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Seasonal Forecast Model for the Number of Tropical Cyclones to Make Landfall in China
  • ISSN号:1006-9585
  • 期刊名称:《气候与环境研究》
  • 时间:0
  • 分类:P444[天文地球—大气科学及气象学]
  • 作者机构:[a] Nansen-Zhu International Research Centre, Institute of Atmospheric Physics Chinese Academy of Sciences, Beijing 100029, China
  • 相关基金:jointly supported by the National Natural Science Foundation of China (Grant No.40775049);the IAP Key Innovation Programs (IAP07117 and IAP09302);the Basic Research Program of China (Grant No.2009CB421406)
作者: Fan Ke[a][*]
中文摘要:

The year-to-year increment prediction approach proposed by was applied to forecast the annual number of tropical cyclones (TCs) making landfall over China.The year-to-year increase or decrease in the number of land-falling TCs (LTCs) was first predicted to yield a net number of LTCs between successive years.The statistical prediction scheme for the year-to-year increment of annual LTCs was developed based on data collected from 1977 to 2007,which includes five predictors associated with high latitude circulations in both Hemispheres and the circulation over the local,tropical western North Pacific Ocean.The model shows reasonably high predictive ability,with an average root mean square error (RMSE) of 1.09,a mean absolute error (MAE) of 0.9,and a correlation coefficient between the predicted and observed annual number of LTCs of 0.86,accounting for 74% of the total variance.The cross-validation test further demonstrated the high predictive ability of the model,with an RMSE value of 1.4,an MAE value of 1.2,and a correlation coefficient of 0.74 during this period.

英文摘要:

The year-to-year increment prediction approach proposed by was applied to forecast the annual number of tropical cyclones (TCs) making landfall over China. The year-to-year increase or decrease in the number of land-falling TCs (LTCs) was first predicted to yield a net number of LTCs between successive years. The statistical prediction scheme for the year-to-year increment of annual LTCs was developed based on data collected from 1977 to 2007, which includes five predictors associated with high latitude circulations in both Hemispheres and the circulation over the local, tropical western North Pacific Ocean. The model shows reasonably high predictive ability, with an average root mean square error (RMSE) of 1.09, a mean absolute error (MAE) of 0.9, and a correlation coefficient between the predicted and observed annual number of LTCs of 0.86, accounting for 74% of the total variance. The cross-validation test further demonstrated the high predictive ability of the model, with an RMSE value of 1.4, an MAE value of 1.2, and a correlation coefficient of 0.74 during this period.

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期刊信息
  • 《气候与环境研究》
  • 中国科技核心期刊
  • 主管单位:中国科学院
  • 主办单位:中国科学院大气物理研究所
  • 主编:李崇银
  • 地址:北京9804信箱
  • 邮编:100029
  • 邮箱:qhhj@mail.iap.ac.cn
  • 电话:010-82995048/9 82995049
  • 国际标准刊号:ISSN:1006-9585
  • 国内统一刊号:ISSN:11-3693/P
  • 邮发代号:
  • 获奖情况:
  • 中国科技论文统计分析数据库源期刊
  • 国内外数据库收录:
  • 日本日本科学技术振兴机构数据库,中国中国科技核心期刊,中国北大核心期刊(2004版),中国北大核心期刊(2008版),中国北大核心期刊(2011版),中国北大核心期刊(2014版)
  • 被引量:11824