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Development of a novel membrane integrity testing method by continuous monitoring using optical fiber sensors.

Research Project

Project/Area Number 19K04662
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Review Section Basic Section 22060:Environmental systems for civil engineering-related
Research InstitutionThe University of Tokyo

Principal Investigator

HASHIMOTO Takashi  東京大学, 先端科学技術研究センター, 講師 (80735712)

Project Period (FY) 2019-04-01 – 2022-03-31
Project Status Completed (Fiscal Year 2021)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2021: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2020: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2019: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Keywords浄水処理 / 膜ろ過 / 異常検知 / 光ファイバセンサ / 数値流体力学 / 確率過程 / 予測モデル / 膜劣化 / 中空糸ろ過膜 / 破断 / 劣化 / 破断検知 / 中空糸膜 / ナノバブル / FBGセンサ / 膜破断検知 / 短絡流量 / 膜破断
Outline of Research at the Start

本研究では,光ファイバセンサを用いることでこれまでブラックボックスであった中空糸型浄水用膜モジュール内の流動やろ過膜の挙動の把握が可能なこと,またろ過水の微粒子計数による微粒子数や粒径分布の経時的変化のデータ解析により損傷検知の高感度化が可能なことに着目し,膜ろ過浄水処理におけるろ過水の安全性を“途切れることなく”,常時監視可能なシステムの構築を目指し,①光ファイバセンサを用いた中空糸型膜モジュール内の流動モニタリングによる中空糸膜の劣化進行及び損傷の新規検知方法の開発,②膜ろ過水中の微粒子数の粒径分布と時系列データ解析を用いた高感度な完全性モニタリング手法の開発を実施する.

Outline of Final Research Achievements

A novel membrane integrity-testing method was developed based on monitoring the pressure change inside a membrane module induced by the membrane failure by optical fiber sensor. It was demonstrated that the developed method could detect and identify the location of the membrane failure in a module. The computational fluid dynamics (CFD) analysis and the experimental investigation of a failed hollow fiber membrane revealed that the short-cut flow rate in a failed membrane was overestimated by the conventional method and the filtration flow is not negligible. Furthermore, it was shown that the performance degradation of aged membranes may be caused by the increase in the minimum diameter of the flow path inside the membrane.
A novel method for estimating membrane replacement timing was proposed by applying a stochastic process model to membrane failure data obtained from a membrane filtration plant.

Academic Significance and Societal Importance of the Research Achievements

本研究では、これまでオンラインでの監視が困難とされきた膜ろ過施設稼働中のろ過膜の破断について、光ファイバセンサを応用することで常時監視できる可能性を提示し、また浄水処理分野において光ファイバセンサの応用可能性を示した。また、破断膜における流れ、膜内部の多孔質構造における流れ現象を数値流体力学を用いた解析により明らかにし、中空糸ろ過膜における流動および阻止機構の解明に資する知見を得た。構築したろ過膜の異常検知予測モデルに基づく膜交換時期推定手法を提案し、現場での応用可能性を示した。

Report

(4 results)
  • 2021 Annual Research Report   Final Research Report ( PDF )
  • 2020 Research-status Report
  • 2019 Research-status Report
  • Research Products

    (25 results)

All 2021 2020 2019

All Journal Article (8 results) (of which Int'l Joint Research: 3 results,  Peer Reviewed: 8 results,  Open Access: 3 results) Presentation (17 results) (of which Int'l Joint Research: 1 results,  Invited: 2 results)

  • [Journal Article] ASSESSING THE ACCERALATED AGEING TEST OF PVDF HOLLOW FIBER MEMBRANES COMPARING WITH AGEING AT DRINKING WATER TREATMENT PLANT2021

    • Author(s)
      HIARNO Masaki、HASHIMOTO Takashi、FUJIMURA Kazuyoshi、KATAYAMA Hiroyuki、TAKIZAWA Satoshi
    • Journal Title

      Journal of Japan Society of Civil Engineers, Ser. G (Environmental Research)

      Volume: 77 Issue: 7 Pages: III_329-III_338

    • DOI

      10.2208/jscejer.77.7_III_329

    • ISSN
      2185-6648
    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Prediction of Membrane Failure in a Water Purification Plant Using Nonhomogeneous Poisson Process Models2021

    • Author(s)
      Hashimoto Takashi、Takizawa Satoshi
    • Journal Title

      Membranes

      Volume: 11 Issue: 11 Pages: 800-800

    • DOI

      10.3390/membranes11110800

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Modeling and Analysis of Particle Deposition Processes on PVDF Membranes Using SEM Images and Image Generation by Auxiliary Classifier Generative Adversarial Networks2020

    • Author(s)
      Cacciatori Caterina、Hashimoto Takashi、Takizawa Satoshi
    • Journal Title

      Water

      Volume: 12 Issue: 8 Pages: 2225-2225

    • DOI

      10.3390/w12082225

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] LONGITUDINAL FLOWRATE DISTRIBUTION AND BYPASS FLOW MEASUREMENT OF BROKEN HOLLOW FIBER MEMBRANES2020

    • Author(s)
      NAMOTO Koki、HASHIMOTO Takashi、KAZAMA Shinobu、OGUMA Kumiko、TAKIZAWA Satoshi
    • Journal Title

      Journal of Japan Society of Civil Engineers, Ser. G (Environmental Research)

      Volume: 76 Issue: 7 Pages: III_205-III_214

    • DOI

      10.2208/jscejer.76.7_III_205

    • NAID

      130007999683

    • ISSN
      2185-6648
    • Related Report
      2020 Research-status Report
    • Peer Reviewed
  • [Journal Article] DEVELOPMENT OF CONVOLUTIONAL NEURAL NETWORK MODELS FOR FEATURE EXTRACTION OF PVDF MEMBRANE SURFACES2020

    • Author(s)
      CACCIATORI Caterina、HASHIMOTO Takashi、TAKIZAWA Satoshi
    • Journal Title

      Journal of Japan Society of Civil Engineers, Ser. G (Environmental Research)

      Volume: 76 Issue: 7 Pages: III_299-III_309

    • DOI

      10.2208/jscejer.76.7_III_299

    • NAID

      130007999696

    • ISSN
      2185-6648
    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] AGEING MECHANISM OF PVDF FOLLOW-FIBER MEMBRANES USED IN WATER PURIFICATION PLANT2019

    • Author(s)
      米澤 有貴, 橋本 崇史, 風間 しのぶ, 小熊 久美子, 藤村 一良, 滝沢 智
    • Journal Title

      Journal of Japan Society of Civil Engineers, Ser. G (Environmental Research)

      Volume: 75 Issue: 7 Pages: III_341-III_350

    • DOI

      10.2208/jscejer.75.7_III_341

    • NAID

      130007814632

    • ISSN
      2185-6648
    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] APPLICATION OF OPTICAL FIBER SENSOR FOR DETECTION OF HOLLOW-FIBER MEMBRANE BREAKAGE USED FOR WATER PURIFICATION2019

    • Author(s)
      名本 昂生, 橋本 崇史, 風間 しのぶ, 小熊 久美子, 滝沢 智
    • Journal Title

      Journal of Japan Society of Civil Engineers, Ser. G (Environmental Research)

      Volume: 75 Issue: 7 Pages: III_329-III_339

    • DOI

      10.2208/jscejer.75.7_III_329

    • NAID

      130007814606

    • ISSN
      2185-6648
    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] Raw water storage as a simple means for controlling membrane fouling caused by inorganic foulants in river water in Chiang Mai, Thailand.2019

    • Author(s)
      Takashi Hashimoto, Patricia Anjerina Gunawan, Suraphong Wattanachira and Aunnop Wongrueng, Satoshi Takizawa
    • Journal Title

      Water

      Volume: 11(8) Issue: 8 Pages: 1592-1592

    • DOI

      10.3390/w11081592

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Presentation] 浄水施設で使用された中空糸膜を用いた完全性試験の阻止性能推定手法の評価2021

    • Author(s)
      平野雅己,橋本崇史,藤村一良,片山浩之,滝沢智
    • Organizer
      第56回日本水環境学会年会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 浄水用中空糸ろ過膜の加速試験による実処理場での劣化再現性評価2021

    • Author(s)
      平野雅己,橋本崇史,藤村一良,片山浩之,滝沢智
    • Organizer
      第58回環境工学研究フォーラム
    • Related Report
      2021 Annual Research Report
  • [Presentation] 浄水用中空糸ろ過膜の加速試験および実処理場での使用による劣化影響の比較2021

    • Author(s)
      平野雅己、橋本崇史、藤村一良、片山浩之、滝沢智
    • Organizer
      浄水用中空糸ろ過膜の加速試験および実処理場での使用による劣化影響の比較
    • Related Report
      2021 Annual Research Report
  • [Presentation] 浄水用中空糸膜の劣化の機構とその診断方法2021

    • Author(s)
      橋本崇史
    • Organizer
      第37回ニューメンブレンテクノロジーシンポジウム2021
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] 浄水用ろ過膜の完全性とそのモニタリングについて2021

    • Author(s)
      橋本崇史
    • Organizer
      第15回水道技術研究センター水道講座
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] 次亜塩素酸ナトリウムによる薬品洗浄が浄水用中空糸ろ過膜の構造と粒子阻止性に与える影響2021

    • Author(s)
      平野雅己, 橋本崇史, 片山浩之, 滝沢智
    • Organizer
      第55回日本水環境学会年会
    • Related Report
      2020 Research-status Report
  • [Presentation] 浄水用中空糸ろ過膜破断時のろ過流量および膜内流量モデルにもとづく粒子阻止性能の評価2021

    • Author(s)
      名本昂生、橋本崇史、風間しのぶ、小熊久美子、滝沢智
    • Organizer
      第55回日本水環境学会年会
    • Related Report
      2020 Research-status Report
  • [Presentation] 破断した浄水用中空糸膜における短絡流量の定量評価2020

    • Author(s)
      名本昂生、橋本崇史、風間しのぶ、小熊久美子、滝沢智
    • Organizer
      令和2年度全国会議(水道研究発表会)
    • Related Report
      2020 Research-status Report
  • [Presentation] 浄水施設での長期使用による中空糸精密ろ過膜の微粒子阻止性能の劣化評価2020

    • Author(s)
      平野雅己, 橋本崇史, 片山浩之, 滝沢智
    • Organizer
      第57回環境工学研究フォーラム
    • Related Report
      2020 Research-status Report
  • [Presentation] DEVELOPMENT OF CONVOLUTIONAL NEURAL NETWORK MODELS FOR FEATURE EXTRACTION OF PVDF MEMBRANE SURFACES2020

    • Author(s)
      CACCIATORI Caterina、HASHIMOTO Takashi、TAKIZAWA Satoshi
    • Organizer
      第57回環境工学研究フォーラム
    • Related Report
      2020 Research-status Report
  • [Presentation] LONGITUDINAL FLOWRATE DISTRIBUTION AND BYPASS FLOW MEASUREMENT OF BROKEN HOLLOW FIBER MEMBRANES2020

    • Author(s)
      NAMOTO Koki、HASHIMOTO Takashi、KAZAMA Shinobu、OGUMA Kumiko、TAKIZAWA Satoshi
    • Organizer
      第57回環境工学研究フォーラム
    • Related Report
      2020 Research-status Report
  • [Presentation] 浄水処理用PVDF製中空糸膜の定量的劣化評価手法の開発2019

    • Author(s)
      米澤 有貴, 橋本 崇史, 風間 しのぶ, 小熊 久美子, 藤村 一良, 滝沢 智
    • Organizer
      第54回日本水環境学会年会
    • Related Report
      2019 Research-status Report
  • [Presentation] 光ファイバセンサを用いた振動及び圧力監視による浄水用ろ過膜損傷検知の検討2019

    • Author(s)
      名本 昂生, 橋本 崇史, 風間 しのぶ, 小熊 久美子, 滝沢 智
    • Organizer
      第54回日本水環境学会年会
    • Related Report
      2019 Research-status Report
  • [Presentation] 膜ろ過浄水処理における中空糸膜の劣化評価法の検討と劣化機構の解明2019

    • Author(s)
      米澤 有貴・橋本 崇史・風間 しのぶ, 小熊 久美子・藤村 一良・滝沢 智
    • Organizer
      第56回環境工学研究フォーラム
    • Related Report
      2019 Research-status Report
  • [Presentation] 光ファイバセンサを用いた浄水用ろ過膜の損傷検知手法の開発2019

    • Author(s)
      名本 昂生, 橋本 崇史, 風間しのぶ, 小熊久美子, 滝沢 智
    • Organizer
      第56回環境工学研究フォーラム
    • Related Report
      2019 Research-status Report
  • [Presentation] 膜ろ過浄水処理における中空糸膜の劣化評価法の検討と劣化機構の解明2019

    • Author(s)
      米澤 有貴,橋本 崇史,風間しのぶ,小熊久美子,藤村一良,滝沢 智
    • Organizer
      第91回水道研究発表会
    • Related Report
      2019 Research-status Report
  • [Presentation] Analysis Of Ageing Mechanisms Of PVDF Hollow-fiber Membranes Used In A Water Purification Plant2019

    • Author(s)
      Yuki Yonezawa, Takashi Hashimoto, Kumiko Oguma and Satoshi Takizawa
    • Organizer
      The 7th International Water Association (IWA) specialist conference on natural organic matter in Water 2019(NOM7)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research

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Published: 2019-04-18   Modified: 2023-01-30  

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