SlideShare una empresa de Scribd logo
1 de 17
11/08/1629 November – 1 December 2016, IITM, Pune, India
Priya P
PhD Student
Email: priya@tropmet.res.in
IUKWC Workshop on
“Developing Hydro-climatic
Services for Water Security”
2010 Pakistan Floods
Introduction Motivation Objective Methodology Results Conclusions
Event could have been predicted two
weeks in advance (Webster et. al. 2011)
Northwest India-Pakistan flood 29 July 2010
TRMM3b42 Precipitation
ERA Interim wind at 700hPa
Webster et al,2011
mm/d
Introduction Motivation Objective Methodology Results Conclusions
2010
CLIM
Mean sea level pressure (hPa) for JJAS 2010
 Connection with Russian heat wave–wildfires (Lau and Kim , 2012)
 Interaction between mid-latitude disturbance and monsoon surges (Hong et al., 2011)
 Persistent increase in conditional instabilities (Wang et al. 2011)
Convection of ocean character (Houze et al. 2011)
Westward shift of West Pacific Subtropical High associated with LaNina (Mujumdar et al. 2012)
Hong et al. 2011
Mujumdar et al. (2012)
TRMM (Rainfall) & NCEP
(Moisture Transport)
JJAS Climatology
TRMM (Rainfall) & NCEP
(Moisture Transport)
“2010” JJAS Anomalies
• Strong east-west rainfall gradient
over equatorial west Pacific
• Suppressed rainfall over equatorial
Indian Ocean
• Suppressed rainfall activity over
Bay of Bengal and Central India
• Anomalous northward moisture
transport over Arabian Sea
• Enhanced seasonal rainfall over
northwest India-Pakistan region
Anomalous features of 2010 Boreal Summer Monsoon Season
Introduction Motivation Objective Methodology Results Conclusions
(0
C)
 Strong SST gradient between
Central & western equatorial
Pacific
 Basin wide type of warming
 Developing Negative IOD over
southeast Indian Ocean
Anomalous SST patterns over
Pacific & Indian Ocean regions were
unique during 2010 La Nina.
SST Anomaly for JJAS 2010
Unique features of 2010 La Nina
Introduction Motivation Objective Methodology Results Conclusions
 Previous studies discussed the
anomalous Atmospheric and Oceanic
features associated with 2010 Indo-
Pak extreme rainfall events.
Though, slowly varying tropical
SSTs can modulate synoptic, sub-
synoptic and meso-scale variabilities,
“specific roles of remote (ENSO)
and regional (ENSO-unrelated)
boundary forcings in the
evolution of 2010 summer
monsoon heavy rainfall events”
was unexplored.
Decomposition of 2010 SST (Compo & Sardeshmukh, 2010 personnel communication)
To delineate the role of ENSO and ENSO-unrelated factors, ensemble simulation experiments
were carried out with different SSTs forcing using variable resolution AGCM (LMDZ4).
Introduction Motivation Objective Methodology Results Conclusions
2010
ENSO
ENSO-Unrelated
LMDZ grid setup for South Asia (shaded region has grid-size < 35 km)
2012
(0-Equator, 45-110E)
Introduction Motivation Objective Methodology Results Conclusions
Extreme convective events & Weibull Distribution
 Statistics of extreme convective events over Indus basin is captured (Priya et al 2015).
ProbabilityDensity
Vertical Velocity (Pa s-1
)
LMDZ4 AGCM
Simulation using
Climatological SST
ensemble mean
Introduction Motivation Objective Methodology Results Conclusions
(Priya et al 2015, J. Climate).
Northwest India-Pakistan region (70°-74°E, 30°-36°N)
Introduction Motivation Objective Methodology Results Conclusions
Extreme convective events & Weibull Distribution
 The “large-scale” summer monsoon climatology is realistically simulated (Sabin et al 2013).
 Statistics of extreme convective events over Indus basin is captured (Priya et al 2015).
SST boundary forcings for the different sets of LMDZ simulation experiments
Serial No. Experiment SST boundary condition
1 C-SST Climatological SST
2 R-SST Real SST for 2010
3 E-SST ENSO-related SST for 2010
4 NE-SST ENSO-unrelated SST for 2010
5 NE-IO-SST ENSO-unrelated SST for 2010 over Indian Ocean
Rainfall and Moisture Transport Anomalies for JJAS 2010
Observation
TRMM (Rainfall) &
NCEP (Moisture Transport)
Simulation
LMDZ4 AGCM
R-SST ensemble mean
Introduction Motivation Objective Methodology Results Conclusions
Vertical Velocity (Pa s-1
)
ProbabilityDensity
(70-74ºE & 30-36ºN)Weibull Distribution
&
Extreme Convection
Introduction Motivation Objective Methodology Results Conclusions
OBS (NCEP) MODEL (R-SST)
Western Indian Ocean
Eastern Indian Ocean
Meridional cell
averaged over
(60°-75°E)
Meridional cell
averaged over
(85°-110°E)
Rainfall and Moisture Transport
Anomalies JJAS 2010 -OBS
Rainfall and Moisture Transport
Anomalies JJAS 2010 -LMDZ
Introduction Motivation Objective Methodology Results Conclusions
Near Equatorial region
OBS (NCEP) MODEL (R-SST)
Zonal-cell
averaged
over
(15°S-0°)
?Roles of ENSO and ENSO-unrelated SSTs on the northwest Indo-Pak rainfall events ?
Rainfall and Moisture Transport
Anomalies JJAS 2010 -OBS
Rainfall and Moisture Transport
Anomalies JJAS 2010 -LMDZ
The LMDZ model experiment using 2010 real SST simulates observed
atmospheric circulation features and rainfall anomalies over the Indo-Pak region
Introduction Motivation Objective Methodology Results Conclusions
E-SST
NE-SST
NE-IO-SST
NE-SST & NE-IO-SST simulations
reproduces extreme convective activities
and anomalous positive rainfall over
northwest India-Pakistan region.
Vertical Velocity (Pa s-1
)
ProbabilityDensity
Specific roles of Indo-Pacific
SSTs
SST boundary forcings for the different sets of LMDZ simulation experiments
Serial No. Experiment SST boundary condition
1 C-SST Climatological SST
2 R-SST Real SST for 2010
3 E-SST ENSO related SST for 2010
4 NE-SST ENSO-unrelated SST for 2010
5 NE-IO-SST ENSO-unrelated SST for 2010 over Indian Ocean
E-SSTNE-SST
Introduction Motivation Objective Methodology Results Conclusions
E-SSTNE-SST
Meridional cell
averaged over
(60°-75°E)
Western Indian Ocean
Near Equatorial region
Zonal-cell
averaged over
(15° S-0°)
E-SST
NE-SST
Introduction Motivation Objective Methodology Results Conclusions
Conclusion
This study points to the key-role of Indian Ocean SST anomaliesrole of Indian Ocean SST anomalies in inducing the northward
moisture transport from AS into sub-tropical Indo-Pak region in the background of modulated
large-scale Indo-Pacific summer monsoon circulation by Pacific SST anomalies during 2010.
DD
CC
DD
CC
SST
Precipitation
CC
DD
CC
DDCC
CC
SST
Precipitation
La Nina SST
over Pacific
Westward shift of the West Pacific Subtropical High
Weaker convection over Bay of Bengal
Indian
Ocean SST
Cyclonic convergence over south-eastern Indian Ocean
Divergence over central and western equatorial Indian Ocean
Enhanced convection and northward moisture transport over northern Arabian Sea
Heavy rainfall activity over north-west India Pakistan region during 2010
11/08/16
Introduction Motivation Objective Methodology Results Conclusions
Northwest India-Pakistan flood 29 July 2010
TRMM3b42 Precipitation
ERA Interim wind at 700hPa
Heavy precipitation activity over
Western Himalaya

Midlatitude trough activity 
Southerly wind over Arabian Sea 
Moisture flux convergence over WH 
Trend in frequency of Extreme rain events ( R > 99th
pctl)
APHRODITE Precipitation data 1951-2007
11/08/16
 Weakening trend of the
monsoon large-scale
facilitated the enhancement
of cyclonic trough activity
over the WH and increases
moisture convergence over
the WH region associated
with stronger southerly flows
from the Arabian Sea during
the recent decades.
 These two results suggest an
increasing probability of the
type of extreme precipitation event that results from the combination of large-scale
moisture flux (associated with a westward extended monsoonal trough) and a
southward protruding mid-latitude westerly trough.
Introduction Motivation Objective Methodology Results Conclusions
Results highlight the importance of a detailed monitoring of the Indian Ocean variability andthe importance of a detailed monitoring of the Indian Ocean variability and
conditions,conditions, through dedicated observation systems, for improving the accuracy of “extended-
range” prediction of future heavy rainfall events in the Indian Ocean and adjacent subtropicalprediction of future heavy rainfall events in the Indian Ocean and adjacent subtropical
areasareas, which are projected to be more frequent in the future warming climate
Thank You.!

Más contenido relacionado

La actualidad más candente

IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...India UK Water Centre (IUKWC)
 
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...India UK Water Centre (IUKWC)
 
SWAT Toulouse 2013 Presentation
SWAT Toulouse 2013 PresentationSWAT Toulouse 2013 Presentation
SWAT Toulouse 2013 PresentationBudi
 
Masters Thesis Defense Presentation
Masters Thesis Defense PresentationMasters Thesis Defense Presentation
Masters Thesis Defense Presentationnancyanne
 
Master's course defense presentation in Water Resource Management and GIS
Master's course defense presentation in Water Resource Management and GIS  Master's course defense presentation in Water Resource Management and GIS
Master's course defense presentation in Water Resource Management and GIS Tooryalay Ayoubi
 
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...India UK Water Centre (IUKWC)
 
Climate downscaling
Climate downscalingClimate downscaling
Climate downscalingIC3Climate
 
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...India UK Water Centre (IUKWC)
 
Publication_Draft_09Aug
Publication_Draft_09AugPublication_Draft_09Aug
Publication_Draft_09AugKevin Schmidt
 
Modeling Past and Future Climate
Modeling Past and Future ClimateModeling Past and Future Climate
Modeling Past and Future ClimateAndreas Schmittner
 
Measuring Ice Mass Loss from Melting Ice Sheets
Measuring Ice Mass Loss from Melting Ice SheetsMeasuring Ice Mass Loss from Melting Ice Sheets
Measuring Ice Mass Loss from Melting Ice SheetsChristopher Harig
 
SWOT_Fu_2011_IGARSS.ppt
SWOT_Fu_2011_IGARSS.pptSWOT_Fu_2011_IGARSS.ppt
SWOT_Fu_2011_IGARSS.pptgrssieee
 
DSD-INT 2021 Keynote - The IPCC AR6 assessment - What’s in it for FEWS - van ...
DSD-INT 2021 Keynote - The IPCC AR6 assessment - What’s in it for FEWS - van ...DSD-INT 2021 Keynote - The IPCC AR6 assessment - What’s in it for FEWS - van ...
DSD-INT 2021 Keynote - The IPCC AR6 assessment - What’s in it for FEWS - van ...Deltares
 

La actualidad más candente (20)

IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
 
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
 
SWAT Toulouse 2013 Presentation
SWAT Toulouse 2013 PresentationSWAT Toulouse 2013 Presentation
SWAT Toulouse 2013 Presentation
 
Masters Thesis Defense Presentation
Masters Thesis Defense PresentationMasters Thesis Defense Presentation
Masters Thesis Defense Presentation
 
Master's course defense presentation in Water Resource Management and GIS
Master's course defense presentation in Water Resource Management and GIS  Master's course defense presentation in Water Resource Management and GIS
Master's course defense presentation in Water Resource Management and GIS
 
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
 
Mauro Sulis
Mauro SulisMauro Sulis
Mauro Sulis
 
Alberto Bellin
Alberto BellinAlberto Bellin
Alberto Bellin
 
Climate downscaling
Climate downscalingClimate downscaling
Climate downscaling
 
Alfonso Senatore
Alfonso SenatoreAlfonso Senatore
Alfonso Senatore
 
Swat modeling of nutrient bieger
Swat modeling of nutrient   biegerSwat modeling of nutrient   bieger
Swat modeling of nutrient bieger
 
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
 
Publication_Draft_09Aug
Publication_Draft_09AugPublication_Draft_09Aug
Publication_Draft_09Aug
 
Modeling Past and Future Climate
Modeling Past and Future ClimateModeling Past and Future Climate
Modeling Past and Future Climate
 
Swat & modflow
Swat & modflowSwat & modflow
Swat & modflow
 
snow runoff model
snow runoff modelsnow runoff model
snow runoff model
 
Measuring Ice Mass Loss from Melting Ice Sheets
Measuring Ice Mass Loss from Melting Ice SheetsMeasuring Ice Mass Loss from Melting Ice Sheets
Measuring Ice Mass Loss from Melting Ice Sheets
 
Mercator Ocean newsletter 25
Mercator Ocean newsletter 25Mercator Ocean newsletter 25
Mercator Ocean newsletter 25
 
SWOT_Fu_2011_IGARSS.ppt
SWOT_Fu_2011_IGARSS.pptSWOT_Fu_2011_IGARSS.ppt
SWOT_Fu_2011_IGARSS.ppt
 
DSD-INT 2021 Keynote - The IPCC AR6 assessment - What’s in it for FEWS - van ...
DSD-INT 2021 Keynote - The IPCC AR6 assessment - What’s in it for FEWS - van ...DSD-INT 2021 Keynote - The IPCC AR6 assessment - What’s in it for FEWS - van ...
DSD-INT 2021 Keynote - The IPCC AR6 assessment - What’s in it for FEWS - van ...
 

Similar a IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security – Session 6 – Item 5 Priya

Impact of Climate Modes such as El Nino on Australian Rainfall
Impact of Climate Modes such as El Nino on Australian RainfallImpact of Climate Modes such as El Nino on Australian Rainfall
Impact of Climate Modes such as El Nino on Australian RainfallAlexander Pui
 
Identification of three_dominant_rainfall_regions_
Identification of three_dominant_rainfall_regions_Identification of three_dominant_rainfall_regions_
Identification of three_dominant_rainfall_regions_Lasriama Siahaan
 
ArdhiArbain-LightningGPM20140114
ArdhiArbain-LightningGPM20140114ArdhiArbain-LightningGPM20140114
ArdhiArbain-LightningGPM20140114Ardhi Adhary Arbain
 
Time Series Analysis of Rainfall in North Bangalore Metropolitan Region using...
Time Series Analysis of Rainfall in North Bangalore Metropolitan Region using...Time Series Analysis of Rainfall in North Bangalore Metropolitan Region using...
Time Series Analysis of Rainfall in North Bangalore Metropolitan Region using...Dr Ramesh Dikpal
 
Monthly precipitation forecasting with Artificial Intelligence.
Monthly precipitation forecasting with Artificial Intelligence.Monthly precipitation forecasting with Artificial Intelligence.
Monthly precipitation forecasting with Artificial Intelligence.bouachahcene
 
Goswami Climate Change And Indian Monsoon Cse Workshop
Goswami  Climate Change And Indian Monsoon Cse WorkshopGoswami  Climate Change And Indian Monsoon Cse Workshop
Goswami Climate Change And Indian Monsoon Cse Workshopequitywatch
 
Forecasting monthly water resources conditions by using different indices
Forecasting monthly water resources conditions by using different indicesForecasting monthly water resources conditions by using different indices
Forecasting monthly water resources conditions by using different indicesAI Publications
 
PringleStretch&Bardossy_NHESS2014
PringleStretch&Bardossy_NHESS2014PringleStretch&Bardossy_NHESS2014
PringleStretch&Bardossy_NHESS2014Justin Pringle
 
Mekonnen adnew
Mekonnen adnewMekonnen adnew
Mekonnen adnewClimDev15
 
Tesfaye Samuel Presentation- MERGED.pptx
Tesfaye Samuel Presentation- MERGED.pptxTesfaye Samuel Presentation- MERGED.pptx
Tesfaye Samuel Presentation- MERGED.pptxTesfaye Samuel
 
Impact of Intraseasonal Variations to the Spatial Distribution_rev28feb
Impact of Intraseasonal Variations to the Spatial Distribution_rev28febImpact of Intraseasonal Variations to the Spatial Distribution_rev28feb
Impact of Intraseasonal Variations to the Spatial Distribution_rev28febArdhi Adhary Arbain
 
Application of the artificial neural network model for prediction of
Application of the artificial neural network model for prediction ofApplication of the artificial neural network model for prediction of
Application of the artificial neural network model for prediction ofmehmet şahin
 
Interface change of seawater and freshwater on Asam – Asam Watersheds, South ...
Interface change of seawater and freshwater on Asam – Asam Watersheds, South ...Interface change of seawater and freshwater on Asam – Asam Watersheds, South ...
Interface change of seawater and freshwater on Asam – Asam Watersheds, South ...Innspub Net
 
Impacts of climate change on the water availability, seasonality and extremes...
Impacts of climate change on the water availability, seasonality and extremes...Impacts of climate change on the water availability, seasonality and extremes...
Impacts of climate change on the water availability, seasonality and extremes...asimjk
 
Spatial and temporal hydrochemistry variations of karst water in Gunung Sewu,...
Spatial and temporal hydrochemistry variations of karst water in Gunung Sewu,...Spatial and temporal hydrochemistry variations of karst water in Gunung Sewu,...
Spatial and temporal hydrochemistry variations of karst water in Gunung Sewu,...UniversitasGadjahMada
 
Climate change consideration in hydro‐power development in the nepal himalaya...
Climate change consideration in hydro‐power development in the nepal himalaya...Climate change consideration in hydro‐power development in the nepal himalaya...
Climate change consideration in hydro‐power development in the nepal himalaya...Jagat K. Bhusal
 

Similar a IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security – Session 6 – Item 5 Priya (20)

Slide 1+.ppt
Slide 1+.pptSlide 1+.ppt
Slide 1+.ppt
 
Impact of Climate Modes such as El Nino on Australian Rainfall
Impact of Climate Modes such as El Nino on Australian RainfallImpact of Climate Modes such as El Nino on Australian Rainfall
Impact of Climate Modes such as El Nino on Australian Rainfall
 
Identification of three_dominant_rainfall_regions_
Identification of three_dominant_rainfall_regions_Identification of three_dominant_rainfall_regions_
Identification of three_dominant_rainfall_regions_
 
ArdhiArbain-LightningGPM20140114
ArdhiArbain-LightningGPM20140114ArdhiArbain-LightningGPM20140114
ArdhiArbain-LightningGPM20140114
 
Time Series Analysis of Rainfall in North Bangalore Metropolitan Region using...
Time Series Analysis of Rainfall in North Bangalore Metropolitan Region using...Time Series Analysis of Rainfall in North Bangalore Metropolitan Region using...
Time Series Analysis of Rainfall in North Bangalore Metropolitan Region using...
 
Monthly precipitation forecasting with Artificial Intelligence.
Monthly precipitation forecasting with Artificial Intelligence.Monthly precipitation forecasting with Artificial Intelligence.
Monthly precipitation forecasting with Artificial Intelligence.
 
Goswami Climate Change And Indian Monsoon Cse Workshop
Goswami  Climate Change And Indian Monsoon Cse WorkshopGoswami  Climate Change And Indian Monsoon Cse Workshop
Goswami Climate Change And Indian Monsoon Cse Workshop
 
Forecasting monthly water resources conditions by using different indices
Forecasting monthly water resources conditions by using different indicesForecasting monthly water resources conditions by using different indices
Forecasting monthly water resources conditions by using different indices
 
PringleStretch&Bardossy_NHESS2014
PringleStretch&Bardossy_NHESS2014PringleStretch&Bardossy_NHESS2014
PringleStretch&Bardossy_NHESS2014
 
Mekonnen adnew
Mekonnen adnewMekonnen adnew
Mekonnen adnew
 
Ijciet 08 02_045
Ijciet 08 02_045Ijciet 08 02_045
Ijciet 08 02_045
 
Tesfaye Samuel Presentation- MERGED.pptx
Tesfaye Samuel Presentation- MERGED.pptxTesfaye Samuel Presentation- MERGED.pptx
Tesfaye Samuel Presentation- MERGED.pptx
 
Impact of Intraseasonal Variations to the Spatial Distribution_rev28feb
Impact of Intraseasonal Variations to the Spatial Distribution_rev28febImpact of Intraseasonal Variations to the Spatial Distribution_rev28feb
Impact of Intraseasonal Variations to the Spatial Distribution_rev28feb
 
Application of the artificial neural network model for prediction of
Application of the artificial neural network model for prediction ofApplication of the artificial neural network model for prediction of
Application of the artificial neural network model for prediction of
 
Interface change of seawater and freshwater on Asam – Asam Watersheds, South ...
Interface change of seawater and freshwater on Asam – Asam Watersheds, South ...Interface change of seawater and freshwater on Asam – Asam Watersheds, South ...
Interface change of seawater and freshwater on Asam – Asam Watersheds, South ...
 
F2113444
F2113444F2113444
F2113444
 
01 0804
01 080401 0804
01 0804
 
Impacts of climate change on the water availability, seasonality and extremes...
Impacts of climate change on the water availability, seasonality and extremes...Impacts of climate change on the water availability, seasonality and extremes...
Impacts of climate change on the water availability, seasonality and extremes...
 
Spatial and temporal hydrochemistry variations of karst water in Gunung Sewu,...
Spatial and temporal hydrochemistry variations of karst water in Gunung Sewu,...Spatial and temporal hydrochemistry variations of karst water in Gunung Sewu,...
Spatial and temporal hydrochemistry variations of karst water in Gunung Sewu,...
 
Climate change consideration in hydro‐power development in the nepal himalaya...
Climate change consideration in hydro‐power development in the nepal himalaya...Climate change consideration in hydro‐power development in the nepal himalaya...
Climate change consideration in hydro‐power development in the nepal himalaya...
 

Más de India UK Water Centre (IUKWC)

6.1 Day 2 - IUKWC Workshop Freshwater EO - Laurence Carvalho - Loch Leven - J...
6.1 Day 2 - IUKWC Workshop Freshwater EO - Laurence Carvalho - Loch Leven - J...6.1 Day 2 - IUKWC Workshop Freshwater EO - Laurence Carvalho - Loch Leven - J...
6.1 Day 2 - IUKWC Workshop Freshwater EO - Laurence Carvalho - Loch Leven - J...India UK Water Centre (IUKWC)
 
3.4 IUKWC Workshop Freshwater EO - Kumar Gaurav - Jun17
3.4 IUKWC Workshop Freshwater EO - Kumar Gaurav - Jun173.4 IUKWC Workshop Freshwater EO - Kumar Gaurav - Jun17
3.4 IUKWC Workshop Freshwater EO - Kumar Gaurav - Jun17India UK Water Centre (IUKWC)
 

Más de India UK Water Centre (IUKWC) (20)

Dr Mark Everard - Day 2- Lancaster Sep18
Dr Mark Everard - Day 2- Lancaster Sep18Dr Mark Everard - Day 2- Lancaster Sep18
Dr Mark Everard - Day 2- Lancaster Sep18
 
Anas A - UEI Day 1 - Kochi Jan18
Anas A - UEI Day 1 - Kochi Jan18Anas A - UEI Day 1 - Kochi Jan18
Anas A - UEI Day 1 - Kochi Jan18
 
Bijoy Nandan S - UEI Day 2 - Kochi Jan18
Bijoy Nandan S - UEI Day 2 - Kochi Jan18Bijoy Nandan S - UEI Day 2 - Kochi Jan18
Bijoy Nandan S - UEI Day 2 - Kochi Jan18
 
Prasad H - UEI Day 1 - Kochi Jan18
Prasad H - UEI Day 1 - Kochi Jan18Prasad H - UEI Day 1 - Kochi Jan18
Prasad H - UEI Day 1 - Kochi Jan18
 
McKenzie A - UEI Day 1 - Kochi Jan18
McKenzie A - UEI Day 1 - Kochi Jan18McKenzie A - UEI Day 1 - Kochi Jan18
McKenzie A - UEI Day 1 - Kochi Jan18
 
Menon and George - UEI Day 2 - Kochi Jan18
Menon and George - UEI Day 2 - Kochi Jan18Menon and George - UEI Day 2 - Kochi Jan18
Menon and George - UEI Day 2 - Kochi Jan18
 
Mahesvaran CN - UEI Day 2 - Kochi Jan18
Mahesvaran CN - UEI Day 2 - Kochi Jan18Mahesvaran CN - UEI Day 2 - Kochi Jan18
Mahesvaran CN - UEI Day 2 - Kochi Jan18
 
Ragab R 2 - UEI Day 2 - Kochi Jan18
Ragab R 2 - UEI Day 2 - Kochi Jan18Ragab R 2 - UEI Day 2 - Kochi Jan18
Ragab R 2 - UEI Day 2 - Kochi Jan18
 
Ragab R 1 - UEI Day 1 - Kochi Jan18
Ragab R 1 - UEI Day 1 - Kochi Jan18Ragab R 1 - UEI Day 1 - Kochi Jan18
Ragab R 1 - UEI Day 1 - Kochi Jan18
 
Kumar M - UEI Day 1 - Kochi Jan18
Kumar M - UEI Day 1 - Kochi Jan18Kumar M - UEI Day 1 - Kochi Jan18
Kumar M - UEI Day 1 - Kochi Jan18
 
Krishnaswamy J - UEI Day 1 - Kochi Jan18
Krishnaswamy J - UEI Day 1 - Kochi Jan18Krishnaswamy J - UEI Day 1 - Kochi Jan18
Krishnaswamy J - UEI Day 1 - Kochi Jan18
 
Tyler A - UEI Day 1 - Kochi Jan18
Tyler A - UEI Day 1 - Kochi Jan18Tyler A - UEI Day 1 - Kochi Jan18
Tyler A - UEI Day 1 - Kochi Jan18
 
Gopal K - UEI Day 1 - Kochi Jan18
Gopal K - UEI Day 1 - Kochi Jan18Gopal K - UEI Day 1 - Kochi Jan18
Gopal K - UEI Day 1 - Kochi Jan18
 
Kumar S - UEI Day 1 - Kochi Jan18
Kumar S - UEI Day 1 - Kochi Jan18Kumar S - UEI Day 1 - Kochi Jan18
Kumar S - UEI Day 1 - Kochi Jan18
 
Fones G - UEI Day 1 - Kochi Jan18
Fones G - UEI Day 1 - Kochi Jan18Fones G - UEI Day 1 - Kochi Jan18
Fones G - UEI Day 1 - Kochi Jan18
 
Sahai AK - UEI Day 1 - Kochi Jan18
Sahai AK - UEI Day 1 - Kochi Jan18Sahai AK - UEI Day 1 - Kochi Jan18
Sahai AK - UEI Day 1 - Kochi Jan18
 
Dixon H - UEI Day 1 - Kochi Jan18
Dixon H - UEI Day 1 - Kochi Jan18Dixon H - UEI Day 1 - Kochi Jan18
Dixon H - UEI Day 1 - Kochi Jan18
 
IUKWC Workshop Freshwater EO - Posters - Jun17
IUKWC Workshop Freshwater EO - Posters - Jun17IUKWC Workshop Freshwater EO - Posters - Jun17
IUKWC Workshop Freshwater EO - Posters - Jun17
 
6.1 Day 2 - IUKWC Workshop Freshwater EO - Laurence Carvalho - Loch Leven - J...
6.1 Day 2 - IUKWC Workshop Freshwater EO - Laurence Carvalho - Loch Leven - J...6.1 Day 2 - IUKWC Workshop Freshwater EO - Laurence Carvalho - Loch Leven - J...
6.1 Day 2 - IUKWC Workshop Freshwater EO - Laurence Carvalho - Loch Leven - J...
 
3.4 IUKWC Workshop Freshwater EO - Kumar Gaurav - Jun17
3.4 IUKWC Workshop Freshwater EO - Kumar Gaurav - Jun173.4 IUKWC Workshop Freshwater EO - Kumar Gaurav - Jun17
3.4 IUKWC Workshop Freshwater EO - Kumar Gaurav - Jun17
 

Último

VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130
VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130
VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130Suhani Kapoor
 
Call Girls In Faridabad(Ballabgarh) Book ☎ 8168257667, @4999
Call Girls In Faridabad(Ballabgarh) Book ☎ 8168257667, @4999Call Girls In Faridabad(Ballabgarh) Book ☎ 8168257667, @4999
Call Girls In Faridabad(Ballabgarh) Book ☎ 8168257667, @4999Tina Ji
 
Call Girls South Delhi Delhi reach out to us at ☎ 9711199012
Call Girls South Delhi Delhi reach out to us at ☎ 9711199012Call Girls South Delhi Delhi reach out to us at ☎ 9711199012
Call Girls South Delhi Delhi reach out to us at ☎ 9711199012sapnasaifi408
 
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Stand
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night StandHot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Stand
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Standkumarajju5765
 
(ANIKA) Call Girls Wagholi ( 7001035870 ) HI-Fi Pune Escorts Service
(ANIKA) Call Girls Wagholi ( 7001035870 ) HI-Fi Pune Escorts Service(ANIKA) Call Girls Wagholi ( 7001035870 ) HI-Fi Pune Escorts Service
(ANIKA) Call Girls Wagholi ( 7001035870 ) HI-Fi Pune Escorts Serviceranjana rawat
 
VIP Call Girls Saharanpur Aaradhya 8250192130 Independent Escort Service Saha...
VIP Call Girls Saharanpur Aaradhya 8250192130 Independent Escort Service Saha...VIP Call Girls Saharanpur Aaradhya 8250192130 Independent Escort Service Saha...
VIP Call Girls Saharanpur Aaradhya 8250192130 Independent Escort Service Saha...Suhani Kapoor
 
(RIYA) Kalyani Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(RIYA) Kalyani Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(RIYA) Kalyani Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(RIYA) Kalyani Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
(ANAYA) Call Girls Hadapsar ( 7001035870 ) HI-Fi Pune Escorts Service
(ANAYA) Call Girls Hadapsar ( 7001035870 ) HI-Fi Pune Escorts Service(ANAYA) Call Girls Hadapsar ( 7001035870 ) HI-Fi Pune Escorts Service
(ANAYA) Call Girls Hadapsar ( 7001035870 ) HI-Fi Pune Escorts Serviceranjana rawat
 
VIP Call Girls Moti Ganpur ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With R...
VIP Call Girls Moti Ganpur ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With R...VIP Call Girls Moti Ganpur ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With R...
VIP Call Girls Moti Ganpur ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With R...Suhani Kapoor
 
The Most Attractive Pune Call Girls Shirwal 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Shirwal 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Shirwal 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Shirwal 8250192130 Will You Miss This Cha...ranjana rawat
 
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur Escorts
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur EscortsCall Girl Nagpur Roshni Call 7001035870 Meet With Nagpur Escorts
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 
Freegle User Survey as visual display - BH
Freegle User Survey as visual display - BHFreegle User Survey as visual display - BH
Freegle User Survey as visual display - BHbill846304
 
VIP Kolkata Call Girl Kalighat 👉 8250192130 Available With Room
VIP Kolkata Call Girl Kalighat 👉 8250192130  Available With RoomVIP Kolkata Call Girl Kalighat 👉 8250192130  Available With Room
VIP Kolkata Call Girl Kalighat 👉 8250192130 Available With Roomdivyansh0kumar0
 
VIP Call Girls Mahadevpur Colony ( Hyderabad ) Phone 8250192130 | ₹5k To 25k ...
VIP Call Girls Mahadevpur Colony ( Hyderabad ) Phone 8250192130 | ₹5k To 25k ...VIP Call Girls Mahadevpur Colony ( Hyderabad ) Phone 8250192130 | ₹5k To 25k ...
VIP Call Girls Mahadevpur Colony ( Hyderabad ) Phone 8250192130 | ₹5k To 25k ...Suhani Kapoor
 
Sustainable Clothing Strategies and Challenges
Sustainable Clothing Strategies and ChallengesSustainable Clothing Strategies and Challenges
Sustainable Clothing Strategies and ChallengesDr. Salem Baidas
 
Call Girls Pune Airport Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Pune Airport Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Pune Airport Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Pune Airport Call Me 7737669865 Budget Friendly No Advance Bookingtanu pandey
 

Último (20)

VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130
VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130
VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130
 
Call Girls In Faridabad(Ballabgarh) Book ☎ 8168257667, @4999
Call Girls In Faridabad(Ballabgarh) Book ☎ 8168257667, @4999Call Girls In Faridabad(Ballabgarh) Book ☎ 8168257667, @4999
Call Girls In Faridabad(Ballabgarh) Book ☎ 8168257667, @4999
 
Call Girls South Delhi Delhi reach out to us at ☎ 9711199012
Call Girls South Delhi Delhi reach out to us at ☎ 9711199012Call Girls South Delhi Delhi reach out to us at ☎ 9711199012
Call Girls South Delhi Delhi reach out to us at ☎ 9711199012
 
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Stand
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night StandHot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Stand
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Stand
 
(ANIKA) Call Girls Wagholi ( 7001035870 ) HI-Fi Pune Escorts Service
(ANIKA) Call Girls Wagholi ( 7001035870 ) HI-Fi Pune Escorts Service(ANIKA) Call Girls Wagholi ( 7001035870 ) HI-Fi Pune Escorts Service
(ANIKA) Call Girls Wagholi ( 7001035870 ) HI-Fi Pune Escorts Service
 
Sustainable Packaging
Sustainable PackagingSustainable Packaging
Sustainable Packaging
 
VIP Call Girls Saharanpur Aaradhya 8250192130 Independent Escort Service Saha...
VIP Call Girls Saharanpur Aaradhya 8250192130 Independent Escort Service Saha...VIP Call Girls Saharanpur Aaradhya 8250192130 Independent Escort Service Saha...
VIP Call Girls Saharanpur Aaradhya 8250192130 Independent Escort Service Saha...
 
(RIYA) Kalyani Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(RIYA) Kalyani Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(RIYA) Kalyani Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(RIYA) Kalyani Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
Model Call Girl in Rajiv Chowk Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Rajiv Chowk Delhi reach out to us at 🔝9953056974🔝Model Call Girl in Rajiv Chowk Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Rajiv Chowk Delhi reach out to us at 🔝9953056974🔝
 
(ANAYA) Call Girls Hadapsar ( 7001035870 ) HI-Fi Pune Escorts Service
(ANAYA) Call Girls Hadapsar ( 7001035870 ) HI-Fi Pune Escorts Service(ANAYA) Call Girls Hadapsar ( 7001035870 ) HI-Fi Pune Escorts Service
(ANAYA) Call Girls Hadapsar ( 7001035870 ) HI-Fi Pune Escorts Service
 
VIP Call Girls Moti Ganpur ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With R...
VIP Call Girls Moti Ganpur ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With R...VIP Call Girls Moti Ganpur ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With R...
VIP Call Girls Moti Ganpur ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With R...
 
The Most Attractive Pune Call Girls Shirwal 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Shirwal 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Shirwal 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Shirwal 8250192130 Will You Miss This Cha...
 
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur Escorts
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur EscortsCall Girl Nagpur Roshni Call 7001035870 Meet With Nagpur Escorts
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur Escorts
 
Freegle User Survey as visual display - BH
Freegle User Survey as visual display - BHFreegle User Survey as visual display - BH
Freegle User Survey as visual display - BH
 
VIP Kolkata Call Girl Kalighat 👉 8250192130 Available With Room
VIP Kolkata Call Girl Kalighat 👉 8250192130  Available With RoomVIP Kolkata Call Girl Kalighat 👉 8250192130  Available With Room
VIP Kolkata Call Girl Kalighat 👉 8250192130 Available With Room
 
Call Girls In Pratap Nagar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
Call Girls In Pratap Nagar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCeCall Girls In Pratap Nagar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
Call Girls In Pratap Nagar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
 
VIP Call Girls Mahadevpur Colony ( Hyderabad ) Phone 8250192130 | ₹5k To 25k ...
VIP Call Girls Mahadevpur Colony ( Hyderabad ) Phone 8250192130 | ₹5k To 25k ...VIP Call Girls Mahadevpur Colony ( Hyderabad ) Phone 8250192130 | ₹5k To 25k ...
VIP Call Girls Mahadevpur Colony ( Hyderabad ) Phone 8250192130 | ₹5k To 25k ...
 
Sustainable Clothing Strategies and Challenges
Sustainable Clothing Strategies and ChallengesSustainable Clothing Strategies and Challenges
Sustainable Clothing Strategies and Challenges
 
Escort Service Call Girls In Shakti Nagar, 99530°56974 Delhi NCR
Escort Service Call Girls In Shakti Nagar, 99530°56974 Delhi NCREscort Service Call Girls In Shakti Nagar, 99530°56974 Delhi NCR
Escort Service Call Girls In Shakti Nagar, 99530°56974 Delhi NCR
 
Call Girls Pune Airport Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Pune Airport Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Pune Airport Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Pune Airport Call Me 7737669865 Budget Friendly No Advance Booking
 

IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security – Session 6 – Item 5 Priya

  • 1. 11/08/1629 November – 1 December 2016, IITM, Pune, India Priya P PhD Student Email: priya@tropmet.res.in IUKWC Workshop on “Developing Hydro-climatic Services for Water Security”
  • 2. 2010 Pakistan Floods Introduction Motivation Objective Methodology Results Conclusions Event could have been predicted two weeks in advance (Webster et. al. 2011) Northwest India-Pakistan flood 29 July 2010 TRMM3b42 Precipitation ERA Interim wind at 700hPa Webster et al,2011 mm/d
  • 3. Introduction Motivation Objective Methodology Results Conclusions 2010 CLIM Mean sea level pressure (hPa) for JJAS 2010  Connection with Russian heat wave–wildfires (Lau and Kim , 2012)  Interaction between mid-latitude disturbance and monsoon surges (Hong et al., 2011)  Persistent increase in conditional instabilities (Wang et al. 2011) Convection of ocean character (Houze et al. 2011) Westward shift of West Pacific Subtropical High associated with LaNina (Mujumdar et al. 2012) Hong et al. 2011 Mujumdar et al. (2012)
  • 4. TRMM (Rainfall) & NCEP (Moisture Transport) JJAS Climatology TRMM (Rainfall) & NCEP (Moisture Transport) “2010” JJAS Anomalies • Strong east-west rainfall gradient over equatorial west Pacific • Suppressed rainfall over equatorial Indian Ocean • Suppressed rainfall activity over Bay of Bengal and Central India • Anomalous northward moisture transport over Arabian Sea • Enhanced seasonal rainfall over northwest India-Pakistan region Anomalous features of 2010 Boreal Summer Monsoon Season Introduction Motivation Objective Methodology Results Conclusions
  • 5. (0 C)  Strong SST gradient between Central & western equatorial Pacific  Basin wide type of warming  Developing Negative IOD over southeast Indian Ocean Anomalous SST patterns over Pacific & Indian Ocean regions were unique during 2010 La Nina. SST Anomaly for JJAS 2010 Unique features of 2010 La Nina Introduction Motivation Objective Methodology Results Conclusions  Previous studies discussed the anomalous Atmospheric and Oceanic features associated with 2010 Indo- Pak extreme rainfall events. Though, slowly varying tropical SSTs can modulate synoptic, sub- synoptic and meso-scale variabilities, “specific roles of remote (ENSO) and regional (ENSO-unrelated) boundary forcings in the evolution of 2010 summer monsoon heavy rainfall events” was unexplored.
  • 6. Decomposition of 2010 SST (Compo & Sardeshmukh, 2010 personnel communication) To delineate the role of ENSO and ENSO-unrelated factors, ensemble simulation experiments were carried out with different SSTs forcing using variable resolution AGCM (LMDZ4). Introduction Motivation Objective Methodology Results Conclusions 2010 ENSO ENSO-Unrelated
  • 7. LMDZ grid setup for South Asia (shaded region has grid-size < 35 km) 2012 (0-Equator, 45-110E) Introduction Motivation Objective Methodology Results Conclusions
  • 8. Extreme convective events & Weibull Distribution  Statistics of extreme convective events over Indus basin is captured (Priya et al 2015). ProbabilityDensity Vertical Velocity (Pa s-1 ) LMDZ4 AGCM Simulation using Climatological SST ensemble mean Introduction Motivation Objective Methodology Results Conclusions (Priya et al 2015, J. Climate). Northwest India-Pakistan region (70°-74°E, 30°-36°N)
  • 9. Introduction Motivation Objective Methodology Results Conclusions Extreme convective events & Weibull Distribution  The “large-scale” summer monsoon climatology is realistically simulated (Sabin et al 2013).  Statistics of extreme convective events over Indus basin is captured (Priya et al 2015). SST boundary forcings for the different sets of LMDZ simulation experiments Serial No. Experiment SST boundary condition 1 C-SST Climatological SST 2 R-SST Real SST for 2010 3 E-SST ENSO-related SST for 2010 4 NE-SST ENSO-unrelated SST for 2010 5 NE-IO-SST ENSO-unrelated SST for 2010 over Indian Ocean
  • 10. Rainfall and Moisture Transport Anomalies for JJAS 2010 Observation TRMM (Rainfall) & NCEP (Moisture Transport) Simulation LMDZ4 AGCM R-SST ensemble mean Introduction Motivation Objective Methodology Results Conclusions Vertical Velocity (Pa s-1 ) ProbabilityDensity (70-74ºE & 30-36ºN)Weibull Distribution & Extreme Convection
  • 11. Introduction Motivation Objective Methodology Results Conclusions OBS (NCEP) MODEL (R-SST) Western Indian Ocean Eastern Indian Ocean Meridional cell averaged over (60°-75°E) Meridional cell averaged over (85°-110°E) Rainfall and Moisture Transport Anomalies JJAS 2010 -OBS Rainfall and Moisture Transport Anomalies JJAS 2010 -LMDZ
  • 12. Introduction Motivation Objective Methodology Results Conclusions Near Equatorial region OBS (NCEP) MODEL (R-SST) Zonal-cell averaged over (15°S-0°) ?Roles of ENSO and ENSO-unrelated SSTs on the northwest Indo-Pak rainfall events ? Rainfall and Moisture Transport Anomalies JJAS 2010 -OBS Rainfall and Moisture Transport Anomalies JJAS 2010 -LMDZ The LMDZ model experiment using 2010 real SST simulates observed atmospheric circulation features and rainfall anomalies over the Indo-Pak region
  • 13. Introduction Motivation Objective Methodology Results Conclusions E-SST NE-SST NE-IO-SST NE-SST & NE-IO-SST simulations reproduces extreme convective activities and anomalous positive rainfall over northwest India-Pakistan region. Vertical Velocity (Pa s-1 ) ProbabilityDensity Specific roles of Indo-Pacific SSTs SST boundary forcings for the different sets of LMDZ simulation experiments Serial No. Experiment SST boundary condition 1 C-SST Climatological SST 2 R-SST Real SST for 2010 3 E-SST ENSO related SST for 2010 4 NE-SST ENSO-unrelated SST for 2010 5 NE-IO-SST ENSO-unrelated SST for 2010 over Indian Ocean
  • 14. E-SSTNE-SST Introduction Motivation Objective Methodology Results Conclusions E-SSTNE-SST Meridional cell averaged over (60°-75°E) Western Indian Ocean Near Equatorial region Zonal-cell averaged over (15° S-0°) E-SST NE-SST
  • 15. Introduction Motivation Objective Methodology Results Conclusions Conclusion This study points to the key-role of Indian Ocean SST anomaliesrole of Indian Ocean SST anomalies in inducing the northward moisture transport from AS into sub-tropical Indo-Pak region in the background of modulated large-scale Indo-Pacific summer monsoon circulation by Pacific SST anomalies during 2010. DD CC DD CC SST Precipitation CC DD CC DDCC CC SST Precipitation La Nina SST over Pacific Westward shift of the West Pacific Subtropical High Weaker convection over Bay of Bengal Indian Ocean SST Cyclonic convergence over south-eastern Indian Ocean Divergence over central and western equatorial Indian Ocean Enhanced convection and northward moisture transport over northern Arabian Sea Heavy rainfall activity over north-west India Pakistan region during 2010
  • 16. 11/08/16 Introduction Motivation Objective Methodology Results Conclusions Northwest India-Pakistan flood 29 July 2010 TRMM3b42 Precipitation ERA Interim wind at 700hPa Heavy precipitation activity over Western Himalaya  Midlatitude trough activity  Southerly wind over Arabian Sea  Moisture flux convergence over WH  Trend in frequency of Extreme rain events ( R > 99th pctl) APHRODITE Precipitation data 1951-2007
  • 17. 11/08/16  Weakening trend of the monsoon large-scale facilitated the enhancement of cyclonic trough activity over the WH and increases moisture convergence over the WH region associated with stronger southerly flows from the Arabian Sea during the recent decades.  These two results suggest an increasing probability of the type of extreme precipitation event that results from the combination of large-scale moisture flux (associated with a westward extended monsoonal trough) and a southward protruding mid-latitude westerly trough. Introduction Motivation Objective Methodology Results Conclusions Results highlight the importance of a detailed monitoring of the Indian Ocean variability andthe importance of a detailed monitoring of the Indian Ocean variability and conditions,conditions, through dedicated observation systems, for improving the accuracy of “extended- range” prediction of future heavy rainfall events in the Indian Ocean and adjacent subtropicalprediction of future heavy rainfall events in the Indian Ocean and adjacent subtropical areasareas, which are projected to be more frequent in the future warming climate Thank You.!