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

Research Project

Project/Area Number 15600003
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field 水循環システム
Research InstitutionTOKYO METROPOLITAN UNIVERSITY (2004-2005)
Kyushu University (2003)

Principal Investigator

KAWAMURA Akira  Tokyo Metropolitan University, Faculty of Urban Environmental Sciences, Professor, 都市環境学部, 教授 (10177735)

Co-Investigator(Kenkyū-buntansha) JINNO Kenji  Kyushu University, Institute of Environmental Systems, Professor, 大学院・工学研究院, 教授 (80038025)
Project Period (FY) 2003 – 2005
Project Status Completed (Fiscal Year 2005)
Budget Amount *help
¥3,400,000 (Direct Cost: ¥3,400,000)
Fiscal Year 2005: ¥800,000 (Direct Cost: ¥800,000)
Fiscal Year 2004: ¥800,000 (Direct Cost: ¥800,000)
Fiscal Year 2003: ¥1,800,000 (Direct Cost: ¥1,800,000)
KeywordsAtmospheric-Oceanic Indices / Correlation Analysis / Southern Oscillation / Monthly Precipation / Chaos / Fukuoka / Korea / Forecasting Model / PDOI / NPI / ニューラルネットワーク / 非線形 / 河川流出 / 国際研究者交流(オーストラリア,ニュージーランド) / カテゴリー分類
Research Abstract

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

Report

(4 results)
  • 2005 Annual Research Report   Final Research Report Summary
  • 2004 Annual Research Report
  • 2003 Annual Research Report
  • Research Products

    (42 results)

All 2005 2004 2003 Other

All Journal Article (37 results) Publications (5 results)

  • [Journal Article] Quantitative Relationship between SOI and Observed Precipitation in Southern Korea and Japan by Nonparametric Approaches2005

    • Author(s)
      Jin, Y.H.et al.
    • Journal Title

      Journal of Hydrology No.301

      Pages: 54-65

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary 2004 Annual Research Report
  • [Journal Article] Nonlinear multivariable analysis of SOI and local precipitation and temperature2005

    • Author(s)
      Jin, Y.H.et al.
    • Journal Title

      Nonlinear Processes in Geophysics Vol.12, No.1

      Pages: 67-74

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Impacts of ENSO on monthly precipitation in South Korea and Fukuoka, Japan.2005

    • Author(s)
      Kawamura, A. et al.
    • Journal Title

      IAHS Publication No.296

      Pages: 246-254

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Annual Research Report 2005 Final Research Report Summary
  • [Journal Article] 2002年筑後川渇水の実態と水資源運用2005

    • Author(s)
      神野健二, 他
    • Journal Title

      水文・水資源学会誌 第18巻5号

      Pages: 539-546

    • NAID

      130004846220

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Annual Research Report 2005 Final Research Report Summary
  • [Journal Article] Medium term forecasting of rainfall using artificilal neural networks.2005

    • Author(s)
      Iseri, Y. et al.
    • Journal Title

      Proc. of International Congress on Modelling and Simulation

      Pages: 1834-1840

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Cross-correlation between SOI and the monthly precipitation in South Korea and Fukuoka, Japan.2005

    • Author(s)
      Kawamura, A. et al.
    • Journal Title

      Proc. of the International Symposium on Ecohydrology

      Pages: 131-136

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Drought and Water Resources Management in Japan.2005

    • Author(s)
      Kawamura, A. et al.
    • Journal Title

      IAHS Publication No.301

      Pages: 57-77

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Annual Research Report 2005 Final Research Report Summary
  • [Journal Article] Detection of ENSO-influence on the monthly precipitation in South Korea.2005

    • Author(s)
      Jin, Y.H.et al.
    • Journal Title

      Hydrological Processes Vol.19, No.20

      Pages: 4081-4092

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Annual Research Report 2005 Final Research Report Summary
  • [Journal Article] Quantitative Relationship between SOI and Observed Precipitation in Southern Korea and Japan by Nonparametric Approaches.2005

    • Author(s)
      Jin, Y.H.et al.
    • Journal Title

      Journal of Hydrology No.301

      Pages: 54-65

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Nonlinear multivariable analysis of SOI and local precipitation and temperature.2005

    • Author(s)
      Jin, Y.H.et al.
    • Journal Title

      Nonlinear Process in Geophysis Vol.12,No.1

      Pages: 67-74

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] The 2002 drought of the Chikugo River and water resources operation.2005

    • Author(s)
      Jinno, K. et al.
    • Journal Title

      Journal of Japan Society of Hydrology and Water Resources Vol.18,No.5

      Pages: 539-546

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Medium term forecasting of rainfall using artificilal neural networks.2005

    • Author(s)
      Iseri, Y. et al.
    • Journal Title

      Proc.of International Congress on Modelling and Simulation

      Pages: 1834-1840

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Annual Research Report 2005 Final Research Report Summary
  • [Journal Article] Cross-correlation between SOI and the monthly precipitation in South Korea and Fukuoka, Japan.2005

    • Author(s)
      Kawamura, A. et al.
    • Journal Title

      Proc.of the International Symposium on Ecohydrology

      Pages: 131-136

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Annual Research Report 2005 Final Research Report Summary
  • [Journal Article] Detection of ENSO-influence on the monthly precipitation in South Korea.2005

    • Author(s)
      Jin, Y.H.et al.
    • Journal Title

      Hydrological Processes Vol.19,No.20

      Pages: 4081-4092

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Nonlinear multivariable analysis of SOI and local precipitation and temperature2005

    • Author(s)
      Jin, Y.H.et al.
    • Journal Title

      Nonlinear Processes in Geophysics. Vol.12,No.1

      Pages: 67-74

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Neural networks for rainfall forecasting by atmospheric downscalling2004

    • Author(s)
      Olsson, J. et al.
    • Journal Title

      Journal of Hydrologic Engineering, ASCE Vol.9-1

      Pages: 1-12

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Nonparametric approach for detection of correlation between SOI and precipitation2004

    • Author(s)
      Jin, Y.H.et al.
    • Journal Title

      Annual Journal of Hydraulic Engineering Vol.48

      Pages: 79-84

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] 昇降順対数流況曲線の提案2004

    • Author(s)
      河村 明, 他
    • Journal Title

      土木学会論文集 761/II-67号

      Pages: 91-94

    • NAID

      10012364871

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Relationship between Southern Oscillation Index and Monthly Precipitation in Korea2004

    • Author(s)
      Kawamura, A. et al.
    • Journal Title

      Proc. of Korea-Japan Joint Seminar on Hydrology and Water Resources

      Pages: 33-44

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary 2004 Annual Research Report
  • [Journal Article] The Comparison of Runoff Prediction Accuracy among the Various Storage Function Models with Loss Mechanisms2004

    • Author(s)
      Kawamura, A. et al.
    • Journal Title

      Proc. of the 2nd Asia Pacific Association of Hydrology and Water Resources Conference Vol.1.II

      Pages: 43-50

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] 渇水及び水資源開発事業による筑後川河川流況の変動特性2004

    • Author(s)
      河村 明, 他
    • Journal Title

      水道協会雑誌 第383号

      Pages: 2-12

    • NAID

      10013308793

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary 2004 Annual Research Report
  • [Journal Article] Neural networks for rainfall forecasting by atmospheric downscalling.2004

    • Author(s)
      Olsson, J. et al.
    • Journal Title

      Journal of Hydrologic Engineering, ASCE Vol.9,No.1

      Pages: 1-12

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Nonparametric approach for detection of correlation between SOI and precipitation.2004

    • Author(s)
      Jin, Y.H.et al.
    • Journal Title

      Annual Journal of Hydraulic Engineering Vol.48

      Pages: 79-84

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Proposal of ascending and descending order logarithmic flow-duration curve.2004

    • Author(s)
      Kawamura, A. et al.
    • Journal Title

      Journal of the Japan Society of Civil Engineers No.781/II-67

      Pages: 91-94

    • NAID

      10012364871

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Relationship between Southern Oscillation Index and Monthly Precipitation in Korea.2004

    • Author(s)
      Kawamura, A. et al.
    • Journal Title

      Proc.of Korea-Japan Joint Seminar on Hydrology and Water Resources

      Pages: 33-44

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] The Comparison of Runoff Prediction Accuracy among the Various Storage Function Models with Loss Mechanisms.2004

    • Author(s)
      Kawamura, A. et al.
    • Journal Title

      Proc.of the 2nd Asia Pacific Association of Hydrology and Water Resources Conference Vol.II

      Pages: 43-45

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] The influence of droughts and water resources developments on hydrological regime of the Chikugo river.2004

    • Author(s)
      Kawamura, A. et al.
    • Journal Title

      Journal of Japan Waterworks Association No.838

      Pages: 2-12

    • NAID

      10013308793

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] 昇降順対数流況曲線の提案2004

    • Author(s)
      河村 明, 他
    • Journal Title

      土木学会論文集 761/II・67号

      Pages: 91-94

    • NAID

      10012364871

    • Related Report
      2004 Annual Research Report
  • [Journal Article] The Comparison of Runoff Prediction Accuracy among the Various Storage Function Models with Loss Mechanisms2004

    • Author(s)
      Kawamura, A. et al.
    • Journal Title

      Proc. of the 2nd Asia Pacific Association of Hydrology and Water Resources Conference Vol.II

      Pages: 43-50

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Influence of Southern Oscillation on precipitation in Korea2003

    • Author(s)
      Jin, Y.H.et al.
    • Journal Title

      Proc. the 1st Int'l Conf. on Hydrology and Water Resources in Asia Pacific Region

      Pages: 15-20

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] n the long-term variability of Southern Oscillation Index2003

    • Author(s)
      Jin, Y.H.et al.
    • Journal Title

      Proc. of 2003 Korea Water Resources Association

      Pages: 151-158

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Cross-correlation between SOI and monthly maximum daily rainfall in Gangneung, Korea2003

    • Author(s)
      Kawamura, A. et al.
    • Journal Title

      Proc. of Korea-Japan Joint Seminar on 2002 Flood Disaster by RUSA

      Pages: 143-152

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Relationship between atmospheric-oceanic indices and precipitation in Fukuoka, Japan2003

    • Author(s)
      Kawamura, A. et al.
    • Journal Title

      Proc. Int'l Conf. on Managing Water Resources under Climatic Extremes and Natural Disasters

      Pages: 21-30

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Influence of Southern Oscillation on precipitation in Korea.2003

    • Author(s)
      Jin, Y.H.et al.
    • Journal Title

      Proc.the 1st Int'l Conf.on Hydrology and Water Resources in Asia Pacific Region

      Pages: 15-20

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] On the long-term variability of Southern Oscillation Index.2003

    • Author(s)
      Jin, Y.H.et al.
    • Journal Title

      Proc.of 2003 Korea Water REsources Association

      Pages: 151-158

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Cross-correlation between SOI and monthly maximum daily rainfall in Gangneung, Korea.2003

    • Author(s)
      Kawamura, A. et al.
    • Journal Title

      Proc.of Korea-Japan Joint Seminar on 2002 Flood Disaster by RUSA

      Pages: 143-152

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Relationship between atmospheric-oceanic indices and precipitation in Fukuoka, Japan.2003

    • Author(s)
      Kwamura, A. et al.
    • Journal Title

      Proc.of Int'l Conf.on Managing Water Resources under Climatic Extremes and Natural Disasters

      Pages: 21-30

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Publications] Jin, Y.H., et al.: "Influence of Southern Oscillation on precipitation in Korea"Proc.the 1st Int'l Conf.on Hydrology and Water Resources in Asia Pacific Region. 15-20 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Jin, Y.H., et al.: "On the long-term variability of Southern Oscillation Index"Proc.of 2003 Korea Water Resources Association. 151-158 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Kawamura, A., et al.: "Cross-correlation between SOI and monthly maximum daily rainfall in Gangneung, Korea"Proc.of Korea-Japan Joint Seminar on 2002 Flood Disaster by RUSA. 143-152 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Kawamura, A., et al.: "Relationship between atmospheric-oceanic indices and precipitation in Fukuoka, Japan"Proc.Int'l Conf.on Managing Water Resources under Climatic Extremes and Natural Disasters. 21-30 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Olsson, J., et al.: "Neural networks for rainfall forecasting by atmospheric downscalling"Journal of Hydrologic Engineering, ASCE. Vol.9, Issuel. 1-12 (2004)

    • Related Report
      2003 Annual Research Report

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Published: 2003-04-01   Modified: 2016-04-21  

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