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Volumn 20, Issue 6, 2005, Pages 896-917

The use of sounding-derived indices for a neural network short-term thunderstorm forecast

Author keywords

[No Author keywords available]

Indexed keywords

MATHEMATICAL MODELS; METEOROLOGICAL INSTRUMENTS; NATURAL CONVECTION; NEURAL NETWORKS; REGRESSION ANALYSIS; THUNDERSTORMS;

EID: 32044452666     PISSN: 08828156     EISSN: None     Source Type: Journal    
DOI: 10.1175/WAF898.1     Document Type: Article
Times cited : (59)

References (28)
  • 1
    • 0001504093 scopus 로고    scopus 로고
    • Statistical theory of overtraining - Is cross-validation asymptotically effective?
    • D. S. Touretzky, M. C. Mozer, and M. E. Hasselmo, Eds., MIT Press
    • Amari, S., N. Murata, K. R. Müller, M. Finke, and H. Yang, 1996: Statistical theory of overtraining - Is cross-validation asymptotically effective? Advances in Neural Information Processing Systems, D. S. Touretzky, M. C. Mozer, and M. E. Hasselmo, Eds., Vol. 8, MIT Press, 176-182.
    • (1996) Advances in Neural Information Processing Systems , vol.8 , pp. 176-182
    • Amari, S.1    Murata, N.2    Müller, K.R.3    Finke, M.4    Yang, H.5
  • 3
    • 0006838637 scopus 로고
    • A simple instability index for use as a synoptic parameter
    • Boyden, C. J., 1963: A simple instability index for use as a synoptic parameter. Meteor. Mag., 92, 198-210.
    • (1963) Meteor. Mag. , vol.92 , pp. 198-210
    • Boyden, C.J.1
  • 5
    • 0028668137 scopus 로고
    • ZEB: Software for integration, display, and management of diverse environmental datasets
    • Corbet, J. M., C. Mueller, C. Burghart, K. Gould, and G. Granger, 1994: ZEB: Software for integration, display, and management of diverse environmental datasets. Bull. Amer. Meteor. Soc., 75, 783-792.
    • (1994) Bull. Amer. Meteor. Soc. , vol.75 , pp. 783-792
    • Corbet, J.M.1    Mueller, C.2    Burghart, C.3    Gould, K.4    Granger, G.5
  • 6
    • 0028576685 scopus 로고
    • The effect of neglecting the virtual temperature correction on CAPE calculations
    • Doswell, C. A., III, and E. Rasmussen, 1994: The effect of neglecting the virtual temperature correction on CAPE calculations. Wea. Forecasting, 9, 625-629.
    • (1994) Wea. Forecasting , vol.9 , pp. 625-629
    • Doswell III, C.A.1    Rasmussen, E.2
  • 9
    • 0002804002 scopus 로고
    • A study of some measures of forecast verification
    • Preprints, Edmonton, AB, Canada, Amer. Meteor. Soc
    • Flueck, J. A., 1987: A study of some measures of forecast verification. Preprints, 10th Conf. on Probability and Statistics in Atmospheric Sciences, Edmonton, AB, Canada, Amer. Meteor. Soc., 69-73.
    • (1987) 10th Conf. on Probability and Statistics in Atmospheric Sciences , pp. 69-73
    • Flueck, J.A.1
  • 10
    • 0038535245 scopus 로고    scopus 로고
    • 1995 descriptive statistics on lightning activity over Italy obtained by means of the Italian lightning detection system "CESI SIRF"
    • Florence, Italy
    • Iorio, R., and D. Ferrari, 1996: 1995 descriptive statistics on lightning activity over Italy obtained by means of the Italian lightning detection system "CESI SIRF." Proc. 23d Int. Conf. on Lightning Protection, Florence, Italy, 191-196.
    • (1996) Proc. 23d Int. Conf. on Lightning Protection , pp. 191-196
    • Iorio, R.1    Ferrari, D.2
  • 11
    • 0141849903 scopus 로고    scopus 로고
    • A climatology of instability indices derived from Friuli Venezia Giulia soundings, using three different methods
    • Manzato, A., 2003: A climatology of instability indices derived from Friuli Venezia Giulia soundings, using three different methods. Atmos. Res., 67-68, 417-454.
    • (2003) Atmos. Res. , vol.67-68 , pp. 417-454
    • Manzato, A.1
  • 12
    • 32044473047 scopus 로고    scopus 로고
    • An odds ratio parameterization for ROC diagram and skill score indices
    • Manzato, A., 2005: An odds ratio parameterization for ROC diagram and skill score indices. Wea. Forecasting, 20, 918-930.
    • (2005) Wea. Forecasting , vol.20 , pp. 918-930
    • Manzato, A.1
  • 13
    • 0141626435 scopus 로고    scopus 로고
    • Evaluating the sounding instability with the lifted parcel theory
    • Manzato, A., and G. M. Morgan, 2003: Evaluating the sounding instability with the lifted parcel theory. Atmos. Res., 67-68, 455-473.
    • (2003) Atmos. Res. , vol.67-68 , pp. 455-473
    • Manzato, A.1    Morgan, G.M.2
  • 14
    • 0034336496 scopus 로고    scopus 로고
    • A neural network for tornado diagnosis
    • Marzban, C., 2000: A neural network for tornado diagnosis. Neural Comput. Appl., 9, 133-141.
    • (2000) Neural Comput. Appl. , vol.9 , pp. 133-141
    • Marzban, C.1
  • 15
    • 33846637705 scopus 로고    scopus 로고
    • Neural network short course
    • cited [Available online at]
    • Marzban, C., cited 2002: Neural network short course. [Available online at http://www.nhn.ou.edu/~marzban.]
    • (2002)
    • Marzban, C.1
  • 16
    • 0035484492 scopus 로고    scopus 로고
    • A Bayesian neural network for hail size prediction
    • Marzban, C., and A. Witt, 2001: A Bayesian neural network for hail size prediction. Wea. Forecasting, 16, 600-610.
    • (2001) Wea. Forecasting , vol.16 , pp. 600-610
    • Marzban, C.1    Witt, A.2
  • 19
    • 0000954408 scopus 로고
    • A neural network short-term forecast of significant thunderstorms
    • McCann, D. W., 1992: A neural network short-term forecast of significant thunderstorms. Wea. Forecasting, 7, 525-534.
    • (1992) Wea. Forecasting , vol.7 , pp. 525-534
    • McCann, D.W.1
  • 20
    • 0026359830 scopus 로고
    • Shootout-89: A comparative evaluation of knowledge-based systems that forecast severe weather
    • Coathors
    • Moninger, W. R., and Coathors, 1991: Shootout-89: A comparative evaluation of knowledge-based systems that forecast severe weather. Bull. Amer. Meteor. Soc., 72, 1339-1354.
    • (1991) Bull. Amer. Meteor. Soc. , vol.72 , pp. 1339-1354
    • Moninger, W.R.1
  • 21
    • 0001595997 scopus 로고
    • Neural network classifiers estimate Bayesian a posteriori probabilities
    • Richard, M. D., and R. P. Lippmann, 1991: Neural network classifiers estimate Bayesian a posteriori probabilities. Neural Comput., 3, 461-483.
    • (1991) Neural Comput. , vol.3 , pp. 461-483
    • Richard, M.D.1    Lippmann, R.P.2
  • 23
    • 11144273669 scopus 로고
    • The Perceptron: A probabilistic model for information storage and organization in the brain
    • Rosenblatt, F., 1958: The Perceptron: A probabilistic model for information storage and organization in the brain. Psychol. Rev., 65, 386-408.
    • (1958) Psychol. Rev. , vol.65 , pp. 386-408
    • Rosenblatt, F.1
  • 24
    • 32044464198 scopus 로고    scopus 로고
    • Should I normalize/standardize/rescale the data?
    • cited [Available online at]
    • Sarle, W., cited 2002: Should I normalize/standardize/rescale the data? [Available online at http://www.faqs.org/faqs/ai-faq/neural-nets/part2/ section-16.html.]
    • (2002)
    • Sarle, W.1
  • 25
    • 0033924470 scopus 로고    scopus 로고
    • Use of the "odds ratio" for diagnosing forecast skill
    • Stephenson, D. B., 2000: Use of the "odds ratio" for diagnosing forecast skill. Wea. Forecasting, 15, 221-232.
    • (2000) Wea. Forecasting , vol.15 , pp. 221-232
    • Stephenson, D.B.1
  • 26
    • 0015731803 scopus 로고
    • The relative operating characteristic in psychology
    • Swets, J. A., 1973: The relative operating characteristic in psychology. Science, 182, 900-1000.
    • (1973) Science , vol.182 , pp. 900-1000
    • Swets, J.A.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.