Construction of Precipitation Forecasting Model in Asia-Pacific Region using Atmospheric-Oceanic Indices

利用大气-海洋指数构建亚太地区降水预报模型

基本信息

项目摘要

First, simple but robust approaches were used to reveal the quantitative and statistically significant influence of the Southern Oscillation Index (SOI) on monthly precipitation at five stations distributed over South Korea and Fukuoka, Japan. The monthly precipitation data were transformed into non-exceedence probability time series. SOI is classified into five categories. The spatial distribution of ENSO influence is obtained from the correlation results. The monthly precipitation in South Korea and Fukuoka, Japan is generally influenced by La Nina events. The influence has a four-month lag time in the southern coastal area, and a five-month lag for the middle to northern area of South Korea.Second, the cross-correlations between four indices of SOI, PDOI, NPI, NAOI and normally standardized monthly precipitation in Fukuoka are investigated in detail. For the original time series, the correlations between those indices and precipitation are almost zero for any lag times. However, qui … More te strong statistically significant correlations are obtained when using those indices data categorized into five groups according to their magnitudes. In particular, very high correlation coefficients are obtained between precipitation and SOI, NPI with some lag times under some categories.Third, a methodology to investigate joint phase space characteristics of SOI and the standardized temperature and precipitation data in Fukuoka was studied byusing ideas from dynamical systems theory. From the results, it can thus be said that the joint relationships between the three investigated variables are complex with no obvious linear relationships. The methodology may serve as a basis for deterministic dynamics of jointly interrelated variables.Further, the medium term forecasting of August rainfall in Fukuoka city was conducted. As the candidate predictors, sea surface temperature (SST) anomalies and three atmospheric-oceanic indices are selected. It was found that a model with the NPI and selected SST as inputs performed reasonably well. Less
首先,使用简单但稳健的方法揭示了南方涛动指数(SOI)对分布在韩国和日本福冈的五个站点的月降水量的定量和统计显着影响。将月降水量数据转化为不超标概率时间序列。 SOI分为五类。根据相关结果得到ENSO影响的空间分布。韩国和日本福冈的月降水量普遍受到拉尼娜事件的影响。其影响在南部沿海地区有4个月的滞后时间,在韩国中北部地区有5个月的滞后时间。 其次,详细研究了SOI、PDOI、NPI、NAOI 4个指数与福冈市正常标准化月降水量之间的互相关性。对于原始时间序列,对于任何滞后时间,这些指数与降水之间的相关性几乎为零。然而,当使用根据其大小分为五组的指数数据时,获得了很强的统计显着相关性。特别是降水与SOI、NPI之间存在很高的相关系数,并且在某些类别下存在一定的滞后时间。第三,运用动力系统理论的思想,研究了SOI与福冈市标准化气温和降水数据联合相空间特征的研究方法。从结果来看,三个研究变量之间的联合关系很复杂,没有明显的线性关系。该方法可以作为联合相关变量的确定性动态的基础。此外,对福冈市八月降雨量进行了中期预测。选择海面温度(SST)异常和三个大气-海洋指数作为候选预测变量。结果发现,使用 NPI 并选择 SST 作为输入的模型表现相当不错。较少的

项目成果

期刊论文数量(83)
专著数量(0)
科研奖励数量(0)
会议论文数量(0)
专利数量(0)
Neural networks for rainfall forecasting by atmospheric downscalling
通过大气降尺度进行降雨预报的神经网络
Nonparametric approach for detection of correlation between SOI and precipitation
用于检测 SOI 与降水之间相关性的非参数方法
Influence of Southern Oscillation on precipitation in Korea.
南方涛动对韩国降水的影响。
Medium term forecasting of rainfall using artificilal neural networks.
使用人工神经网络进行中期降雨预测。
Jin, Y.H., et al.: "On the long-term variability of Southern Oscillation Index"Proc.of 2003 Korea Water Resources Association. 151-158 (2003)
Jin, Y.H., et al.:“关于南方涛动指数的长期变化”Proc.of 2003 韩国水资源协会。
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KAWAMURA Akira其他文献

公的医療保険制度におけるインセンティブの構造
公共医疗保险体系中的激励结构
Who has benefited from the health services system for the elderly in Japan?
谁受益于日本老年人保健服务体系?
後期高齢者医療制度をどう見るか
我们如何看待老年人的医疗保障制度?
  • DOI:
  • 发表时间:
    2008
  • 期刊:
  • 影响因子:
    0
  • 作者:
    YOSHIDA Atsushi;KAWAMURA Akira;Se-il Mun;吉田 あつし
  • 通讯作者:
    吉田 あつし

KAWAMURA Akira的其他文献

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{{ truncateString('KAWAMURA Akira', 18)}}的其他基金

The empirical study of the decision mechanism of the premium and the subsidies in the municipality-based health care insurance system in Japan
日本市町村医疗保险保费补贴决策机制实证研究
  • 批准号:
    23730217
  • 财政年份:
    2011
  • 资助金额:
    $ 2.18万
  • 项目类别:
    Grant-in-Aid for Young Scientists (B)
Further Investigation of Teachers' Professional Development based on a Life Course Approach
基于生命历程方法的教师专业发展进一步调查
  • 批准号:
    22683018
  • 财政年份:
    2010
  • 资助金额:
    $ 2.18万
  • 项目类别:
    Grant-in-Aid for Young Scientists (A)
Development of Integrated Water Balance Model of Flood and Low-Flow Runoff for Urban Catchment Using Advanced GIS Delineation
使用先进的 GIS 描绘开发城市流域洪水和低流量径流综合水平衡模型
  • 批准号:
    21560545
  • 财政年份:
    2009
  • 资助金额:
    $ 2.18万
  • 项目类别:
    Grant-in-Aid for Scientific Research (C)
Development of Performance-based Road Surface Evaluation System Using Human-Road Interface
利用人路界面开发基于性能的路面评估系统
  • 批准号:
    19360226
  • 财政年份:
    2007
  • 资助金额:
    $ 2.18万
  • 项目类别:
    Grant-in-Aid for Scientific Research (B)
Development of Integrated Prediction Model of Torrential Rain, Storm Runoff and Flooding for Urban Catchment
城市流域暴雨、暴雨径流和洪水综合预报模型的研制
  • 批准号:
    18560502
  • 财政年份:
    2006
  • 资助金额:
    $ 2.18万
  • 项目类别:
    Grant-in-Aid for Scientific Research (C)
Impact of Climatic Variation on Water Resources by Southern Oscillation Index Analysis
南方涛动指数分析气候变化对水资源的影响
  • 批准号:
    10650510
  • 财政年份:
    1998
  • 资助金额:
    $ 2.18万
  • 项目类别:
    Grant-in-Aid for Scientific Research (C)
Study on the Health Monitoring System of Pavement
路面健康监测系统研究
  • 批准号:
    10650517
  • 财政年份:
    1998
  • 资助金额:
    $ 2.18万
  • 项目类别:
    Grant-in-Aid for Scientific Research (C)

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通过光动力学和晶体形状变化的相关分析阐明光机械机制
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