Drought monitoring & prediction in India_Vimal Mishra,IIT Gandhinagar_ 16 October 2014
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Transcript of Drought monitoring & prediction in India_Vimal Mishra,IIT Gandhinagar_ 16 October 2014
Drought Monitoring and Prediction in India
Vimal Mishra, Assistant ProfessorIIT Gandhinagar
Drought: often among forgotten disasters
Rajasthan in India, which has suffered five consecutive years of drought (The Hindustan times, 24th May, 2003).
Of the 608 million people affected by disasters in 2002, 300 million were hit by drought in India.
Source: BBC
IntroductionCrops in India Wilt in a Weak Monsoon Season (Drought , 2012)
Source: NY Times
http://kmhouseindia.blogspot.com
Drought and Food Related Challenges
Alarming food security threat in India ……..
Source: International Food Policy Research Institute
Increasing water stress and depleting groundwater resources……..
Vorosmorty et al. 2008
Rodell et al., 2009
Drought and Water Related Challenges
Problem statement:Necessity of Real Time Drought
Monitoring• Rapid groundwater depletion (4 cm/year) between
2002 to 2008• Low irrigation efficiency and high groundwater
extraction• Higher dependency on precipitation and soil
moisture• Real-time information on droughts may help in
planning and decision making• Our country lacks a high resolution real-time
drought monitor
http://sac.csic.es/spei/map/maps.html
http://www.imd.gov.in/section/hydro/dynamic/seasonal-rainfall.htm
Global Drought Early Warning System (Pozzi et al. 2013)
ApproachPrecipitation data from Tropical Rainfall Measuring Mission (TRMM), NASA
0.25 degree, daily satellite based TRMM 3B42RTv7 product is used.
Temperature data from Global Ensemble Forecast System Analysis (GEFS)
1 degree, daily, control condition, from GEFS is used.1 degree temperature is regridded to 0.25 degree using
Maurer et al. 2002
Both real-time precipitation and temperature are bias-corrected With respect to climatology from IMD
Land Surface Model- The VIC modelMacro-scale hydrologic modelSub-grid variability in land, vegetation,
soil moisture, etc. can be defined statisticallyWater balance mode is used
Experimental Drought Monitor
https://sites.google.com/a/iitgn.ac.in/india_drought_monitor/home
Operates at 25 km resolution at 1-day lag
Drought Monitor
Fig: Flow-chart of drought monitor
Bias-corrected
TRMM
Bias-corrected
GEFS
The VIC Model
Soil Moisture
Runoff
SPI SSI SRI
Validation
Fig: Comparison of drought indices from the Experimental Drought Monitor against the satellite based drought index (DSI) for the monsoon season drought in 2002
Agricultural drought is well comparable to remotely sensed Drought Severity Index (Mu et al., 2013)
SPI
SRI
SSI
DSI
Shah and Mishra (2014)
Validation
Development of a robust drought index using precipitation, soil moisture, and NDVI
SPI+SSI+NDVI= new drought index
Monthly Scale
Shah and Mishra (in preparation)
Validation
Development of a robust drought index using precipitation, soil moisture, and NDVI
SPI+SSI+NDVI= new drought index
Weekly Scale
Shah and Mishra (in preparation)
Agricultural Drought- District level
Fig: 1-month Standardized Soil Moisture Index on 24th September, 2014 in North-Central India
Fig: Divisions of India, for viewing drought at district level
Drought monitoring can be further improved using high resolution rainfall data
Precipitation Monitoring and Forecast
Short-term precipitation forecast can help in multiple ways
Severe flooding in Jammu and Kashmir due to heavy rain on 4th September
Data source is TRMM
Short-term Forecast
Short-term precipitation forecast for HudHud
Forecast Date: 9th October 2014
Short-term precipitation forecast for HudHud
Forecast Date: 11th October 2014
Drought Forecasting
Fig: 7-day lead forecast of drought based on Soil Moisture Percentiles and Runoff Percentiles
Precipitation and Temperature forecast from NCEP Global Ensemble Forecast System
Forced in LSM
Shah and Mishra (in review)
Related publications1. Shah, Reepal and Vimal Mishra (2014b). Development of an
Experimental Near-real Drought Monitor for India. Journal of Hydrometeorology (preprint). http://journals.ametsoc.org/doi/abs/10.1175/JHM-D-14-0041.1
2. Mishra, Vimal, Reepal, Shah, and Bridget,Thrasher, (2014) Soil Moisture Droughts under the Retrospective and Projected Climate in India. Journal of Hydrometeorology, AMS(preprint). http://dx.doi.org/10.1175/JHM-D-13-0177.1
3. Shah, Reepal, and Vimal Mishra, 2014a: Evaluation of the Reanalysis Products for the Monsoon Season Droughts in India. J. Hydrometeor, 15, 1575–1591. doi: http://dx.doi.org/10.1175/JHM-D-13-0103.1
Thank you
AcknowledgementsFunding agency: Medialab Asia, Department of
Information Technology Measurement to Management (M2M): Improved water use efficiency and agricultural productivity
through experimental sensor network
For more information please visit: https://sites.google.com/a/iitgn.ac.in/india_droug
ht_monitor/