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AIとCFDの融合による革新的な流体計測技術の創出

研究課題

研究課題/領域番号 20J10276
研究種目

特別研究員奨励費

配分区分補助金
応募区分国内
審査区分 小区分19010:流体工学関連
研究機関東北大学

研究代表者

ティワリ ニトゥ  東北大学, 工学研究科, 特別研究員(PD)

研究期間 (年度) 2020-04-24 – 2022-03-31
研究課題ステータス 完了 (2021年度)
配分額 *注記
2,100千円 (直接経費: 2,100千円)
2021年度: 1,300千円 (直接経費: 1,000千円、間接経費: 300千円)
2020年度: 1,100千円 (直接経費: 1,100千円)
キーワードPressure estimation / Shear-thinning fluid / Pressure sensitive paint / Sensor selection method / Flow over cylinder / UVP / PIV / Data driven method / Pressure measurement / Non- Newtonian fluid / Data driven / stochastic estimation / sensor selection
研究開始時の研究の概要

To understand fluid flows experiments and numerical simulations are available methods. Experimental methods can give the flow information in real time but cannot give all flow variables such as velocity, pressure and viscosity in case of non-Newtonian fluid (toothpaste, shampoo etc). Similarly, numerical simulation is based on modelling and cannot provide the information in real time. I propose novel techniques which can provide the information of all the flow variable in real time. This technique will also be applicable in opaque and non-Newtonian fluids which are real demand of industries.

研究実績の概要

The overall goal of my project was to improve the experimental tools using data driven methods which I achieved successfully. The project had two parts: first part was to develop technology for pressure field measurement in fluid flows which was not possible by traditional techniques. This part of the project specifically focused on pressure field estimation in opaque Newtonian and non-Newtonian fluids based on UVP (Ultrasonic velocity profiler) and PIV (Particle image velocimetry) measurements. Three novel techniques were developed for milk and shear-thinning fluid flows behind the circular cylinder. Some of the research outcomes have been published as two articles in international journals in “Experiments in Fluids” and “Flow Measurements and Instrumentation” by reputed publishers Springer and Elsevier. The second part of the project was dedicated to the improvement of the temporal resolution of available high-speed cameras for time-resolved measurements and simultaneous measurement of pressure and temperature on same surface by sensitive paints. Data-driven techniques such as proper orthogonal decomposition and sensor selection method have been utilized for time-resolved measurement in supersonic jet flows. A novel technique has been developed based on sensor selection method for simultaneous measurement of pressure and temperature fields on airfoil. The result of my postdoc work will be published very soon in international Journals. The project also resulted in four international conference presentations.

現在までの達成度 (段落)

令和3年度が最終年度であるため、記入しない。

今後の研究の推進方策

令和3年度が最終年度であるため、記入しない。

報告書

(2件)
  • 2021 実績報告書
  • 2020 実績報告書
  • 研究成果

    (11件)

すべて 2022 2021 2020

すべて 雑誌論文 (4件) (うち国際共著 4件、 査読あり 2件) 学会発表 (5件) (うち国際学会 5件) 学会・シンポジウム開催 (2件)

  • [雑誌論文] Simultaneous measurement of pressure and temperature on the same surface by sensitive paints using the sensor selection method2022

    • 著者名/発表者名
      N. Tiwari, K. Uchida, R. Inoba, Y. Saito , K. Asai , T. Nonomura
    • 雑誌名

      Experiments in Fluids (preparation)

      巻: NA

    • 関連する報告書
      2021 実績報告書
    • 国際共著
  • [雑誌論文] Integration of non-time-resolved velocity snapshots and time-resolved point sensors for supersonic jet flows2022

    • 著者名/発表者名
      N. Tiwari, T. Nonomura
    • 雑誌名

      Experiments in Fluids (preparation)

      巻: NA

    • 関連する報告書
      2021 実績報告書
    • 国際共著
  • [雑誌論文] PIV-based estimation of viscosity and pressure fields for a steady pseudoplastic flow2021

    • 著者名/発表者名
      N.Tiwari, Y.Tasaka, Y.Murai
    • 雑誌名

      Flow Measurement and Instrumentation

      巻: 77 ページ: 101852-101852

    • DOI

      10.1016/j.flowmeasinst.2020.101852

    • 関連する報告書
      2021 実績報告書 2020 実績報告書
    • 査読あり / 国際共著
  • [雑誌論文] Ultrasonic velocity profiler applied to explore viscosity-pressure fields and their coupling in ineastic shear thinning vortex streets2021

    • 著者名/発表者名
      N.Tiwari, Y.Murai
    • 雑誌名

      Experiments in Fluids

      巻: 62 号: 9 ページ: 185-185

    • DOI

      10.1007/s00348-021-03257-w

    • 関連する報告書
      2021 実績報告書
    • 査読あり / 国際共著
  • [学会発表] Supersonic jet flow reconstruction by optimized sparse sensors based on sensor selection method2021

    • 著者名/発表者名
      N. Tiwari, Y. Ozawa, T. Nonomura
    • 学会等名
      Eighteenth International Conference on Flow Dynamics
    • 関連する報告書
      2021 実績報告書
    • 国際学会
  • [学会発表] Ultrasound velocity profiling-based viscosity and pressure estimation in shear-thinning unsteady flow2021

    • 著者名/発表者名
      N. Tiwari, Y. Murai
    • 学会等名
      International Symposium on Ultrasound Doppler Method for Fluid Mechanics and Fluids Engineering 2021
    • 関連する報告書
      2021 実績報告書
    • 国際学会
  • [学会発表] Ultrasound velocity profiling-based viscosity and pressure estimation in shear-thinning unsteady flow2021

    • 著者名/発表者名
      Neetu Tiwari, Yuichi Murai
    • 学会等名
      International Symposium on Ultrasound Doppler Method for Fluid Mechanics and Fluids Engineering 2021” (ISUD-2021), ETH Zurich, Switzerland
    • 関連する報告書
      2020 実績報告書
    • 国際学会
  • [学会発表] Ultrasonic Doppler Velocity Profiler (UVP) Based Pressure Field Estimation in Shear- thinning Fluid Flows2020

    • 著者名/発表者名
      Neetu Tiwari, Yuichi Murai
    • 学会等名
      Seventeenth International Conference on Flow Dynamics
    • 関連する報告書
      2020 実績報告書
    • 国際学会
  • [学会発表] Improvement of Pressure Field Estimated from PIV Data by Irrotational Correction Schemes Based on Helmholtz Vector Decomposition2020

    • 著者名/発表者名
      Neetu Tiwari, Yuichi Murai
    • 学会等名
      Seventeenth International Conference on Flow Dynamics
    • 関連する報告書
      2020 実績報告書
    • 国際学会
  • [学会・シンポジウム開催] Application of Particle Image Velocimetry -Theory and Practice2021

    • 関連する報告書
      2021 実績報告書
  • [学会・シンポジウム開催] ONLINE PIV Course 20212020

    • 関連する報告書
      2020 実績報告書

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公開日: 2020-07-07   更新日: 2024-03-26  

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