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Development of Expert System for Biological Wastewater Treatment Using Membrane Separation

Research Project

Project/Area Number 14550548
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Civil and environmental engineering
Research InstitutionMusashi Institute of Technology

Principal Investigator

NAGAOKA Hirohsi  Musashi Institute of Technology, Faculty of Engineering, Associate Professor, 工学部, 助教授 (90207986)

Co-Investigator(Kenkyū-buntansha) 綾 日出教  武蔵工業大学, 工学部, 教授 (60010675)
Project Period (FY) 2002 – 2004
Project Status Completed (Fiscal Year 2004)
Budget Amount *help
¥3,500,000 (Direct Cost: ¥3,500,000)
Fiscal Year 2004: ¥1,000,000 (Direct Cost: ¥1,000,000)
Fiscal Year 2003: ¥1,000,000 (Direct Cost: ¥1,000,000)
Fiscal Year 2002: ¥1,500,000 (Direct Cost: ¥1,500,000)
Keywordsmembrane bioreactors / Extracellular polymeric substances / EPS / shear stress / extended Kalman Filter / Kalman Filter / 拡張カル万フィルター / 気泡流 / せん断応力 / 平膜 / 中空糸膜 / 粘性係数 / エキスパートシステム / ばっ気風量 / 運動制御 / 膜目詰まり / 菌体外高分子ポリマー / 膜間差圧
Research Abstract

Membrane fauling process in membrane bioreactors was modeled and an expert system for the maintenance of membrane bioreactors was developed. The developed model considered production and decomposition of membrane fouling substances (extracellular polymeric substances), which were divided into high molecular, middle-molecular and-low molecular parts. Accumulated high-molecular weight EPS on membrane surface were found to be decomposed to low-molecular weight EPS resulting in the decrease of trans-membrane pressure.
Mechanism of membrane cleaning by air-bubbling in MBR reactors was discussed using shear-stress sensors. Existence of bubbles and particles in reactors were found to cause strong shear stress on membrane surface. Time-series data of shear stress were analyzed and a model was developed to relate cleaning efficiency of membrane surface and shear stress fluctuation.
A mathematical model was developed to predict trans-membrane pressure considering the production, accumulation, decomposition and detachment of EPS and model parameter were successfully identified using Kalman Filter. Prediction of membrane fouling using the developed model and identified parameters was successful as the simulated results were in good agreement with the measured results.

Report

(4 results)
  • 2004 Annual Research Report   Final Research Report Summary
  • 2003 Annual Research Report
  • 2002 Annual Research Report
  • Research Products

    (20 results)

All 2004 2003 Other

All Journal Article (10 results) Publications (10 results)

  • [Journal Article] Prediction of Trans-membrane Pressure Increase in Membrane Bioreactor Using Extended Kalman Filter2004

    • Author(s)
      Nagaoka.H, Nobusawa, Y
    • Journal Title

      IWA, World Water Congress and Exibition, Marrakech, Technical Programm and Congress Library

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Influence of EPS on permeability of nightsoil-treatment membrane bioreactor2004

    • Author(s)
      Akoh, H, Sugiyama, S, Nagaoka, H
    • Journal Title

      IWA, Water Environment-Membrane Technology, WEMT2004

      Pages: 4-7

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Prediction of Trans-membrane Pressure Increase in Membrane Bioreactor Using Extended Kalman Filter2004

    • Author(s)
      Nagaoka.H, Nobusawa, Y
    • Journal Title

      IWA, World Water Congress and Exhibition, marrakech, Technical Program and Congress Library, 2004

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Prediction of Trans-membrane Pressure Increase in Membrane Bioreactor Usine Extended Kalman Filter2004

    • Author(s)
      Nagaoka.H, Nobusawa, Y
    • Journal Title

      IWA, World Water Congress and Exibition, marrakech, Technical Programm and Congress Library

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Influence of Extracelllar Polymeric Substances on Nitrogen Removal in Intermittently-Aerater Membrane Bioreactor2004

    • Author(s)
      Nagaoka, H., Nemoto, H
    • Journal Title

      IWA, 4th Black Sea Internatinal Conference, Book of Proceeding

      Pages: 327-336

    • Related Report
      2004 Annual Research Report
  • [Journal Article] nfluence of EPS on permeability of nightsoil-treatment membrane bioreactor2004

    • Author(s)
      Akoh, H, Sugiyama, S, Nagaoka, H
    • Journal Title

      IWA, Water Environment-Membrane Technology, WEMT2004

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Influence of EPS on permeability of nightsoil-treatment membrane bioreactor2003

    • Author(s)
      Sugiyama, S, Nagaoka, H
    • Journal Title

      IWA, Water Environment-Membrane Technology, WEMT2004

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Measurrement of Effective Shear Stress Working on Flat-Sheet Membrane by Air-Scrabbling2003

    • Author(s)
      Nagaoka, H., Tanaka, A., Torizuka, Y
    • Journal Title

      Water Science and Technology : Water Supply 3

      Pages: 423-428

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Influence of influent wastewater composition on fouling phenomena2003

    • Author(s)
      Sugiyama, S., Nagaoka, H.
    • Journal Title

      ASIAN WATERQUAL2003 IWA Asia-Pacific Regional Conference, Proceedings

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Measurrement of Effective Shear Stress Working on Flat-Sheet Membrane by Air-Scrabbling2003

    • Author(s)
      Nagaoka, H., Tanaka, A., Toriizuka, Y.
    • Journal Title

      Watet.Sciencence and Technology.: Water Supply Vol.3, No.5-6

      Pages: 423-428

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Publications] 黒坂, 飯尾, 長岡, 井手口, 小林: "気泡流が浸漬型中空糸膜分離モジュールに与えるせん断応力に関する研究"第31回土木学会関東支部技術研究発表会講演概要集. (2004)

    • Related Report
      2003 Annual Research Report
  • [Publications] 飯尾, 長岡, 黒坂: "気泡流が浸漬型膜分離モジュールの壁面に与えるせん断応力に関する研究"第31回土木学会関東支部技術研究発表会講演概要集. (2004)

    • Related Report
      2003 Annual Research Report
  • [Publications] 赤穂, 杉山, 長岡: "膜分離活性汚泥法における膜面の代謝物挙動"第31回土木学会関東支部技術研究発表会講演概要集. (2004)

    • Related Report
      2003 Annual Research Report
  • [Publications] Sugiyama, S., Nagaoka, H: "Influence of influent wasterwater composition on fouling phenomena"ASIAN WATERQUAL2003 IWA Asia-Pacific Regional Conference, Proceedings. (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 宇佐美 和也, 長岡 裕: "膜分離活性汚泥法における付着生物膜近傍の溶存酸素濃度分布の測定"第30回関東支部技術研究発表会講演概要集. 7-54 (2003)

    • Related Report
      2002 Annual Research Report
  • [Publications] 秋田 将志, 長岡 裕: "膜分離活性汚泥法における不織布利用の研究"第30回関東支部技術研究発表会講演概要集. 7-46 (2003)

    • Related Report
      2002 Annual Research Report
  • [Publications] 中村 充博, 長岡 裕: "膜分離活性汚泥法における精密ろ過膜の孔径について"第30回関東支部技術研究発表会講演概要集. 7-45 (2003)

    • Related Report
      2002 Annual Research Report
  • [Publications] 信澤 雄一郎, 長岡 裕: "カルマンフィルタを用いた膜分離活性汚泥法の膜目詰まりの推定"第30回関東支部技術研究発表会講演概要集. 7-39 (2003)

    • Related Report
      2002 Annual Research Report
  • [Publications] 長岡 裕, 飯尾尚弘: "浸漬型膜分離活性汚泥法において膜面に働くせん断力"第37回日本水環境学会年会講演集. 291-291 (2003)

    • Related Report
      2002 Annual Research Report
  • [Publications] 杉山真一, 長岡 裕, 島森正和: "膜分離活性汚泥法における排水組成が目詰まりに与える影響"第37回日本水環境学会年会講演集. 184-184 (2003)

    • Related Report
      2002 Annual Research Report

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Published: 2002-04-01   Modified: 2016-04-21  

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