LONG RANGE FORECAST UPDATE FOR - 2014 SOUTHWEST MONSOON RAINFALL EARTH SYSTEM SCIENCE ORGANIZATION (ESSO) MINISTRY OF EARTH SCIENCES (MOES) INDIA ...
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Earth System Science Organization (ESSO) Ministry of Earth Sciences (MoES) India Meteorological Department Presents LONG RANGE FORECAST UPDATE FOR 2014 SOUTHWEST MONSOON RAINFALL 9th June, 2014
Currently used 2-Stage Forecast System for All India (Nation-wide) Season Rainfall 1st Stage Forecast based All India on 5 predictors June – September April requiring data Rainfall up to March Update for All India 2nd Stage June June – September Forecast based Rainfall June on 6 predictors requiring data up to May 13-Jun-14
ESSO-IMD’s Operational long range Forecast for the 2014 Southwest monsoon rainfall over country as a whole (a) Quantitatively, the monsoon seasonal rainfall is likely to be 95% of the Long Period Average (LPA) with a model error of ± 5%. The LPA of the season rainfall over the country as a whole for the period 1951-2000 is 89 cm. (b) The 5 category probability forecasts for the Seasonal (June to September) rainfall over the country as a whole is given below: Forecast Climatological Rainfall Range Category Probability Probability (% of LPA) (%) (%) Deficient < 90 23 16 Below Normal 90 - 96 33 17 Normal 96 -104 35 33 Above Normal 104 -110 8 16 Excess > 110 1 17 13-Jun-14
Monsoon So Far …. IMD had forecasted that the Advancement of Monsoon 2014 monsoon will set over Kerala on 5th June with a model error of ±4 days. Southwest monsoon set over Andaman Sea on 18th may 2 days earlier than normal date. Set over Kerala on 6th June 2014, which is 5 days later than its normal date As on 9th June 2013, The northern limit of monsoon continue to pass through 12.0°N/60.0°E, 12.0°N/70.0°E, 12.0°N/74.0°E, Kozhikode, Coimbatore, Cuddalore, 13.0°N/83.0°E, 16.0°N/87.0°E, 18.0°N/90.0°E and 21.0°N/92.0°E. 4 29th June, 2010
Second Stage Forecasts to be issued…. Quantitative and probabilistic All India forecasts have been prepared Update for All India June – September Rainfall All India Monthly (July & August) Rainfall 4 Geographical Regions June – September Rainfall for Four Geographical Regions 5 13-Jun-14
Second Stage Forecasts: Method a) Forecast update for the southwest monsoon season (June-September) rainfall over the country as a whole using a 6-parameter ensemble statistical model with a model error of ± 4%. b) Forecast for the monthly rainfall over the country as a whole for the months of July & August using separate principle component regression models with a model error of ± 9%. c) Forecasts for the southwest monsoon season (June-September) rainfall for the following four broad geographical regions of India using separate principle component regression models with a model error of ± 8%. 6 29th June, 2010
Predictors used for Update Forecast for the Seasonal Rainfall over the Country as a Whole: 2014 Geographical Location of the 6 Predictors SN PARAMETER Period 1 NE Pacific to NW Atlantic SST Anomaly Gradient DEC+JAN 2 Equatorial SE India Ocean SST FEB 3 East Asia MSLP FEB + MAR 4 NINO 3.4 SST Anom. Tendency MAM(O)-DJF(-1) 5 North Atlantic MSLP (MAY) 6 North Central Pacific Zonal Wind Gradient 850 hPa (MAY) 13-Jun-14
Statistical Ensemble Forecasting System for Seasonal Rainfall over Country as a whole: June The average of the ensemble forecasts from best out of all possible MR (multiple regression) and PPR (projection pursuit regression) models gives the final forecast. 8
Performance of the June Ensemble Forecasting System: 1981-2013 RMSE = 6 % of LPA 13-Jun-14
Probabilistic Forecast Based on 6- Parameter Ensemble Forecasting system: Predefined Rainfall Categories for Country as a whole Rainfall Range Category (% of LPA) Deficient < 90 Below Normal 90-96 Normal 96-104 Above Normal 104-110 Excess > 110 13-Jun-14
Tercile categories for Probability Forecasts of Monthly Rainfall over the Country as a Whole Tercile Break Points µ ± 0.43 σ July August Model Model Category Rainfall Rainfall Range Range (% of LPA) (% of LPA) Below 106 All the 3 categories have Normal equal climatological probability (33.33% each) 11
Tercile categories for Probability Forecasts of Season Rainfall over the 4 Geographical Regions Central South Northeast NW India India Peninsula India Rainfall Category Range Range Range Range (% of LPA) (% of LPA) (% of LPA) (% of LPA) Below 105 Normal 12
Experimental Dynamical LRF System: IMD’s Seasonal Forecast Model (SFM) Since 2004, IMD has been generating experimental dynamical seasonal forecast for monsoon rainfall using seasonal forecasting model (SFM) originally developed by ECPC. Now the system generates global monthly and seasonal forecasts (for next 5 months) in every calendar month of the year. First such LRF system in India. Model run for 5 months. For monsoon season - ‘0’ lag to ‘5 months’ lag 10 Ensembles - Initial conditions of first 10 days of each month (NCEP reanalysis) Forecasted SST from NCEP CFSV2 as boundary conditions (40 ensemble member from first 10 days). The model showed some useful skill for the monsoon season during hindcast mode (1982- 2011).
Monsoon Mission Experimental Dynamical Model Forecasting System: CFS V2 (T382) Under Monsoon Mission was recently launched by the ESSO with an objective to improve the monsoon forecasts over the country in short range to long range time scales. The latest high resolution research version of the coupled model (Climate Forecast System (CFS) of NCEP, USA Version-2) was implemented at the ESSO-IITM, Pune. To generate the experimental update forecast for the 2014 SW Monsoon season rainfall, the April initial conditions were used. The model shows a moderate skill. 14 29th June, 2010
Other National Climate Research Centers That Provide Experimental LRF Indian Institute of Science (IISc), Bangalore, Space Applications Centre (SAC), Ahmedabad, Centre for Mathematical Modelling and Computer Simulation (CMMACS), Bangalore, National Centre for Medium Range Weather Forecasting (NCMRWF), Noida and Center for Development of Advanced Computing (C-DAC), Pune. Centre for Disaster Mitigation, Jain University, Bangalore. 13-Jun-14
International Climate Research Centers That Provide Experimental LRF World Meteorological Organization (WMO)’s Lead Centre for Long Range Forecasting - Multi-Model Ensemble (LRFMME), Korea – Forecast from 12 Global Producing Centers of LRF National Centers for Environmental Prediction (NCEP), USA International Research Institute for Climate and Society (IRI), USA Meteorological Office, UK, European Center for Medium Range Weather Forecasts (ECMWF), UK Meteo France Asian-Pacific Economic Cooperation (APEC) Climate Centre, Korea Japan Meteorological Agency (JMA) 13-Jun-14
Status of Some Important Factors that Having Influence on Monsoon 13-Jun-14
Global SST Departures (oC) and ENSO Conditions over Pacific During the last four weeks, above-average equatorial SSTs were observed across the Pacific, near Indonesia, in the western Indian Ocean and in the eastern Atlantic Ocean. During April through mid-May the observed El Niño/ La Niña events tend to develop during the period Apr-Jun and ENSO conditions moved from warm-neutral to . •Tend to reach their maximum strength during Dec-Feb the borderline of a weak El Niño condition. •Typically persist for 9-12 months, though occasionally persisting for up to 2 years •Typically recur every 2 to 7 years
ESSO-IITM CFS2 Forecast of SST Anomaly: Based on April IC (51 ensembles) The ESSO-IITM model indicate a continued warming trend, leading to a moderate El Niño conditions during the monsoon season with a probability of around 70%. 19
Latest Model Forecast for ENSO Conditions over Pacific Most of the international ENSO prediction models also indicate about 70% chance of El Niño conditions to develop during the 2014 summer monsoon season. 13-Jun-14
El Nino Vs Monsoon In general, Indian SW monsoon El Nino Jun Jul Aug Sep JJAS strength is weaker than normal during Year the El Nino years. During the 1951 86.4 81.1 87.9 67.1 81.3 ME period 1951-2014, there were 14 1953 101 112 119 100 110 WE 1957 89.2 101 113 77.9 97.6 El Nino years and during 8 of SE 1963 88.4 84.7 122 94.2 97.9 ME these years ISMR was below 1965 66.7 95.2 77.3 79.2 81.8 SE normal indicating that there is 1969 76.5 107 106 103 100 WE no one to one association 1972 73.3 68.8 85.9 76.4 76.1 SE between EL Nino and ISMR. 1982 83.2 76.9 109 67.8 85.5 ME However there is stronger 1987 78.4 71.2 96.3 74.9 80.6 SE 1991 109 91.3 95.5 66.2 90.7 inverse relationship between ME 1997 106 98.4 109 93.9 102 SE El Nino and rainfall during later 2002 109 45.8 98.3 87.1 80.8 ME half of the monsoon season 2004 99.2 80.1 95.7 70 86.2 WE (particularly with September 2009 52.8 95.7 73.5 79.8 78.2 WE rainfall) 13-Jun-14
Composite Rainfall Anomaly: El NINO Years During El Nino years, in general, most parts of the country except northeast India receive below normal rainfall anomalies. The impact is more over northwest India and central India. 13-Jun-14
Indian Ocean Dipole IOD forecast: A neutral state in the tropical Indian Ocean in 2014. 13-Jun-14
Monthly Snow Cover Area - 2014 Departure from normal December 2013 January 2014 February 2014 March 2014 Data source: RUTGERS UNIVERSITY During all the month from September 2013 to March 2013 except January and March 2014, the snow-covered area averaged over the NH was normal to slightly above normal with highest anomalies observed during October 2013. The snow-covered area averaged over the NH during January and March 2014 was less than normal with the March NH snow- covered area being 6th lowest among the March months of the last 48 years. The NH snow cover during winter and spring has a general negative relationship with the subsequent Asian summer monsoon. 13-Jun-14
SW Monsoon 2014 ? 31-YEAR MOVING AVERAGE OF SEASONAL MONSOON RAINFALL 4 3 RAINFALL ANOMALY (% 2 DEP. FROM LPA) 1 0 -1 -2 -3 y = 2E-08x5 - 4E-06x4 + 0.0003x3 - 0.0059x2 - 0.0218x R² = 0.7714 -4 1905 1910 1915 1920 1925 1930 1935 1940 1945 1950 1955 1960 1965 1970 1975 1980 1985 1990 1995 2000 2005 2010 2015 YEAR ENDING 31-YEAR SLIDING WINDOW Negative side of the normal 13-Jun-14
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