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Method of dynamic mode decomposition and reconstruction with application to a three-stage multiphase pump

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  • Liu, Ming
  • Tan, Lei
  • Cao, Shuliang

Abstract

Helico-axial multiphase pumps are significant equipment in the exploitation of petroleum resources in offshore platforms, and in-depth understanding of gas-liquid flow fields is beneficial for the design and optimization. The method of dynamic mode decomposition and reconstruction is introduced and applied to study gas-liquid flow characteristics in a three-stage multiphase pump. Firstly, the theoretical relation between decomposed results and DMD parameters is investigated. Then, the dominant frequency and corresponding coherent structures inside the multiphase pump are revealed, which are induced by rotor-stator interaction and gas-liquid flow patterns. The reconstruction residual versus mode number represents a stepped curve, and the minimum residuals are below 10−5 governed by linear combination approximation. Comparison among reduced-order reconstruction, full-order reconstruction, and raw data shows that reduced-order reconstruction fields are effective in reflecting main flow characteristics, but fail to capture high order harmonic components, which is related to complex flow in diffuser passages and following vaneless areas.

Suggested Citation

  • Liu, Ming & Tan, Lei & Cao, Shuliang, 2020. "Method of dynamic mode decomposition and reconstruction with application to a three-stage multiphase pump," Energy, Elsevier, vol. 208(C).
    • Handle: RePEc:eee:energy:v:208:y:2020:i:c:s036054422031450x
    DOI: 10.1016/j.energy.2020.118343
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    References listed on IDEAS

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    8. Jinsong Zhang & Lei Tan, 2018. "Energy Performance and Pressure Fluctuation of a Multiphase Pump with Different Gas Volume Fractions," Energies, MDPI, vol. 11(5), pages 1-14, May.
    9. Liu, Ming & Tan, Lei & Cao, Shuliang, 2019. "Theoretical model of energy performance prediction and BEP determination for centrifugal pump as turbine," Energy, Elsevier, vol. 172(C), pages 712-732.
    10. Han, Yadong & Tan, Lei, 2020. "Dynamic mode decomposition and reconstruction of tip leakage vortex in a mixed flow pump as turbine at pump mode," Renewable Energy, Elsevier, vol. 155(C), pages 725-734.
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    Cited by:

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    5. De Cillis, Giovanni & Semeraro, Onofrio & Leonardi, Stefano & De Palma, Pietro & Cherubini, Stefania, 2022. "Dynamic-mode-decomposition of the wake of the NREL-5MW wind turbine impinged by a laminar inflow," Renewable Energy, Elsevier, vol. 199(C), pages 1-10.
    6. Runqiang Zhang & Zhenwei Huang & Lei Tan & Yuchuan Wang & Erqi Wang, 2020. "Energy Performance and Radial Force of Vertical Axis Darrieus Turbine for Ocean Energy," Energies, MDPI, vol. 13(20), pages 1-15, October.
    7. Zheng, Xianghao & Zhang, Suqi & Zhang, Yuning & Li, Jinwei & Zhang, Yuning, 2023. "Dynamic characteristic analysis of pressure pulsations of a pump turbine in turbine mode utilizing variational mode decomposition combined with Hilbert transform," Energy, Elsevier, vol. 280(C).
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    9. Ge, Mingming & Manikkam, Pratulya & Ghossein, Joe & Kumar Subramanian, Roshan & Coutier-Delgosha, Olivier & Zhang, Guangjian, 2022. "Dynamic mode decomposition to classify cavitating flow regimes induced by thermodynamic effects," Energy, Elsevier, vol. 254(PC).
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