Analysis and Implementation of Thermal Heat Exchanger Tube Performance with Helically Pierced Twisted Tape Inserts Using ANFIS Model
Faisal Altarazi,
Sunil Kumar,
Gaurav Gupta,
Muhammad Gulzar,
Yaé Ulrich Gaba,
Anil Kumar and
Rajesh Maithani
Mathematical Problems in Engineering, 2021, vol. 2021, 1-13
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.
Date: 2021
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Persistent link: https://EconPapers.repec.org/RePEc:hin:jnlmpe:1734909
DOI: 10.1155/2021/1734909
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