium Introduction 2050 70% increase in agricultural productivity? Sustainable intensification of agriculture: Agricultural Expansion Agricultural Intensification 2 3

More information

Background. Chapter (DeFries et al.) in IPAM/ED book (eds: Moutinho + Schwartzman)

Background. Chapter (DeFries et al.) in IPAM/ED book (eds: Moutinho + Schwartzman) Global Observation of Forest and Land Cover Dynamics Monitoring Deforestation for Compensated Reductions Martin Herold ESA GOFC-GOLD Land Cover Project Office FSU Jena, Germany on behalf of GTOS/GOFC-GOLD

More information

Asia-RiCE 2016 Implementation Report

Asia-RiCE 2016 Implementation Report Asia-RiCE 2016 Implementation Report Asia-RiCE has been organised to develop the rice crop estimation and monitoring component for the GEO Global Agricultural Monitoring (GEOGLAM) initiative. GEOGLAM aims

More information

Earth Observation Technologies for Crop Monitoring: A Workshop to Promote Collaborations among GEOGLAM/JECAM/Asia-RiCE 2018

Earth Observation Technologies for Crop Monitoring: A Workshop to Promote Collaborations among GEOGLAM/JECAM/Asia-RiCE 2018 Earth Observation Technologies for Crop Monitoring: A Workshop to Promote Collaborations among GEOGLAM/JECAM/Asia-RiCE 2018 Meeting Objectives 17-20 September 2018 Taichung City (Taiwan) GEO Global Agricultural

More information

Overview of Fire Related Tasks in GEOSS/GEO

Overview of Fire Related Tasks in GEOSS/GEO Global Observation of Forest and Land Cover Dynamics Overview of Fire Related Tasks in GEOSS/GEO Michael Brady 2nd Workshop on Geostationary Fire Monitoring and Applications Darmstadt, 4-6 December 2006

More information

GEO Progress and Issues for the Future

GEO Progress and Issues for the Future GEO Progress and Issues for the Future Jose Achache GEO Secretariat Director 24 th CEOS Plenary Rio de Janeiro 12-15 Oct 2010 GEO, the Group on Earth Observations An Intergovernmental Organization with

More information

SIGMA project. Overview

SIGMA project. Overview SIGMA project Overview Background SIGMA - Facts Start 1 November 2013 30 March 2017 Agriculture AND Environment 22 partners, 17 countries VITO, CIRAD, JRC, IIASA, Alterra, RADI, NMSC, DEIMOS, GeoSAS, RCMRD,

More information

AMIS: IG/5-2014/1 -Rev.2 AGENDA

AMIS: IG/5-2014/1 -Rev.2 AGENDA -Rev.2 AMIS FIFTH SESSION OF THE AMIS GLOBAL FOOD MARKET INFORMATION GROUP MEXICO CITY, MEXICO 20-21 May 2014 Chapultepec Castle Bosque de Chapultepe AGENDA DAY 1: Tuesday, 20 May 2014 Morning: 08:30-13:00

More information

DMC 22m Sensors for Supertemporal Land Cover Monitoring. Gary Holmes DMC International Imaging Ltd June 2014

DMC 22m Sensors for Supertemporal Land Cover Monitoring. Gary Holmes DMC International Imaging Ltd June 2014 DMC 22m Sensors for Supertemporal Land Cover Monitoring Gary Holmes DMC International Imaging Ltd June 2014 DMC 2 nd Generation Satellites UK-DMC2 and Deimos-1 launched 29 th July 2009 650km swath width

More information

K&C Phase 4 Brief project essentials. Asia-RiCE: Rice Crop Estimation and Monitoring. Shin-ichi Sobue Remote Sensing Technology Center of Japan

K&C Phase 4 Brief project essentials. Asia-RiCE: Rice Crop Estimation and Monitoring. Shin-ichi Sobue Remote Sensing Technology Center of Japan K&C Phase 4 Brief project essentials Asia-RiCE: Rice Crop Estimation and Monitoring Shin-ichi Sobue Remote Sensing Technology Center of Japan Science Team meeting #21 Phase 4 Kick-off Kyoto Research Park,

More information

Strengthening agricultural market information in Thailand and the Philippine (MTF/RAS/359/JPN)

Strengthening agricultural market information in Thailand and the Philippine (MTF/RAS/359/JPN) Strengthening agricultural market information in Thailand and the Philippine (MTF/RAS/359/JPN) Kimihiko Eura Project Coordinator FAO Regional Office for Asia and the Pacific (RAP) Outline 1. What is AMIS

More information

Research and Training on Big Data

Research and Training on Big Data Research and Training on Big Data Seminar on Statistical Capacity Building for New Data Sources Keio Plaza Hotel, Tokyo, Japan 8 December 2017 Kaushal Joshi Asian Development Bank Outline Conventional

More information

Asia RiCE Highlights (Asian Rice crop estimation & monitoring)

Asia RiCE Highlights (Asian Rice crop estimation & monitoring) Asia RiCE Highlights (Asian Rice crop estimation & monitoring) Thuy Le Toan CESBIO, Toulouse, France On behalf of the GEOGLAM Asia RiCE team 13/01/2016 1 Importance of rice monitoring in SE Asia Rice is

More information

GEOGLAM RAPP (Rangeland & Pasture Productivity): Context, updates & next steps

GEOGLAM RAPP (Rangeland & Pasture Productivity): Context, updates & next steps Spyglass, QLD, Australia, credits Michael Schaefer CSIRO GEOGLAM RAPP (Rangeland & Pasture Productivity): Context, updates & next steps Alex Held, Flora Kerblat, Juan Guerschman (CSIRO) RAPP workshop ESRIN

More information

Developing a Global Agricultural Monitoring System of Systems

Developing a Global Agricultural Monitoring System of Systems Developing a Global Agricultural Monitoring System of Systems Chris Justice (University of Maryland) and the GEO Agricultural Monitoring ( Ag0703 ) Community of Practice Energy and Food Prices Closely

More information

GEOGLAM Crop Monitor

GEOGLAM Crop Monitor GEOGLAM Crop Monitor No. 26 March 2016 Prepared by members of the GEOGLAM Community of Practice Coordinated by the University of Maryland The Crop Monitor is a part of GEOGLAM, a GEO global initiative.

More information

CEOS STRATEGIC RESPONSE TO GEOGLAM REQUIREMENTS

CEOS STRATEGIC RESPONSE TO GEOGLAM REQUIREMENTS CEOS STRATEGIC RESPONSE TO GEOGLAM REQUIREMENTS Version 3.0 October 2015 Table of Contents Executive Summary... 2 1 Introduction... 4 1.1 Purpose of the Document... 4 1.2 Scope... 4 1.3 Contents... 4 1.4

More information

Mapping smallholder agriculture using simulated Sentinel-2 data; optimization of a Random Forest-based approach and evaluation on Madagascar site

Mapping smallholder agriculture using simulated Sentinel-2 data; optimization of a Random Forest-based approach and evaluation on Madagascar site Mapping smallholder agriculture using simulated Sentinel-2 data; optimization of a Random Forest-based approach and evaluation on Madagascar site Lebourgeois, V., Dupuy, S., Vintrou, E., Ameline, M., Butler,

More information

EO4SD EARTH OBSERVATION FOR SUSTAINABLE DEVELOPMENT

EO4SD EARTH OBSERVATION FOR SUSTAINABLE DEVELOPMENT LARGE-SCALE EXPLOITATION OF SATELLITE DATA IN SUPPORT OF INTERNATIONAL DEVELOPMENT EO4SD EARTH OBSERVATION FOR SUSTAINABLE DEVELOPMENT Agriculture and Rural Development Bolivia and Paraguay Agriculture

More information

Emerging Technologies and Methods in Earth Observation for Agricultural Monitoring

Emerging Technologies and Methods in Earth Observation for Agricultural Monitoring Workshop Report Emerging Technologies and Methods in Earth Observation for Agricultural Monitoring February 13-15, 2018, United States Department of Agriculture, Beltsville Maryland A joint workshop sponsored

More information

GEOGLAM Work Plan: Asia- Rice Crop Estimation and Monitoring Component (Asia-RiCE)

GEOGLAM Work Plan: Asia- Rice Crop Estimation and Monitoring Component (Asia-RiCE) GEOGLAM Work Plan: Asia- Rice Crop Estimation and Monitoring Component (Asia-RiCE) version 1.0 December 2012 Cover + 38 pages List of contents 1 Introduction and Background... 2 1.1 Introduction... 2 1.2

More information

Ukraine. Space Research Institute

Ukraine. Space Research Institute Ukraine Demonstration objectives Space Research Institute Todeliver consistent information at field scalefor Ukraine using Sen2Agri system: Crop mask; Crop type; Crop status; Early crop area indicators,

More information

Emerging Technologies and Methods in Earth Observation for Agricultural Monitoring Feb. 13, 2018 National Agricultural Library

Emerging Technologies and Methods in Earth Observation for Agricultural Monitoring Feb. 13, 2018 National Agricultural Library State of the Practice, USDA-FAS Perspective 1 Emerging Technologies and Methods in Earth Observation for Agricultural Monitoring Feb. 13, 2018 National Agricultural Library USDA Bob Tetrault: Deputy Director,

More information

Cropland Mapping with Satellite Data

Cropland Mapping with Satellite Data Cropland Mapping with Satellite Data Rick Mueller Head/Spatial Analysis Research USDA/National Agricultural Statistics Service Border-Area Water Management Remote Sensing Workshop Agenda Cropland Data

More information

GEOGLAM Crop Monitor February 2016

GEOGLAM Crop Monitor February 2016 GEOGLAM Crop Monitor February 2016 No. 25 Prepared by members of the GEOGLAM Community of Practice Coordinated by the University of Maryland Conditions at a glance for AMIS countries (as of January 28th)

More information

COMMITTEE ON WORLD FOOD SECURITY

COMMITTEE ON WORLD FOOD SECURITY September 2012 CFS 2012/39/Inf.14 E COMMITTEE ON WORLD FOOD SECURITY Thirty-ninth Session Rome, Italy, 15-20 October 2012 UPDATE O THE AGRICULTURAL MARKET I FORMATIO SYSTEM (AMIS) This document is printed

More information

Monitoring Crop Leaf Area Index (LAI) and Biomass Using Synthetic Aperture Radar (SAR)

Monitoring Crop Leaf Area Index (LAI) and Biomass Using Synthetic Aperture Radar (SAR) Monitoring Crop Leaf Area Index (LAI) and Biomass Using Synthetic Aperture Radar (SAR) Mehdi Hosseini, Heather McNairn, Andrew Davidson, Laura Dingle-Robertson *Agriculture and Agri-Food Canada JECAM SAR

More information

Asia-RiCE 2017/Phase 2 Implementation Report

Asia-RiCE 2017/Phase 2 Implementation Report Asia-RiCE 2017/Phase 2 Implementation Report Asia-RiCE has been organised to develop the rice crop estimation and monitoring component for the GEO Global Agricultural Monitoring (GEOGLAM) initiative. GEOGLAM

More information

Crop monitoring and yield forecasting MARS activities in South America

Crop monitoring and yield forecasting MARS activities in South America Crop monitoring and yield forecasting MARS activities in South America Raúl LÓPEZ LOZANO European Commission, Joint Research Centre GLOBCAST dissemination event Conference Centre Albert Borschette Brussels,

More information

JECAM SAR cross sites experiments

JECAM SAR cross sites experiments JECAM SAR cross sites experiments H. McNairn, I. Jarvis, A.Davidson, P. Defourny, G. Chomé, F. Waldner Agriculture and Agri-food Canada UCLouvain-Geomatics, Belgium and the JECAM SAR researchers and/or

More information

By V. Otieno, E. Kayijamahe & A. Royer

By V. Otieno, E. Kayijamahe & A. Royer 13 th EUMETSAT Users Forum - September 2018 IGAD Climate Prediction and Applications Centre - ICPAC USE OF MESA STATIONS FOR NATURAL RESOURCE AND FOOD SECURITY MONITORING By V. Otieno, E. Kayijamahe &

More information

The food security issue Remote Sensing tells us the truth! --- Bart Deronde

The food security issue Remote Sensing tells us the truth! --- Bart Deronde The food security issue Remote Sensing tells us the truth! --- Bart Deronde Food Security exist when all people at all times have physical, social and economic access to sufficient, safe and nutritious

More information

New Capabilities in Earth Observation for Agriculture

New Capabilities in Earth Observation for Agriculture New Capabilities in Earth Observation for Agriculture Training course on the use of satellite products for drought monitoring and agro-meteorological applications Budapest, 25 April 2017 Espen Volden,

More information

Oct Chiang Mai, attending CEOS Cal/Val Workshop Group Meeting

Oct Chiang Mai, attending CEOS Cal/Val Workshop Group Meeting 1 Oct 2006 - Chiang Mai, attending CEOS Cal/Val Workshop Group Meeting 2 The NASA Land-Cover/Land- Use Change (LCLUC) Science: Focus on South/Southeast Asia Garik Gutman, LCLUC Program Manager NASA Headquarters

More information

Asia-Rice team Update. Shinichi Sobue, Kei Oyoshi and Tsugito Nagano On behalf of Asia Rice crop team (Asia-RiCE) February 27, 2014

Asia-Rice team Update. Shinichi Sobue, Kei Oyoshi and Tsugito Nagano On behalf of Asia Rice crop team (Asia-RiCE) February 27, 2014 Asia-Rice team Update Shinichi Sobue, Kei Oyoshi and Tsugito Nagano On behalf of Asia Rice crop team (Asia-RiCE) February 27, 2014 G20 France 2011 Summit Final Declaration Action Plan on food price volatility

More information

Disaster Early Warning and Response Activities at RCMRD Tesfaye Korme (Ph.D), Regional Centre for Mapping of Resources for Development

Disaster Early Warning and Response Activities at RCMRD Tesfaye Korme (Ph.D), Regional Centre for Mapping of Resources for Development Satellite Earth Observation & Disaster Risks Disaster Early Warning and Response Activities at RCMRD Tesfaye Korme (Ph.D), Regional Centre for Mapping of Resources for Development RCMRD and its member

More information

Crop Growth Monitor System with Coupling of AVHRR and VGT Data 1

Crop Growth Monitor System with Coupling of AVHRR and VGT Data 1 Crop Growth Monitor System with Coupling of AVHRR and VGT Data 1 Wu Bingfng and Liu Chenglin Remote Sensing for Agriculture and Environment Institute of Remote Sensing Application P.O. Box 9718, Beijing

More information

SUDAN-White Nile Site

SUDAN-White Nile Site SUDAN-White Nile Site Ministry of Agriculture and Forests Planning and Agricultural Economic Administration GIS&RS Unit Demonstration objectives; use case benefits and uptake Assess the products accuracy

More information

EO4SDGs and Disaster Risk Reduction Virginia Burkett Chief Scientist, USGS Climate and Land Use Change

EO4SDGs and Disaster Risk Reduction Virginia Burkett Chief Scientist, USGS Climate and Land Use Change EO4SDGs and Disaster Risk Reduction Virginia Burkett Chief Scientist, USGS Climate and Land Use Change U.S. Department of the Interior U.S. Geological Survey United Nations (2015): Sendai Framework for

More information

CEOS. Working Group on Calibration and Validation

CEOS. Working Group on Calibration and Validation CEOS Working Group on Calibration and Validation CEOS WGCV The Working Group on Calibration and Validation (WGCV) was established in 1984. This resulted from the recognition that calibration and validation

More information

Cropping Intensity Xiangming Xiao

Cropping Intensity Xiangming Xiao Cropping Intensity Xiangming Xiao Department of Botany and Microbiology, College of Arts and Sciences Center for Spatial Analysis, College of Atmospheric & Geographic Sciences University of Oklahoma, Norman,

More information

H2020 SENSAGRI project: developing prototypes for new Copernicus services for agriculture

H2020 SENSAGRI project: developing prototypes for new Copernicus services for agriculture GEOINT for Environmental Compliance Assurance in rural areas/agriculture H2020 SENSAGRI project: developing prototypes for new Copernicus services for agriculture Antonio Ruiz Verdú University of Valencia

More information

Remote Sensing for Monitoring USA Crop Production: What is the State of the Technology

Remote Sensing for Monitoring USA Crop Production: What is the State of the Technology Remote Sensing for Monitoring USA Crop Production: What is the State of the Technology Monitoring Food Security Threats from Space - A CELC Seminar Centurion, SA 21 April 2016 David M. Johnson Geographer

More information