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Analysis and Implementation of Thermal Heat Exchanger Tube Performance with Helically Pierced Twisted Tape Inserts Using ANFIS Model

Author

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  • Faisal Altarazi
  • Sunil Kumar
  • Gaurav Gupta
  • Muhammad Gulzar
  • Yaé Ulrich Gaba
  • Anil Kumar
  • Rajesh Maithani

Abstract

The present work used ANFIS, an adaptive neuro-fuzzy inference system modeling to analyze the effect of the variable parameters of helically pierced twisted tape inserts on the Nusselt number, friction factor, and thermo-hydraulic heat exchanger tube performance. The experimental data utilized for ANFIS modeling considered a diameter ratio ranging from 0.57 to 0.80, a relative pitch ratio ranging from 0.046 to 0.107, a perforation index ranging from 5% to 20% as variable twisted tape parameters and flow parameters. The Reynolds number varies from 4000 to 30000. The analysis showed that the maximum thermo-hydraulic performance was obtained at a diameter ratio of 0.65, a relative pitch ratio of 0.085, and a perforation index equal to 10%. The result predicts that the ANFIS model and experimental results are in good agreement as they have only ±0.53% deviations.

Suggested Citation

  • Faisal Altarazi & Sunil Kumar & Gaurav Gupta & Muhammad Gulzar & Yaé Ulrich Gaba & Anil Kumar & Rajesh Maithani, 2021. "Analysis and Implementation of Thermal Heat Exchanger Tube Performance with Helically Pierced Twisted Tape Inserts Using ANFIS Model," Mathematical Problems in Engineering, Hindawi, vol. 2021, pages 1-13, December.
    • Handle: RePEc:hin:jnlmpe:1734909
    DOI: 10.1155/2021/1734909
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