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DSS for monitoring agro-meteorological
and crop conditions in India using remote
sensing for agro-advisory services
Vinay Sehgal, Malti Singh, Rakeshwar Verma,
Ananta Vashisth, Himanshu Pathak
ICAR - Indian Agricultural Research Institute, New Delhi – 110012
(www.iari.res.in)
Montpellier
March 16-18, 2015
RationaleSmart Agriculture
Based on informed decisions
By policy makers (Federal & State)
By stakeholders (Farmers, Researchers, Developmental agencies)
To fulfil immediate requirements and long term sustainability goal
Hypothesis
Real time monitoring of crop conditions at regional scales as affected by
climatic stresses for suggesting contingency measures to stakeholders andclimatic stresses for suggesting contingency measures to stakeholders and
likely food situation (Production forecast) to policy makers is one of the
broad strategies of climate smart agriculture.
Remote Sensing technology
Range of Spatial / Spectral Resolutions – field scale to regional scale
Repetitive – for regular monitoring
Indices directly observe crop vigour and crop environment
Multiple sources and historical standardized datasets
The IARI Satellite Ground Station (NICRA)The IARI Satellite Ground Station (NICRA)
First such system in an
Agricultural Institute
Receive direct
broadcast of remote
sensing data from
satellites
US, European, Chinese
and Indian satelliteand Indian satellite
Mid China to Indian
Ocean : Mid Iran to
Myanmar
End-of-pass to level-2
product in less than 10
min
Temporal Aggregation
BioGeo-physical Products
[Rainfall, LST(D,N), NDVI]
Pre-processing
Historical Images
(2000-2013)
In season
images
The System (v1.0) Overview
GIS maps
Temporal Aggregation
Spatial Aggregation (District)
Computation of Indices
[SPI, TCI (D,N), CCI]
Central Database
Web Portal
(http://creams.iari.res.in)
Graph & Tables
METHODOLOGY
Parameter
Daily Rainfall
Daily NDVI
Day Land Surface
Index
Weekly Standardized
Precipitation Index
(SPI)
Fortnightly Crop
Condition Index (CCI)
Weekly DaytimeDay Land Surface
Temperature (LST)
Night Land Surface
Temperature (LST)
Weekly Daytime
Temperature
Condition Index (TCI-
day)
Weekly Night time
Temperature
Condition Index (TCI-
night)
METHODODLOGY
Standardized Precipitation Index (SPI)
Index of rainfall anomaly
Comparable across regions
& time scale
Classification of SPI values
2.0+ Extremely wet
1.5 to 1.99 Very wet
1.0 to 1.49 Moderately wet
-.99 to .99 Near normal
-1.0 to -1.49 Moderately dry
-1.5 to -1.99 Severely dry
-2 and less Extremely dry
METHODODLOGY
Crop Condition Index (CCI)
Index of crop greenness/health
Based on NDVI scaling
Comparable across regions
& time scale
Classification of CCI values
< 20 % Very poor
20 – 40 % Poor
40 – 60% Normal
60 – 80% Good
> 80% Very Good
(NDVIJ – NDVImin) *100
CCIJ =-------------------------------
(NDVImax – NDVImin)
METHODODLOGY
Temp. Condition Index (TCI)
Index of surface Temperature
Separate for Day & Night
Comparable across regions
& time scale
Classification of TCI values
(LSTmax – LSTj) *100
TCIJ =-------------------------------
(LSTmax – LSTmin)
< 20 % Very Hot
20 – 40 % Hot
40 – 60% Normal
60 – 80% Cool
> 80% Very Cool
Suit of Technologies
Specification
- Automatized the workflow (C, IDL)
- Map preparation in ArcGIS
- Database: MySQL
- Web programming: PhP
- Web server: Apache tomcat
Visualization
http://creams.iari.res.in
Visualization
- Country Level: as periodic &
seasonal maps
- District level: Temporal profile of
parameters in current season as
compared to previous year and
average
Rainfall Monitoring Kharif 2014-15 (periodic)
Rainfall Monitoring Kharif 2014-15 (seasonal)
Rainfall Monitoring
Kharif season (2013-14) Kharif season (2014-15)
Kharif 2014-15
Temperature Condition index (day) (Periodic)
Kharif 2014-15
Temperature Condition index (day) (Seasonal)
Kharif 2014
Temperature Condition index (night) (Periodic)
Kharif 2014-15
Temperature Condition index (night) (Seasonal)
Kharif 2014-15
Crop Condition Index (Periodic)
Kharif 2014-15
Crop Condition Index (Seasonal)
Wheat Total
Seasonal
Rabi 2013 -14
Districts with wheat crop area more than 10% of Net Sown Area
Kharif 2014-15
Rice Total
Seasonal
Cumulative SPI of Rabi Season
(29-Oct-14 to 11-Mar-2015)
Extremely wet/very wet conditions over
many parts of North Punjab, foothills of
Himachal, southern districts of Haryana,
Delhi, few districts of east-central Uttar
Pradesh and Marthawada region of
Maharashtra.
Highlights
Moderately wet conditions observed in
Hilly districts of Himachal, northern Haryana,
Central Uttar Pradesh, Madhya Pradesh and
Saurashtra.
Extremely dry/ severely dry conditions
were observed over many parts of Tamil
Nadu, in few southern districts of Andhra
Pradesh and Karnataka,
Rest of the country experienced normal
conditions.
District Level Time
Series Data
Case of Extreme Rainfall in March 2015
Jalandhar
Shivpuri
Comparing Jalandhar & Shivpuri situation
Two districts need differential Contingency MeasuresTwo districts need differential Contingency Measures
Surface
Observations-
Manned/
Automatic
Upper-Air
Observations
Aircraft Reports
Ship Reports
Multi
Modal
Ensemble
Medium Range Weather Forecast Based Agro-Advisory System
Medium
Range
Forecast
District level
Forecast
Subject
Experts
Agromet
Advisory
Remote
Sensing
Indices
Satellite
Observations
Ocean Buoys
data
Global
Data
Advisory
Bulletin
National Level
For Planners
District Level
For Farmers
Radio/TV SMS PrintEmail
Wheat Yield Forecasting – Group of DistrictsWheat Yield Forecasting – Group of Districts
Punjab & Haryana Agro-ecoregions
The Models and their PerformanceThe Models and their Performance
Forecast for 2013-2014 Change over previous year
Production
(M t)
Yield
(t/ha)
Production (%) Yield (%)
Punjab 16.97 4.84 + 2.2 + 2.3
The ForecastsThe Forecasts
Haryana 11.48 4.59 + 3.0 + 2.9
First Forecast
Used Satellite Data upto 20 March 2014.
Summary & Path Ahead
It is a prototype system in its initial development
/validation phase
The information generated is both complementary and
supplementary to current system with potential for
improving the agro-advisories at national scale.
Some more bio-physical product based indices, esp.
those related to canopy and soil moisture to bethose related to canopy and soil moisture to be
included
Generating and hosting pixel level indices maps for
visualizing sub-district scale variability
Working on linking remote sensing inputs into crop
simulation model for What-if analysis for advisory and
better yield forecasting
sehgal@iari.res.in
vksehgal@gmail.com
http://creams.iari.res.inhttp://creams.iari.res.in
Acknowledgements:
ICAR - National Initiative of Climate Resilient Agriculture (NICRA) project
CGIAR – Climate Change Agriculture and Food Security (CCAFS) programme

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DSS for monitoring agro-meteorological and crop conditions in India

  • 1. DSS for monitoring agro-meteorological and crop conditions in India using remote sensing for agro-advisory services Vinay Sehgal, Malti Singh, Rakeshwar Verma, Ananta Vashisth, Himanshu Pathak ICAR - Indian Agricultural Research Institute, New Delhi – 110012 (www.iari.res.in) Montpellier March 16-18, 2015
  • 2. RationaleSmart Agriculture Based on informed decisions By policy makers (Federal & State) By stakeholders (Farmers, Researchers, Developmental agencies) To fulfil immediate requirements and long term sustainability goal Hypothesis Real time monitoring of crop conditions at regional scales as affected by climatic stresses for suggesting contingency measures to stakeholders andclimatic stresses for suggesting contingency measures to stakeholders and likely food situation (Production forecast) to policy makers is one of the broad strategies of climate smart agriculture. Remote Sensing technology Range of Spatial / Spectral Resolutions – field scale to regional scale Repetitive – for regular monitoring Indices directly observe crop vigour and crop environment Multiple sources and historical standardized datasets
  • 3. The IARI Satellite Ground Station (NICRA)The IARI Satellite Ground Station (NICRA) First such system in an Agricultural Institute Receive direct broadcast of remote sensing data from satellites US, European, Chinese and Indian satelliteand Indian satellite Mid China to Indian Ocean : Mid Iran to Myanmar End-of-pass to level-2 product in less than 10 min
  • 4. Temporal Aggregation BioGeo-physical Products [Rainfall, LST(D,N), NDVI] Pre-processing Historical Images (2000-2013) In season images The System (v1.0) Overview GIS maps Temporal Aggregation Spatial Aggregation (District) Computation of Indices [SPI, TCI (D,N), CCI] Central Database Web Portal (http://creams.iari.res.in) Graph & Tables
  • 5. METHODOLOGY Parameter Daily Rainfall Daily NDVI Day Land Surface Index Weekly Standardized Precipitation Index (SPI) Fortnightly Crop Condition Index (CCI) Weekly DaytimeDay Land Surface Temperature (LST) Night Land Surface Temperature (LST) Weekly Daytime Temperature Condition Index (TCI- day) Weekly Night time Temperature Condition Index (TCI- night)
  • 6. METHODODLOGY Standardized Precipitation Index (SPI) Index of rainfall anomaly Comparable across regions & time scale Classification of SPI values 2.0+ Extremely wet 1.5 to 1.99 Very wet 1.0 to 1.49 Moderately wet -.99 to .99 Near normal -1.0 to -1.49 Moderately dry -1.5 to -1.99 Severely dry -2 and less Extremely dry
  • 7. METHODODLOGY Crop Condition Index (CCI) Index of crop greenness/health Based on NDVI scaling Comparable across regions & time scale Classification of CCI values < 20 % Very poor 20 – 40 % Poor 40 – 60% Normal 60 – 80% Good > 80% Very Good (NDVIJ – NDVImin) *100 CCIJ =------------------------------- (NDVImax – NDVImin)
  • 8. METHODODLOGY Temp. Condition Index (TCI) Index of surface Temperature Separate for Day & Night Comparable across regions & time scale Classification of TCI values (LSTmax – LSTj) *100 TCIJ =------------------------------- (LSTmax – LSTmin) < 20 % Very Hot 20 – 40 % Hot 40 – 60% Normal 60 – 80% Cool > 80% Very Cool
  • 9. Suit of Technologies Specification - Automatized the workflow (C, IDL) - Map preparation in ArcGIS - Database: MySQL - Web programming: PhP - Web server: Apache tomcat Visualization http://creams.iari.res.in Visualization - Country Level: as periodic & seasonal maps - District level: Temporal profile of parameters in current season as compared to previous year and average
  • 10. Rainfall Monitoring Kharif 2014-15 (periodic)
  • 11. Rainfall Monitoring Kharif 2014-15 (seasonal)
  • 12. Rainfall Monitoring Kharif season (2013-14) Kharif season (2014-15)
  • 13. Kharif 2014-15 Temperature Condition index (day) (Periodic)
  • 14. Kharif 2014-15 Temperature Condition index (day) (Seasonal)
  • 15. Kharif 2014 Temperature Condition index (night) (Periodic)
  • 16. Kharif 2014-15 Temperature Condition index (night) (Seasonal)
  • 17. Kharif 2014-15 Crop Condition Index (Periodic)
  • 18. Kharif 2014-15 Crop Condition Index (Seasonal)
  • 19. Wheat Total Seasonal Rabi 2013 -14 Districts with wheat crop area more than 10% of Net Sown Area
  • 21. Cumulative SPI of Rabi Season (29-Oct-14 to 11-Mar-2015) Extremely wet/very wet conditions over many parts of North Punjab, foothills of Himachal, southern districts of Haryana, Delhi, few districts of east-central Uttar Pradesh and Marthawada region of Maharashtra. Highlights Moderately wet conditions observed in Hilly districts of Himachal, northern Haryana, Central Uttar Pradesh, Madhya Pradesh and Saurashtra. Extremely dry/ severely dry conditions were observed over many parts of Tamil Nadu, in few southern districts of Andhra Pradesh and Karnataka, Rest of the country experienced normal conditions.
  • 23. Case of Extreme Rainfall in March 2015 Jalandhar Shivpuri
  • 24. Comparing Jalandhar & Shivpuri situation Two districts need differential Contingency MeasuresTwo districts need differential Contingency Measures
  • 25. Surface Observations- Manned/ Automatic Upper-Air Observations Aircraft Reports Ship Reports Multi Modal Ensemble Medium Range Weather Forecast Based Agro-Advisory System Medium Range Forecast District level Forecast Subject Experts Agromet Advisory Remote Sensing Indices Satellite Observations Ocean Buoys data Global Data Advisory Bulletin National Level For Planners District Level For Farmers Radio/TV SMS PrintEmail
  • 26. Wheat Yield Forecasting – Group of DistrictsWheat Yield Forecasting – Group of Districts Punjab & Haryana Agro-ecoregions
  • 27. The Models and their PerformanceThe Models and their Performance
  • 28. Forecast for 2013-2014 Change over previous year Production (M t) Yield (t/ha) Production (%) Yield (%) Punjab 16.97 4.84 + 2.2 + 2.3 The ForecastsThe Forecasts Haryana 11.48 4.59 + 3.0 + 2.9 First Forecast Used Satellite Data upto 20 March 2014.
  • 29. Summary & Path Ahead It is a prototype system in its initial development /validation phase The information generated is both complementary and supplementary to current system with potential for improving the agro-advisories at national scale. Some more bio-physical product based indices, esp. those related to canopy and soil moisture to bethose related to canopy and soil moisture to be included Generating and hosting pixel level indices maps for visualizing sub-district scale variability Working on linking remote sensing inputs into crop simulation model for What-if analysis for advisory and better yield forecasting
  • 30. sehgal@iari.res.in vksehgal@gmail.com http://creams.iari.res.inhttp://creams.iari.res.in Acknowledgements: ICAR - National Initiative of Climate Resilient Agriculture (NICRA) project CGIAR – Climate Change Agriculture and Food Security (CCAFS) programme