md. mizanur rahman simulation of seasonal monsoon rainfall over the saarc region by dynamical...

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Md. Mizanur Rahman Simulation of Seasonal Monsoon Rainfall over the SAARC Region by Dynamical Downscaling using WRF Model SAARC Meteorological Research Centre (SMRC) Dhaka,

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Page 1: Md. Mizanur Rahman Simulation of Seasonal Monsoon Rainfall over the SAARC Region by Dynamical Downscaling using WRF Model SAARC Meteorological Research

Md. Mizanur Rahman

Simulation of Seasonal Monsoon Rainfall over the SAARC Region by Dynamical

Downscaling using WRF Model

SAARC Meteorological Research Centre (SMRC)

Dhaka, Bangladesh

Page 2: Md. Mizanur Rahman Simulation of Seasonal Monsoon Rainfall over the SAARC Region by Dynamical Downscaling using WRF Model SAARC Meteorological Research

Outlines

To study the performance of WRF model for the prediction of Seasonal Monsoon Rainfall over SAARC region.

Comparison of spatial and temporal distribution of observed and simulated monsoon rainfall (JJA)

Concluding Remarks

Page 3: Md. Mizanur Rahman Simulation of Seasonal Monsoon Rainfall over the SAARC Region by Dynamical Downscaling using WRF Model SAARC Meteorological Research

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Fig. 1 : The domain of study over the SAARC region.

Page 4: Md. Mizanur Rahman Simulation of Seasonal Monsoon Rainfall over the SAARC Region by Dynamical Downscaling using WRF Model SAARC Meteorological Research

Domain parameters & Model physics;

• Horizontal Resolution : 50 km• No. of grid point along X : 100• No. of grid point along Y : 104• No. of Vertical sigma levels : 27• Iterative Time step : 240 seconds• Microphysics option :WSM 3-class simple ice scheme• Longwave Rad. (ra_lw_physics) : rrtm scheme• Shortwave Rad. (ra_sw_physics) : Dudhia scheme• Integration scheme : 3rd order Runga-Kutta• Cumulus parameterization : Grell-Devenyi ensemble scheme • Surface layer parameterization : Monin-Obukhov with

Carslon-Bolan viscous sub- layer option

• Boundary layer parameterization : Yonsei University scheme

Model Run

Page 5: Md. Mizanur Rahman Simulation of Seasonal Monsoon Rainfall over the SAARC Region by Dynamical Downscaling using WRF Model SAARC Meteorological Research

Data and Methodology

Observation data are: TRMM - 0.25o x 0.25o

CMAP- 2.5o x 2.5o latitude/longitude grid

GPCP- 2.5o x 2.5o latitude/longitude grid

The daily rainfall data simulated by the WRF and the observed rainfall are extracted for 92 days from 01 June through 31 August for the year 2006-2010.

The simulated rainfall is then compared with the observed rainfall.

Standard deviation of monsoon rainfall is computed

Page 6: Md. Mizanur Rahman Simulation of Seasonal Monsoon Rainfall over the SAARC Region by Dynamical Downscaling using WRF Model SAARC Meteorological Research

Fig. 2: Simulated and observed rainfall during JJA, 2006 obtained from the WRF model and observations recorded by TRMM, GPCP and CMAP.

Page 7: Md. Mizanur Rahman Simulation of Seasonal Monsoon Rainfall over the SAARC Region by Dynamical Downscaling using WRF Model SAARC Meteorological Research

Fig. 3: Simulated and observed rainfall during JJA, 2007 obtained from the WRF model and observations recorded by TRMM, GPCP and CMAP.

Page 8: Md. Mizanur Rahman Simulation of Seasonal Monsoon Rainfall over the SAARC Region by Dynamical Downscaling using WRF Model SAARC Meteorological Research

Fig. 4: Simulated and observed rainfall during JJA, 2008 obtained from the WRF model and observations recorded by TRMM, GPCP and CMAP.

Page 9: Md. Mizanur Rahman Simulation of Seasonal Monsoon Rainfall over the SAARC Region by Dynamical Downscaling using WRF Model SAARC Meteorological Research

Fig. 5: Simulated and observed rainfall during JJA, 2009 obtained from the WRF model and observations recorded by TRMM, GPCP and CMAP.

Page 10: Md. Mizanur Rahman Simulation of Seasonal Monsoon Rainfall over the SAARC Region by Dynamical Downscaling using WRF Model SAARC Meteorological Research

Fig. 6: Simulated and observed rainfall during JJA, 2010 obtained from the WRF model and observations recorded by TRMM.

Page 11: Md. Mizanur Rahman Simulation of Seasonal Monsoon Rainfall over the SAARC Region by Dynamical Downscaling using WRF Model SAARC Meteorological Research

Fig. 7: Average rainfall of JJA for 2006-2010 simulated by WRF model and the TRMM observations.

Page 12: Md. Mizanur Rahman Simulation of Seasonal Monsoon Rainfall over the SAARC Region by Dynamical Downscaling using WRF Model SAARC Meteorological Research

Over Afghanistan

Over Pakistan

Fig. 8: Temporal plots of daily average rainfall (mm/d) from 01 June-31 August in box-01 for the year 2006-2010 over Afghanistan and Pakistan.

Page 13: Md. Mizanur Rahman Simulation of Seasonal Monsoon Rainfall over the SAARC Region by Dynamical Downscaling using WRF Model SAARC Meteorological Research

Over India

Fig. 9: Temporal plots of daily average rainfall (mm/d) from 01 June-31 August at box-04, box- 05, box-06 and box-07 for the year 2006-2010 over India.

Page 14: Md. Mizanur Rahman Simulation of Seasonal Monsoon Rainfall over the SAARC Region by Dynamical Downscaling using WRF Model SAARC Meteorological Research

Fig. 10: Temporal plots of daily average rainfall (mm/d) from 01 June-31 August at box-08 and box-09 for the year 2006-2010 over Sri Lanka and Maldives.

Over Sri Lanka

Over Maldives

Page 15: Md. Mizanur Rahman Simulation of Seasonal Monsoon Rainfall over the SAARC Region by Dynamical Downscaling using WRF Model SAARC Meteorological Research

Fig. 11: Temporal plots of daily average rainfall (mm/d) from 01 June-31 August at box-10 and box-11 for the year 2006-2010 over Bangladesh and Bhutan.

Over Bangladesh

Over Bhutan

Page 16: Md. Mizanur Rahman Simulation of Seasonal Monsoon Rainfall over the SAARC Region by Dynamical Downscaling using WRF Model SAARC Meteorological Research

Fig. 12: Temporal plots of daily average rainfall (mm/d) from 01 June-31 August at box-12 for the year 2006-2010 over Nepal.

Over Nepal

Page 17: Md. Mizanur Rahman Simulation of Seasonal Monsoon Rainfall over the SAARC Region by Dynamical Downscaling using WRF Model SAARC Meteorological Research

Area Parameter WRF (mm/d) TRMM (mm/d)

June July August JJA June July August JJA

Box-01 Rainfall 0.17 0.35 0.66 0.39 0.32 0.09 0.19 0.20

SD 0.23 0.82 0.83 0.71 0.40 0.08 0.28 0.30

Box-02 Rainfall 0.15 2.09 2.63 1.64 2.41 4.94 4.49 3.96

SD 0.19 2.61 2.66 2.39 1.81 3.98 2.64 3.12

Box-03 Rainfall 0.22 1.48 3.12 1.62 1.22 1.33 1.93 1.50

SD 0.48 1.72 2.08 1.97 1.29 1.05 1.30 1.25

Box-04 Rainfall 2.29 5.18 5.48 4.34 3.28 7.03 6.21 5.53

SD 3.57 2.80 3.01 3.42 2.22 3.13 2.80 3.16

Box-05 Rainfall 1.11 4.08 5.58 3.62 2.55 6.00 6.27 4.97

SD 1.35 2.83 3.89 3.42 1.85 2.94 3.93 3.45

Box-06 Rainfall 5.43 13.8 17.17 12.21 5.60 10.70 9.13 8.51

SD 6.92 4.83 7.96 8.26 3.31 3.79 2.94 3.95

Box-07 Rainfall 26.99 36.71 32.14 32.00 12.75 13.36 9.59 11.89

SD 7.34 4.72 6.70 7.43 4.15 3.41 2.69 3.81

Box-08 Rainfall 14.77 13.83 13.62 14.06 2.05 1.87 2.68 2.20

SD 4.52 1.81 2.49 3.15 1.11 1.25 2.02 1.54

Box-09 Rainfall 19.13 25.73 23.66 22.88 5.44 5.75 5.58 5.59

SD 4.27 3.72 4.65 5.01 2.89 3.50 3.74 3.37

Box-10 Rainfall 8.70 19.07 14.19 14.04 11.68 12.18 10.21 11.35

SD 7.27 5.38 4.88 7.23 5.02 4.41 3.92 4.50

Box-11 Rainfall 7.68 9.68 6.60 7.99 6.28 7.58 6.69 6.86

SD 4.26 4.28 2.50 3.94 3.08 2.94 2.24 2.8

Box-12 Rainfall 4.25 11.99 8.89 8.42 4.66 9.26 7.56 7.19

SD 3.48 3.52 2.36 4.47 1.94 2.51 1.84 2.83

Table : Box-wise monthly and seasonal rainfall (JJA) for WRF model, TRMM and their Standard Deviation (SD) for the year 2006-2010.

Page 18: Md. Mizanur Rahman Simulation of Seasonal Monsoon Rainfall over the SAARC Region by Dynamical Downscaling using WRF Model SAARC Meteorological Research

Concluding Remarks

Results show that in general the large scale seasonal distributions of rainfall simulated by the model are depicted fairly well as compared to the observations.

The time series of the simulated rainfall over small regions represented by different boxes over the SAARC region.

The model values are generally underestimated over Afghanistan, Pakistan and northwestern parts of India, the rainfalls are overestimated in the central parts of India, Western Ghat mountains, Nepal, Bhutan, Bangladesh, Sri Lanka and Maldives.

Page 19: Md. Mizanur Rahman Simulation of Seasonal Monsoon Rainfall over the SAARC Region by Dynamical Downscaling using WRF Model SAARC Meteorological Research

Thank You for Your Kind Attention!