Transcript Slide 1
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The material contained in this PPT is a raw model
output and research product. This is meant for
scientific use. For any clarification/interpretation,
please contact India Meteorological Department.
Extended range prediction during 2014
season
Using
CFS based Grand Ensemble Prediction System (CGEPS)
INITIAL CONDITION: 08 September 2014
Strategy: Ensemble Prediction using CFSv2
Ocean and Atmospheric Initial conditions (IC) are obtained from
NCEP.
Technique was developed to perturb ICs to generate 11 members.
(Abhilash et al., 2013)
Model has been integrated at low resolution (T126, ~100km, termed
as CFS126 hereafter; Abhilash et al. 2014) and high resolution (T382,
~38km, termed as CFS382 hereafter; Sahai et al. 2014) for 45 days
for each 11 ICs at five day intervals starting from 16th May (Eg: 16
May, 21 May, 26 May, 31 May, 05 Jun........etc). Climatology has been
calculated from 10-year hindcast.
Bias correction in daily forecasted SST from CFS126 for each lead
time has been done by removing the daily mean bias for
corresponding lead time (model climatology-observed climatology)
from forecasted daily SST (Sahai et al., 2013; Abhilash et al., 2013).
This model is hereafter termed as GFSbc.
Generation of CGEPS
In the formulation of MME from CGEPS, 21
ensembles of GFSbc, 11 ensembles of CFS126 and
11 ensembles of CFS382 have been used (Abhilash
et al. 2014, submitted).
Hence, total 43 ensemble members were produced
independently from 3 variants of CFS model to
generate the CGEPS and forecast consensus is done
by making simple average among the members.
Real-time forecast based on 08 September 2014 initial condition
Daily evolution of rainfall and wind at 850hPa
Daily evolution of vorticity at 850hPa and mean sea level pressure
Daily evolution of divergence and winds at 200hPa
Pentad wise rainfall predicted by MME
Area averaged rainfall over homogeneous regions predicted by MME
Computation of MISO
(Ref: Suhas et al. 2012, Sahai et al. 2013)
Extended EOF analysis is carried
out similar to Wheeler and Hendon
2004 using standardized rainfall
anomalies up to lag -15 days,
averaged between 60-95E for the
latitudes -12
to 30. The rainfall
anomalies for the lag days are
appended side by side to create the
extended data matrix.
The EOF analysis is carried out
using IMD-TRMM merged data from
1998-2011. The real time data for
2013 is projected onto the EOFs
created from the 14 years of past
data.
The amplitude of EOF1 and EOF2
(PC1 and PC2 ) are plotted in a
PC1/PC2 phase space similar to
Wheeler Hendon 2004 to get an idea
of the evolution of ISO and its
strength.
Phase1: Peninsular India;
Phase5: Foothills
Phase2: Central India;
Phase6: South Indian Ocean;
Phase3: Central India;
Phase7: Indian Ocean;
Phase4: North India
Phase8: Southern tip
MISO monitoring and forecast for next 25 days
Key points from the present forecast
Although monsoon activity will be normal over
northern India (with increased amplitude over
northwest India) for the next 5-10 days,
conditions of withdrawal is expected to occur 20
September onwards.
Large scale MISO forecast indicates that it will
be active over the foothills in next 5-10 days and
will then start withdrawing from the Indian
region.