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Reseach Article

Performance Evaluation of Convective Parameterization Schemes of WRF-ARW Model in the Simulation of Pre-monsoon Thunderstorm Events over Kharagpur using STORM Data Sets

by Srikanth Madala, A. N. V. Satyanarayana, Bhishma Tyagi
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 71 - Number 15
Year of Publication: 2013
Authors: Srikanth Madala, A. N. V. Satyanarayana, Bhishma Tyagi
10.5120/12437-9182

Srikanth Madala, A. N. V. Satyanarayana, Bhishma Tyagi . Performance Evaluation of Convective Parameterization Schemes of WRF-ARW Model in the Simulation of Pre-monsoon Thunderstorm Events over Kharagpur using STORM Data Sets. International Journal of Computer Applications. 71, 15 ( June 2013), 43-50. DOI=10.5120/12437-9182

@article{ 10.5120/12437-9182,
author = { Srikanth Madala, A. N. V. Satyanarayana, Bhishma Tyagi },
title = { Performance Evaluation of Convective Parameterization Schemes of WRF-ARW Model in the Simulation of Pre-monsoon Thunderstorm Events over Kharagpur using STORM Data Sets },
journal = { International Journal of Computer Applications },
issue_date = { June 2013 },
volume = { 71 },
number = { 15 },
month = { June },
year = { 2013 },
issn = { 0975-8887 },
pages = { 43-50 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume71/number15/12437-9182/ },
doi = { 10.5120/12437-9182 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T21:35:41.031685+05:30
%A Srikanth Madala
%A A. N. V. Satyanarayana
%A Bhishma Tyagi
%T Performance Evaluation of Convective Parameterization Schemes of WRF-ARW Model in the Simulation of Pre-monsoon Thunderstorm Events over Kharagpur using STORM Data Sets
%J International Journal of Computer Applications
%@ 0975-8887
%V 71
%N 15
%P 43-50
%D 2013
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Thunderstorms associated with severe gusty winds and lightening cause loss of life and property even though they last for an hour or so. Forecasting of these severe weather events is highly essential due to their impact on socio-economic conditions of affected regions. Kharagpur (22°30? N, 87°20? E) is in the region of Gangetic West Bengal (GWB) affected by high frequency of occurrence of thunderstorms during pre-monsoon months. In the present study an attempt has been made to understand the performance of convective parameterization schemes (e. g. Kain-Fritsch, Grell-Devenyi ensemble and Betts-Miller-Janjic) of a meso-scale model WRF-ARW version 3. 2 in simulating pre-monsoon thunderstorm events that occurred during 12 May 2009 and 5 May 2010 over Kharagpur. Numerical experiments are carried out by considering convection explicitly. The model simulations are compared with the available observations. Statistical evaluation of simulated parameters along with the observations revealed Grell-Devenyi ensemble and Kain-Fritsch schemes performed reasonably well in representing the thermo- dynamical state of atmosphere during the thunderstorm events.

References
  1. Pramanik, S. K. , (1939), Forecasting of Nor'westers in Bengal. http://www. new. dli. ernet. in/rawdataupload/upload/insa/INSA_1/20005b81_93. pdf
  2. Weston, K. J. , (1972), The dryline of northern India and its role in cumulonimbus convection, Quarterly Journal of the Royal Meteorological Society, Vol. 98, pp. 519–531.
  3. Lohar, D. , Pal, B. , (1995), The effect of irrigation on pre-monsoon season precipitation over south west Bengal, India, Journal of Climate, Vol. 8, pp. 2567–2570.
  4. Ghosh, A. , Lohar, D. , Das, J. , (2008), Initiation of Nor'wester in relation to mid-upper and low-level water vapor patterns on METEOSAT-5 images, Atmospheric Research, Vol. 87, pp. 116–135.
  5. Rodriguez, C. A. M. , da Rocha R. P. , Bombardi, R. , (2010), On the development of summer thunderstorms in the city of Sao Paulo, Mean meteorological characteristics and pollution effect, Atmospheric Research, Vol. 96, pp. 477-488.
  6. Yamane, Y. , Hyashi, T. , (2006), Evaluation of environmental conditions for the formation of severe local storms across the Indian subcontinent, Geophysical Research Letters, doi:10. 1029/2006GL026823.
  7. Tyagi, A. , (2007), Thunderstorm climatology over Indian region, Mausam, vol. 58(2), pp. 189–212.
  8. Litynska, Z. , Parfiniewicz, J. , Pinkowski, H. , (1976), The prediction of air mass thunderstorms and hails, WMO Bulletin, Vol. 450, pp. 128–130.
  9. Peppier, R. A. , (1988), A review of static stability indices and related thermodynamic parameters, SWS Miscellaneous Publication 104.
  10. Jacovides, C. P. , Yonetani, T. , (1990), An evaluation of stability indices for thunderstorm prediction in Greater Cyprus, Weather Forecasting Vol. 5, pp. 559–569.
  11. Ravi, N. , Mohanty, U. C. , Madan, O. P. , Paliwal, R. K. , (1999), Forecasting of thunderstorms in the pre-monsoon season at Delhi, Meteorological Applications, Vol. 6, pp. 29–38.
  12. Haklander, A. J. , Delden, A. V. , (2003), Thunderstorm predictors and their forecast skill for The Netherlands, Atmospheric Research Vol. 67–68, pp. 273–299.
  13. Mukhopadhyay, P. , (2003), Idealized simulation of a thunderstorm over Kolkata using RAMS, Journal of Indian Geophysical Union. , Vol. 8(4), pp. 253-256.
  14. Kunz, M. , (2007), The skill of convective parameters and indices to predict isolated and severe thunderstorms, Natural Hazards and Earth System Science, Vol. 7, pp. 327–342.
  15. Litta, A. J. , and Mohanty, U. C. , (2008), Simulation of a severe thunderstorm event during the field experiment of STORM programme 2006, using WRF-NMM model. Current Science. 95, 204-215
  16. Sa´nchez, J. L. , Lo´pez, L. , Bustos, C. , Marcos, J. L. , Garc?´a, O. E. , (2008), Short-term forecast of thunderstorms in Argentina, Atmospheric Research, Vol. 88, pp. 36–45.
  17. Latha, R. , Murthy, B. S. , (2011), Boundary layer signatures of consecutive thunderstorms as observed by Doppler sodar over western India, Atmospheric Research Vol. 99, pp. 230–240.
  18. Tyagi, B. , Naresh Krishna, V. , Satyanarayana, A. N. V. , (2011). Skill of Thermodynamic indices for forecasting pre-monsoon thunderstorms over Kolkata during STORM pilot phase 2006-2008, Natural Hazards 56, 681-698, DOI: 10. 1007/s11069-010-9582-x
  19. Tyagi, B. , Satyanarayana, A. N. V. , Kumar, M. , and Mahanti, N. C. , (2012). Surface energy and radiation budget over a tropical station: An Observational study, Asia-Pacific Journal of Atmospheric Science 48(4), 411-421, DOI: 10. 1007/s13143-012-0037-z
  20. Tyagi, B. , Satyanarayana, A. N. V. , and Naresh Krishna, V. , (2013), Thermodynamical structure of atmosphere during pre-monsoon thunderstorm season over Kharagpur as revealed by STORM data, Pure and Applied Geophysics 170(4), 675-687, Published Online, DOI: 10. 1007/s00024-012-0566-5
  21. Vaidya, S. S. , (2007), Simulation of weather systems over Indian region using mesoscale models. Meteorology and Atmospheric Physics 95, 15-26.
  22. Litta, A. J. , Mohanty, U. C. , and Sumam M. I. , (2009), Simulation of Severe Squall Line over Kolkata using WRFNMM model. Lectures on Modeling and Simulation. 10(1), 73-83
  23. Litta, A. J. , Mohanty, U. C. , and Bhan, S. C. , (2010), Numerical Simulation of a Tornado over Ludhiana (India) using WRF-NMM model. Meteorological Applications. 16, 164-175
  24. Litta, A. J. , Sumam M. I. , Mohanty, U. C. , (2011), A Comparative Study of Convective Parameterization Schemes in WRF-NMM Model. International Journal of Computer Applications 33 (6), 32-39
  25. Rajeevan, M. , Kesarkar A. , Thampi, S. B. , Rao K. N. , Radhakrishna, B. , Rajsekhar, M. , (2010), Sensitivity of WRF cloud microphysics to simulations of a severe thunderstorm event over Southeast India. Annales Geophysicae 28, 603-619.
  26. Srinivas, C. V. , Hariprasad, D. , Bhaskar Rao, D. V. , Anjaneyulu, Y. , Baskaran, R. , Venkatraman, B. , (2013), Simulation of the Indian Summer Monsoon regional climate using advanced research WRF model. International Journal of Climatology 33: 1195-1210.
  27. Deshpande M. S. , Pattnaik S. , Salvekar P. S. , (2012), Impact of cloud parametrization on the numerical simulation of a super cyclone. Annales Geophysicae 30, 775-795.
  28. STORM Science Plan (2005), Severe Thunderstorms – Observations & Regional Modeling (STROM) Programme, Department of Science & Technology, Government of India, New Delhi, December 2005.
  29. Tyagi, B. , Satyanarayana, A. N. V. , (2010), Modeling of Soil Surface Temperature and Heat Flux during Pre-monsoon season at two Tropical Stations, Journal of Atmospheric and Solar–Terrestrial Physics (Elsevier Publications), 72 (2-3), 224-233, DOI:10. 1016/j. jastp. 2009. 11. 015
  30. Panigrahi, B. , Panda, S. N. , (2003), Field test of a soil water balance simulation model. Agr Water Manage 58: 223-240.
  31. Roy, D. , (2006), Development of software for the design of the on farm reservoir under rain fed farming system, Unpublished M. Tech. Thesis, Department of Agriculture and Food Engineering, Indian Institute of Technology Kharagpur, pp. 85.
  32. Skamarock, W. C. and Weisman, M. L, (2009), The impact of positive-de?nite moisture transport on NWP precipitation forecasts, Mon. Wea. Rev. 137, 488-494.
  33. Michalakes, J. , Dudhia, J. , Gill, D. , Henderson, T. , Klemp, J. , Skamarock, W. , and Wang, W. , (2004), The Weather Research and Forecast Model: Software Architecture and Performance. Proceeding of the Eleventh ECMWF Workshop on the Use of High Performance Computing in Meteorology. 25–29 October 2004, Reading, U. K. , Ed. George Mozdzynski.
  34. Skamarock W. C. , (2005), Timesplitting techniques for multidimensional transport, available at http://www. mmm. ucar. edu/individual/skamarock/advect3d
  35. Janjic, Z. I. , (1996), The Surface Layer in the NCEP Eta Model. 11th Conf. on NWP, Norfolk, VA, American Meteorological Society, 354–355
  36. Janjic, Z. I. , (2002), Nonsingular Implementation of the Mellor–Yamada Level 2. 5 Scheme in the NCEP Meso model, NCEP Office Note, No. 437, 61
  37. Kain, J. S. , and Fritsch, J. M. , (1993), Convective parameterization for mesoscale models: The Kain-Fritcsh scheme. The representation of cumulus convection in numerical models, K. A. Emanuel and D. J. Raymond, Eds. , Amer. Meteor. Soc. 246
  38. Kain, J. S. , (2004), The Kain–Fritsch Convective Parameterization: An Update. Journal of Applied Meteorology 43 (1), 170–181
  39. Grell, G. A. , and Devenyi, D. , (2002), A generalized approach to parameterizing convection combining ensemble and data assimilation techniques. Geophysical Research Letter. 29, Article 1963
  40. Janjic, Z. I. , (1994), The step–mountain eta coordinate model: further developments of the convection, viscous sublayer and turbulence closure schemes. Mon. Wea. Rev. 122, 927–945
  41. Janjic, Z. I. , (2000), Comments on "Development and Evaluation of a Convection Scheme for Use in Climate Models. J. Atmos. Sci. 57, 3686
  42. Betts, A. K. , (1986), A new convective adjustment scheme. Part I: Observational and theoretical basis. Quart. J. Roy. Meteor. Soc. , 112, 677–691.
  43. Chen, F. , and J. Dudhia, (2001), Coupling an advanced land-surface/ hydrology model with the Penn State/ NCAR MM5 modeling system. Part I: Model description and implementation. Mon. Wea. Rev. , 129, 569–585.
  44. Ferrier B. S, Lin Y. , Black T. , Rogers E. , DiMego G. , (2002), Implementation of a new grid-scale cloud and precipitation scheme in the NCEP Eta model. In: Proceedings of the 15th Conference on Numerical Weather Prediction; San Antonio, Tex, USA. American Meteorological Society; pp. 280–283.
  45. Mlawer, E. J. , Taubman, S. J. , Brown, P. D. , Iacono, M. J. , and Clough, S. A. , (1997), Radiative transfer for inhomogeneous atmosphere: RRTM, a validated correlated-k model for the longwave. J. Geophys. Res. , 102 (D14), 16663–16682.
  46. Dudhia, J. , (1989), Numerical study of convection observed during the winter monsoon experiment using a mesoscale two-dimensional model, J. Atmos. Sci. , 46, 3077–3107.
  47. Tyagi, B. , Satyanarayana, A. N. V. , Rajvanshi R. K. , and Mandal. , M. M. , (2013), Surface Energy Exchanges during Pre-monsoon Thunderstorm Activity over a Tropical Station Kharagpur, Pure and Applied Geophysics, DOI 10. 1007/s00024-013-0682-x
Index Terms

Computer Science
Information Sciences

Keywords

Numerical Experiments Convection parameterization Thunderstorm