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Theoretical study of applying air pollution data to statistical models and its applications

Research Project

Project/Area Number 08308020
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section総合
Research Field Statistical science
Research InstitutionHIROSHIMA UNIVERSITY

Principal Investigator

SATO Manabu  Hiroshima University, Faculty of Engineering, Associate Professor, 工学部, 助教授 (90178773)

Co-Investigator(Kenkyū-buntansha) KANEFUJI Koji  The Institute of Statistical Mathematics, Department of Statistical Methodology,, 調査実験解析系, 助手 (40233902)
NISHIDA Nobuo  Hiroshima Women's University Faculty of Human Life and Enrironmental Science, Pr, 生活科学部, 教授 (20084155)
SETO Sinya  Hiroshima Prefectural Research Center for Health and Enrironmental Science, Atmo, 大気環境部, 主任研究員
NITTA Hiroshi  National Institute for Enrironmental Studies, Urban Enrironment and Health Resea, 地域環境研究グループ, 総合研究官 (40156138)
OHTAKI Megu  Hiroshima University, Research Institute for Radiation Biology and Medcine, Prof, 原爆放射能医学研究所, 教授 (20110463)
Project Period (FY) 1996
Project Status Completed (Fiscal Year 1996)
Budget Amount *help
¥3,000,000 (Direct Cost: ¥3,000,000)
Fiscal Year 1996: ¥3,000,000 (Direct Cost: ¥3,000,000)
Keywordssource apportionment / indoor air / source profile / least sguares method with constraints
Research Abstract

We develop a new method of estimating source apportionment of particulate matters based on source profiles with fluctuations. Previous methods for estimating source apportionment are based on the assumption that source profiles are to be constant. This assumption seems not to describe precisely the real world, however. For instance, it is naturally expected that the profiles of tobacco have sharp fluctuations because they depend on various causes such as puffing, kinds of cigarettes, and temperature. In order to analyze such data precisely, we develop a model and a simple estimating method which allows source profiles having fluctuations.
In practice, we analyzed the six data sets applying the proposed method. The estimated apportionments are stable with changing moderately between strata. It should be noticed as for "tobacco smoke" that the estimated source apportionments by smoking status are 22.5%, 31.7%, 45.8% for summer data, and 36.0%, 55.6%, 70.7% for winter data, which coincide with the order of smoking level for both seasons. The estimated c.v.varies widely from 0.53% to 35.88%, the maximum value is for "tobacco smoke" and the minimum is for "steelworks".
Our method can estimate the relative contributions of indoor and outdoor sources based on the less assumptions compared to some of the models previously reported. Nitta et al. (1994) analyzed the data under the assumption that c.v.of the volume concentration of SPM are equal. However, this assumption does not hold, in particular, c.v.of tobacco is much larger than the others.

Report

(2 results)
  • 1996 Annual Research Report   Final Research Report Summary
  • Research Products

    (16 results)

All Other

All Publications (16 results)

  • [Publications] OHTAKI,Megu: "Estimating source apportionsrnent of particulate matters based on daurce profiles with constrainty" Environmetrics. (印刷中). (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] OHTAKI,Megu: "Regression model for over-dispersed SMR data and its application to analysis of lung cancer mortality in Japan" Procedings of Third Korla-Japan Biometric Conference. (印刷中). (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] KANEFUJI,Koji: "Exponential inverse Gaussian distribution" Computational Statistics. 11. 315-326 (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] NISIDA,Nobuo: "Admissible precidures for multiple decision problems of covariance matrices with order restrictions" Rulletin of Faculty of Human Life and Environmental Science,Hiroshima Women's University. 2. 41-49 (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] SETO,Sinya: "Experiment with an active string fogwater collector" Bulletin of the Hiroshima Prefectural Institute of Pubeic Health and Environment. 4. 5-9 (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] OHTAKI,Megu: "Estimating source apportionment of particulate matters based on source profiles with fluctuations." Environmentrics. (in press). (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] OHTAKI,Megu: "Regression model for over-despersed SMR data and its application to analysis of lung cancer mortality in Japan." Proceedings of Third Korea-Japan Biometric Conference. (in press). (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] KANEFUJI,Koji: "Exponential inverse Gaussian distribution." Computational Statistics. 11. 315-326 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] NISIDA,Nobuo: "Admissible procedures for multiple decision problems of covariance matrices with order restrictions." Bulletin of Faculty of Human Life and Environmental Science, Hiroshima Women's University. 2. 41-49 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] SETO,Sinya: "Experiment with an active string fogwater collector." Bulletin of the Hiroshima Prefectural Institute of Public Health and Environment. 4. 5-9 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] Megu Ohtaki: "Estimating source apportimment of particulated mattars based on source protiles with flactuations" Environmetrics. (発表予定).

    • Related Report
      1996 Annual Research Report
  • [Publications] Megu Ohtaki: "Regressionmodel for over-dispersed SMR data and its application to analysis of lung cancer mertaliby in Japan" Proceedings of Third Kown-Japan Biometric-Conferance. (発表予定).

    • Related Report
      1996 Annual Research Report
  • [Publications] 新田裕史: "スギ花粉症と大気汚染-疫学的知見-" アレルギーの臨床. 16. 175-177 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] 瀬戸信也: "細線式霧水補集装置の試作" 広島県.保健環境センター研究報告. 4. 印刷中 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] 西田信男: "Admissible pracedures for multiple decision probleams of covaviance matrices with order restrictions" 広島女子大学生活科学部紀要. 2. 41-49 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] Koji Kanefuji: "Exponential inverse Gaussian distribution" Computational Statistics. 11. 315-326 (1996)

    • Related Report
      1996 Annual Research Report

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Published: 1996-04-01   Modified: 2016-04-21  

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