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Volumn 114, Issue 3-4, 2013, Pages 583-603

Prediction of extreme rainfall event using weather pattern recognition and support vector machine classifier

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHM; EXTREME EVENT; MESOSCALE METEOROLOGY; NUMERICAL MODEL; PATTERN RECOGNITION; RAINFALL; SYNOPTIC METEOROLOGY; WEATHER FORECASTING;

EID: 84887316787     PISSN: 0177798X     EISSN: 14344483     Source Type: Journal    
DOI: 10.1007/s00704-013-0867-3     Document Type: Article
Times cited : (77)

References (49)
  • 1
    • 33646347657 scopus 로고    scopus 로고
    • Application of the MM5 and the analogous method to heavy rainfall event, the case of 16-18 October 2003 in Catalonia (NE Spain)
    • Altava O, Barrera, Llasat, Prat, Gibergans B, Barnolas (2006) Application of the MM5 and the analogous method to heavy rainfall event, the case of 16-18 October 2003 in Catalonia (NE Spain). Adv Geosci 7: 313-319.
    • (2006) Adv Geosci , vol.7 , pp. 313-319
    • Altava, O.1    Barrera2    Llasat3    Prat4    Gibergans, B.5    Barnolas6
  • 2
    • 0000085181 scopus 로고
    • A technique for maximizing details in numerical weather map analysis
    • doi:10.1175/1520-0450(1964)003<0396:ATFMDI>2.0.CO;20021-8952
    • Barnes SL (1964) A technique for maximizing details in numerical weather map analysis. J Appl Meteorol 3: 396-409. doi: 10. 1175/1520-0450(1964)003<0396: ATFMDI>2. 0. CO;20021-8952.
    • (1964) J Appl Meteorol , vol.3 , pp. 396-409
    • Barnes, S.L.1
  • 3
    • 77949265545 scopus 로고    scopus 로고
    • Application of multimodel ensemble techniques for real time district level rainfall forecasts in short range time scale over Indian region
    • Bhowmik RS, Durai V (2010) Application of multimodel ensemble techniques for real time district level rainfall forecasts in short range time scale over Indian region. Meteorol Atmos Phys 106: 19-35.
    • (2010) Meteorol Atmos Phys , vol.106 , pp. 19-35
    • Bhowmik, R.S.1    Durai, V.2
  • 6
    • 38149071707 scopus 로고    scopus 로고
    • Predictability of flood events in view of current meteorology and hydrology in the conditions of the Czech Republic
    • Březková L, Šálek M, Soukalová EC (2010) Predictability of flood events in view of current meteorology and hydrology in the conditions of the Czech Republic. Soil Water Res 2(4): 156-168.
    • (2010) Soil Water Res , vol.2 , Issue.4 , pp. 156-168
    • Březková, L.1    Šálek, M.2    Soukalová, E.C.3
  • 7
    • 58849125722 scopus 로고    scopus 로고
    • Extreme precipitation trends associated with tropical cyclones in the core of the North American monsoon
    • Cavazos T, Turrent C, Lettenmaier DP (2008) Extreme precipitation trends associated with tropical cyclones in the core of the North American monsoon. Geophys Res Lett 35: L21703.
    • (2008) Geophys Res Lett , vol.35
    • Cavazos, T.1    Turrent, C.2    Lettenmaier, D.P.3
  • 8
    • 34249753618 scopus 로고
    • Support-vector networks
    • Cortes C, Vapnik V (1995) Support-vector networks. Mach Learn 20: 273-297.
    • (1995) Mach Learn , vol.20 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 10
    • 79953770514 scopus 로고    scopus 로고
    • Precipitation forecasting through an analog sorting technique: a comparative study
    • Daoud BA, Sauquet E, Lang M, Bontron G, Obled C (2011) Precipitation forecasting through an analog sorting technique: a comparative study. Adv Geosci 29: 103-107.
    • (2011) Adv Geosci , vol.29 , pp. 103-107
    • Daoud, B.A.1    Sauquet, E.2    Lang, M.3    Bontron, G.4    Obled, C.5
  • 11
    • 19744363846 scopus 로고    scopus 로고
    • Hydrologic impact of climate change in the Saguenay watershed: comparison of downscaling methods and hydrologic models
    • Dibike YB, Coulibaly P (2005) Hydrologic impact of climate change in the Saguenay watershed: comparison of downscaling methods and hydrologic models. J Hydrol 307(1-4): 145-163.
    • (2005) J Hydrol , vol.307 , Issue.1-4 , pp. 145-163
    • Dibike, Y.B.1    Coulibaly, P.2
  • 12
    • 73949131313 scopus 로고    scopus 로고
    • Mesoscale characteristics and prediction of an unusual extreme heavy precipitation event over India using a high resolution mesoscale model
    • doi:10.1016/j.atmosres.2009.10.004
    • Dodla VBR, Ratna SB (2010) Mesoscale characteristics and prediction of an unusual extreme heavy precipitation event over India using a high resolution mesoscale model. Atmos Res 95: 255-269. doi: 10. 1016/j. atmosres. 2009. 10. 004.
    • (2010) Atmos Res , vol.95 , pp. 255-269
    • Dodla, V.B.R.1    Ratna, S.B.2
  • 13
    • 0344121648 scopus 로고    scopus 로고
    • A hydrological definition of Indian monsoon onset and withdrawal
    • Fasullo J, Webster PJ (2003) A hydrological definition of Indian monsoon onset and withdrawal. J Climate 16: 3200-3211.
    • (2003) J Climate , vol.16 , pp. 3200-3211
    • Fasullo, J.1    Webster, P.J.2
  • 15
    • 33750499915 scopus 로고    scopus 로고
    • Intense rainfall events over the west coast of India
    • Francis PA, Gadgil S (2006) Intense rainfall events over the west coast of India. Meteorol Atmos Phys 94: 27-42.
    • (2006) Meteorol Atmos Phys , vol.94 , pp. 27-42
    • Francis, P.A.1    Gadgil, S.2
  • 16
    • 33845308814 scopus 로고    scopus 로고
    • Increasing trend of extreme rain events over India in a warming environment
    • doi:10.1126/science.1132027
    • Goswami BN, Venugopal V, Sengupta D, Madhusoodanan MS, Xavier PK (2006) Increasing trend of extreme rain events over India in a warming environment. Science 314: 1442-1445. doi: 10. 1126/science. 1132027.
    • (2006) Science , vol.314 , pp. 1442-1445
    • Goswami, B.N.1    Venugopal, V.2    Sengupta, D.3    Madhusoodanan, M.S.4    Xavier, P.K.5
  • 17
    • 84887321429 scopus 로고    scopus 로고
    • MM5 3D-VAR data assimilation and forecast system over Indian subcontinent-results from recent experiments
    • Gupta MD, Das S, Ashrit R (2004) MM5 3D-VAR data assimilation and forecast system over Indian subcontinent-results from recent experiments. In: 5th WRF/14th MM5 Users' Workshop NCAR.
    • (2004) 5th WRF/14th MM5 Users' Workshop NCAR
    • Gupta, M.D.1    Das, S.2    Ashrit, R.3
  • 18
    • 0035444113 scopus 로고    scopus 로고
    • Using normalized climatological anomalies to rank synoptic-scale events objectively
    • doi:10.1175/1520-0493(2001)129<2426:UNCATR>2.0.CO;20027-0644
    • Hart RE, Grumm RH (2001) Using normalized climatological anomalies to rank synoptic-scale events objectively. Mon Weather Rev 129: 2426-2442. doi: 10. 1175/1520-0493(2001)129<2426: UNCATR>2. 0. CO;20027-0644.
    • (2001) Mon Weather Rev , vol.129 , pp. 2426-2442
    • Hart, R.E.1    Grumm, R.H.2
  • 19
    • 67649210816 scopus 로고    scopus 로고
    • Assessment of the WRF model in reproducing a flash-flood heavy rainfall event over Korea
    • doi:10.1016/j.atmosres.2009.03.015
    • Hong S-Y, Lee J-W (2009) Assessment of the WRF model in reproducing a flash-flood heavy rainfall event over Korea. Atmos Res 93: 818-831. doi: 10. 1016/j. atmosres. 2009. 03. 015.
    • (2009) Atmos Res , vol.93 , pp. 818-831
    • Hong, S.-Y.1    Lee, J.-W.2
  • 20
    • 84869499319 scopus 로고    scopus 로고
    • Managing the risks of extreme events and disasters to advance climate change adaptation
    • IPCC, In: Field CB, Barros V, Stocker TF, Qin D, Dokken DJ, Ebi KL, Mastrandrea MD, Mach KJ, Plattner G-K, Allen SK, Tignor M, Midgley PM (eds). Cambridge University Press, Cambridge
    • IPCC (2012) Managing the risks of extreme events and disasters to advance climate change adaptation. A Special Report of Working Groups I and II of the Intergovernmental Panel on Climate Change. In: Field CB, Barros V, Stocker TF, Qin D, Dokken DJ, Ebi KL, Mastrandrea MD, Mach KJ, Plattner G-K, Allen SK, Tignor M, Midgley PM (eds). Cambridge University Press, Cambridge, 582 pp.
    • (2012) A Special Report of Working Groups I and II of the Intergovernmental Panel on Climate Change , pp. 582
  • 21
    • 84887321620 scopus 로고    scopus 로고
    • Role of low level jetstream in intense monsoon rainfall episodes over the west coast of India
    • (ARMEX)
    • Joseph PV (2006) Role of low level jetstream in intense monsoon rainfall episodes over the west coast of India. In: National Workshop on Arabian Sea Monsoon Experiment (ARMEX).
    • (2006) National Workshop on Arabian Sea Monsoon Experiment
    • Joseph, P.V.1
  • 24
    • 0020970640 scopus 로고
    • An interactive Barnes objective map analysis scheme for use with satellite and conventional data
    • doi:10.1175/1520-0450(1983)022<1487:AIBOMA>2.0.CO;20733-302
    • Koch SE, desJardins M, Kocin PJ (1983) An interactive Barnes objective map analysis scheme for use with satellite and conventional data. J Clim Appl Meteorol 22: 1487-1503. doi: 10. 1175/1520-0450(1983)022<1487: AIBOMA>2. 0. CO;20733-302.
    • (1983) J Clim Appl Meteorol , vol.22 , pp. 1487-1503
    • Koch, S.E.1    desJardins, M.2    Kocin, P.J.3
  • 25
    • 84861668217 scopus 로고    scopus 로고
    • Dynamics of east-west asymmetry of Indian summer monsoon rainfall trends in recent decades
    • doi: 10. 1029/2012GL052018, L10708
    • Konwar M, Parekh A, Goswami BN (2012) Dynamics of east-west asymmetry of Indian summer monsoon rainfall trends in recent decades. Geophy Res Lett 39. doi: 10. 1029/2012GL052018, L10708, 1-6.
    • (2012) Geophy Res Lett , vol.39 , pp. 1-6
    • Konwar, M.1    Parekh, A.2    Goswami, B.N.3
  • 26
    • 79953165033 scopus 로고    scopus 로고
    • Impact of the urban heat island effect on precipitation over a complex geographic environment in Northern Taiwan
    • doi:10.1175/2010JAMC2504.11558-8424
    • Lin C-Y, Chen W-C, Chang P-L, Sheng Y-F (2001) Impact of the urban heat island effect on precipitation over a complex geographic environment in Northern Taiwan. J Appl Meteorol Climatol 50: 339-353. doi: 10. 1175/2010JAMC2504. 11558-8424.
    • (2001) J Appl Meteorol Climatol , vol.50 , pp. 339-353
    • Lin, C.-Y.1    Chen, W.-C.2    Chang, P.-L.3    Sheng, Y.-F.4
  • 27
    • 0014534148 scopus 로고
    • Atmospheric predictability as revealed by naturally occurring analogues
    • doi:10.1175/1520-0469(1969)26<636:APARBN>2.0.CO;20022-4928
    • Lorenz EN (1969) Atmospheric predictability as revealed by naturally occurring analogues. J Atmos Sci 26: 636-646. doi: 10. 1175/1520-0469(1969)26<636: APARBN>2. 0. CO;20022-4928.
    • (1969) J Atmos Sci , vol.26 , pp. 636-646
    • Lorenz, E.N.1
  • 28
    • 80052670999 scopus 로고    scopus 로고
    • Experimental real-time multi-model ensemble (MME) prediction of rainfall during monsoon 2008: large-scale medium-range aspects
    • Mitra A, Iyengar G, Durai V, Sanjay J, Krishnamurti T, Mishra A, Sikka D (2011) Experimental real-time multi-model ensemble (MME) prediction of rainfall during monsoon 2008: large-scale medium-range aspects. J Earth Syst Sci 120: 27-52.
    • (2011) J Earth Syst Sci , vol.120 , pp. 27-52
    • Mitra, A.1    Iyengar, G.2    Durai, V.3    Sanjay, J.4    Krishnamurti, T.5    Mishra, A.6    Sikka, D.7
  • 29
    • 60649117370 scopus 로고    scopus 로고
    • Mesoscale objective analysis of daily rainfall with satellite and conventional data over Indian summer monsoon region
    • Narkhedkar SG, Sinha SK, Mitra A (2008) Mesoscale objective analysis of daily rainfall with satellite and conventional data over Indian summer monsoon region. Geofizika 25: 159-177.
    • (2008) Geofizika , vol.25 , pp. 159-177
    • Narkhedkar, S.G.1    Sinha, S.K.2    Mitra, A.3
  • 30
    • 33845703344 scopus 로고    scopus 로고
    • What is a support vector machine?
    • Noble WS (2006) What is a support vector machine? Nat Biotech 24: 1565-1567.
    • (2006) Nat Biotech , vol.24 , pp. 1565-1567
    • Noble, W.S.1
  • 31
    • 0442296633 scopus 로고    scopus 로고
    • Statistical correction of a deterministic numerical weather prediction model
    • Nott DJ, Dunsmuir WTM, Kohn R, Woodcock F (2001) Statistical correction of a deterministic numerical weather prediction model. J Am Stat Assoc 96: 794-804.
    • (2001) J Am Stat Assoc , vol.96 , pp. 794-804
    • Nott, D.J.1    Dunsmuir, W.T.M.2    Kohn, R.3    Woodcock, F.4
  • 33
    • 77249155532 scopus 로고    scopus 로고
    • The relation between airflow and orographic precipitation on the southern side of the Alps as revealed by weather radar
    • doi:10.1002/qj.544
    • Panziera L, Germann U (2010) The relation between airflow and orographic precipitation on the southern side of the Alps as revealed by weather radar. Q J R Meteorol Soc 136: 222-238. doi: 10. 1002/qj. 544.
    • (2010) Q J R Meteorol Soc , vol.136 , pp. 222-238
    • Panziera, L.1    Germann, U.2
  • 36
    • 84887317296 scopus 로고    scopus 로고
    • Prediction of Indian summer monsoon: status, problems and prospects
    • Bangalore, INDE
    • Rajeevan M (2001) Prediction of Indian summer monsoon: status, problems and prospects. Current Science Association, Bangalore, INDE; 7.
    • (2001) Current Science Association , pp. 7
    • Rajeevan, M.1
  • 38
    • 0000518593 scopus 로고    scopus 로고
    • Heavy rainfall during monsoon season: point and spatial distribution
    • Rakhecha PR, Pisharoty PR (1996) Heavy rainfall during monsoon season: point and spatial distribution. Curr Sci 71: 177-186.
    • (1996) Curr Sci , vol.71 , pp. 177-186
    • Rakhecha, P.R.1    Pisharoty, P.R.2
  • 40
    • 0034105661 scopus 로고    scopus 로고
    • All India summer monsoon rainfall prediction using an artificial neural network
    • Sahai AK, Soman MK, Satyan V (2000) All India summer monsoon rainfall prediction using an artificial neural network. Clim Dyn 16: 291-302.
    • (2000) Clim Dyn , vol.16 , pp. 291-302
    • Sahai, A.K.1    Soman, M.K.2    Satyan, V.3
  • 43
    • 33646425605 scopus 로고    scopus 로고
    • Barnes objective analysis scheme of daily rainfall over Maharashtra (India) on a mesoscale grid
    • Sinha SK, Narkhedkar SG, Mitra AK (2006) Barnes objective analysis scheme of daily rainfall over Maharashtra (India) on a mesoscale grid. Atmosfera 19: 109-126.
    • (2006) Atmosfera , vol.19 , pp. 109-126
    • Sinha, S.K.1    Narkhedkar, S.G.2    Mitra, A.K.3
  • 45
    • 77953974473 scopus 로고    scopus 로고
    • Association of geopotential height patterns with heavy rainfall events in Cyprus
    • Tymvios F, Savvidou K, Michaelides SC (2010) Association of geopotential height patterns with heavy rainfall events in Cyprus. Adv Geosci 23: 73-78.
    • (2010) Adv Geosci , vol.23 , pp. 73-78
    • Tymvios, F.1    Savvidou, K.2    Michaelides, S.C.3
  • 46
    • 0037099647 scopus 로고    scopus 로고
    • Progress in and prospects for fluvial flood modelling
    • Wheater HS (2002) Progress in and prospects for fluvial flood modelling. Philos Trans R Soc London, Ser A 360: 1409-1431.
    • (2002) Philos Trans R Soc London, Ser A , vol.360 , pp. 1409-1431
    • Wheater, H.S.1
  • 48
    • 0037099572 scopus 로고    scopus 로고
    • Advances in real-time flood forecasting
    • Young PC (2002) Advances in real-time flood forecasting. Philos Trans R Soc London, Ser A 360: 1433-1450.
    • (2002) Philos Trans R Soc London, Ser A , vol.360 , pp. 1433-1450
    • Young, P.C.1
  • 49
    • 4644347704 scopus 로고    scopus 로고
    • Design efficient support vector machine for fast classification
    • doi:10.1016/j.patcog.2004.06.001
    • Zhan Y, Shen D (2005) Design efficient support vector machine for fast classification. Pattern Recognit 38: 157-161. doi: 10. 1016/j. patcog. 2004. 06. 001.
    • (2005) Pattern Recognit , vol.38 , pp. 157-161
    • Zhan, Y.1    Shen, D.2


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