Heat Transfer Rate and Fluid Flow Analysis with Design Parameters of Gas Turbine using Beta-clog2-LSTM

Authors

  • Mohammad Saraireh Mechanical Engineering Department, Faculty of Engineering, Mutah University, Jordan
Volume: 14 | Issue: 5 | Pages: 16281-16289 | October 2024 | https://doi.org/10.48084/etasr.8152

Abstract

A Gas Turbine (GT) is a combustion engine that converts fuel into mechanical energy. None of the conventional models has utilized the stator hub, rotor tip leakage, and inter-stage flow for the optimum design of GT. This study performs an effective design parameter analysis for GT with heat transfer rate and fluid flow detection using Betadecay with cloglog-based Long Short-Term Memory (Beta-clog2-LSTM) and Griewank Siberian Tiger Optimization (G-STO). Initially, the design parameters were taken and the geometry of those parameters was created. Afterward, mesh generation was performed using the Linear Weighted Gradient Smoothing Sliding Mesh Interface (LWGSSMI). Then, the boundaries of the generated mesh were detected. Next, numeric modeling was performed deploying Finite Element Analysis (FEA), followed by flow behavior analysis. The optimal parameters were selected by G-STO. Similarly, the data in a heat transfer rate dataset were preprocessed and the features were extracted. Prediction of heat rate was performed using Beta-clog2-LSTM. Finally, the thermal loss was calculated, and a heat exchanger was utilized to mitigate it. The performance analysis demonstrated the robustness of the proposed method by achieving 0.98 prediction accuracy.

Keywords:

gas turbine, heat transfer rate, fluid flow, stator hub, rotor tip, power

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References

A. Farooq, S. Hussain, X. Li, and M. A. Khan, "Fluid flow characteristics and convective heat transfer improvement on a gas turbine blade," Heat Transfer, vol. 50, no. 8, pp. 8403–8425, 2021.

S. Stratila, D. Glasberg, and I. Mălăel, "Performance Analysis of a New Vertical Axis Turbine Design for Household Usage," Engineering, Technology & Applied Science Research, vol. 14, no. 1, pp. 12536–12542, Feb. 2024.

M. A. Khader, M. Ghavami, J. Al-Zaili, and A. I. Sayma, "Heat Transfer Effect on Micro Gas Turbine Performance for Solar Power Applications," Energies, vol. 14, no. 20, Jan. 2021, Art. no. 6745.

K. Yeranee, Y. Rao, C. Xu, Y. Zhang, and X. Su, "Turbulent Flow Heat Transfer and Thermal Stress Improvement of Gas Turbine Blade Trailing Edge Cooling with Diamond-Type TPMS Structure," Aerospace, vol. 11, no. 1, Jan. 2024, Art. no. 37.

K. Liu, "Heat transfer characteristics of triple-stage impingement designs and their application for industrial gas turbine combustor liner cooling," International Journal of Heat and Mass Transfer, vol. 172, Jun. 2021, Art. no. 121174.

W. Lian, Y. Jiang, H. Chen, Y. Li, and X. Liu, "Heat Transfer Characteristics of an Aeroengine Turbine Casing Based on CFD and the Surrogate Model," Energies, vol. 15, no. 18, Jan. 2022, Art. no. 6743.

K. D. C. Do, D. H. Chung, D. Q. Tran, C. T. Dinh, Q. H. Nguyen, and K. Y. Kim, "Numerical Investigation of Heat Transfer Characteristics of Pin-Fins with Roughed Endwalls in Gas Turbine Blade Internal Cooling Channels," International Journal of Heat and Mass Transfer, vol. 195, Oct. 2022, Art. no. 123125.

J. Ahn, "Large Eddy Simulation of Flow and Heat Transfer in a Ribbed Channel for the Internal Cooling Passage of a Gas Turbine Blade: A Review," Energies, vol. 16, no. 9, 2023.

T. S. Chowdhury, F. T. Mohsin, M. M. Tonni, M. N. H. Mita, and M. M. Ehsan, "A critical review on gas turbine cooling performance and failure analysis of turbine blades," International Journal of Thermofluids, vol. 18, May 2023, Art. no. 100329,.

K. Krishnaswamy and S. Sivan, "Improvement in thermal hydraulic performance by using continuous V and W-Shaped rib turbulators in gas turbine blade cooling application," Case Studies in Thermal Engineering, vol. 24, Apr. 2021, Art. no. 100857.

L. Xi, L. Xu, J. Gao, Z. Zhao, and Y. Li, "Numerical analysis and optimization on flow and heat transfer performance of a steam-cooled ribbed channel," Case Studies in Thermal Engineering, vol. 28, Dec. 2021, Art. no. 101442.

T. Xu, D. Shi, D. Zhang, and Y. Xie, "Flow and Heat Transfer Characteristics of the Turbine Blade Variable Cross-Section Internal Cooling Channel with Turning Vane," Applied Sciences, vol. 13, no. 3, 2023.

D. T. Vo, T. D. Mai, B. Kim, J. S. Jung, and J. Ryu, "Numerical investigation of crack initiation in high-pressure gas turbine blade subjected to thermal-fluid-mechanical low-cycle fatigue," International Journal of Heat and Mass Transfer, vol. 202, Mar. 2023, Art. no. 123748.

I. Guimarães, S. Baptista-Silva, M. Pintado, and A. L. Oliveira, "Polyphenols: A Promising Avenue in Therapeutic Solutions for Wound Care," Applied Sciences, vol. 11, no. 3, Jan. 2021, Art. no. 1230.

L. B. Inhestern, D. Peitsch, and G. Paniagua, "Flow irreversibility and heat transfer effects on turbine efficiency," Applied Energy, vol. 353, Jan. 2024, Art. no. 122077.

C. H. Hsu, J. L. Chen, S. C. Yuan, and K. Y. Kung, "CFD Simulations on the Rotor Dynamics of a Horizontal Axis Wind Turbine Activated from Stationary," Applied Mechanics, vol. 2, no. 1, pp. 147–158, Mar. 2021.

Y. Engineer, A. Rezk, and A. K. Hossain, "Energy analysis and optimization of a small-scale axial flow turbine for Organic Rankine Cycle application," International Journal of Thermofluids, vol. 12, Nov. 2021, Art. no. 100119.

Z. Tao, Z. Guo, B. Yu, L. Song, and J. Li, "Aero-thermal optimization of a gas turbine blade endwall with non-axisymmetric contouring and purge flow," International Journal of Heat and Mass Transfer, vol. 178, Oct. 2021, Art. no. 121626.

H. Cui, L. Wang, X. Li, and J. Ren, "Data-Driven Conjugate Heat Transfer Analysis of a Gas Turbine Vane," Processes, vol. 10, no. 11, Nov. 2022, Art. no. 2335.

A. Dong, P. Yan, X. Qian, W. Han, and Q. Wang, "Rotation Effect on Flow and Heat Transfer for High-Temperature Rotor Blade in a Heavy Gas Turbine," Journal of Thermal Science, vol. 30, no. 2, pp. 707–715, Mar. 2021.

N. Cao, X. Luo, and H. Tang, "A Bayesian model to solve a two-dimensional inverse heat transfer problem of gas turbine discs," Applied Thermal Engineering, vol. 214, Sep. 2022, Art. no. 118762.

Z. Zhao, L. Luo, D. Qiu, S. Wang, Z. Wang, and B. Sundén, "On the topology of vortex structures and heat transfer of a gas turbine blade internal tip with different arrangement of delta-winglet vortex generators," International Journal of Thermal Sciences, vol. 160, Feb. 2021, Art. no. 106676.

Z. Zhao, L. Luo, D. Qiu, S. Wang, Z. Wang, and B. Sundén, "Influence of spacing of a delta-winglet vortex generator pair on the flow behavior and heat transfer at the internal tip of gas turbine blades," International Journal of Thermal Sciences, vol. 175, May 2022, Art. no. 107464.

H. Abedi, C. Xisto, I. Jonsson, T. Grönstedt, and A. Rolt, "Preliminary Analysis of Compression System Integrated Heat Management Concepts Using LH2-Based Parametric Gas Turbine Model," Aerospace, vol. 9, no. 4, Apr. 2022, Art. no. 216.

R. Zhang, P. Liu, X. Zhang, W. Xi, and J. Liu, "Recent Developments in the Aerodynamic Heat Transfer and Cooling Technology of Gas Turbines Endwalls," Aerospace, vol. 10, no. 8, Aug. 2023, Art. no. 702.

J. Y. Jeong, W. Kim, J. S. Kwak, B. J. Lee, and J. T. Chung, "Effect of Mainstream Velocity on the Heat Transfer Coefficient of Gas Turbine Blade Tips," Energies, vol. 14, no. 23, Jan. 2021, Art. no. 7968.

Y. Cengel and J. Cimbala, Fluid Mechanics Fundamentals and Applications, 3rd ed. New York, NY, USA: McGraw Hill, 2013.

D. G. Zill, Advanced Engineering Mathematics, 7th ed. Burlington, MA, USA: Jones & Bartlett Learning, 2020.

P. Trojovský, M. Dehghani, and P. Hanuš, "Siberian Tiger Optimization: A New Bio-Inspired Metaheuristic Algorithm for Solving Engineering Optimization Problems," IEEE Access, vol. 10, pp. 132396–132431, 2022.

A. O. Griewank, "Generalized descent for global optimization," Journal of Optimization Theory and Applications, vol. 34, no. 1, pp. 11–39, May 1981.

A. Alimoradi, "Heat transfer rates for shell and helically coiled finned tube heat exchangers." Mendeley Data, Dec. 05, 2016.

X. Gou, H. Zhang, G. Li, Y. Cao, and Q. Zhang, "Dynamic simulation of a gas turbine for heat recovery at varying load and environment conditions," Applied Thermal Engineering, vol. 195, Aug. 2021, Art. no. 117014.

S. Osipov, A. Rogalev, N. Rogalev, I. Shevchenko, and A. Vegera, "Asymmetric Method of Heat Transfer Intensification in Radial Channels of Gas Turbine Blades," Inventions, vol. 7, no. 4, Dec. 2022, Art. no. 117.

A. M. Alsaghir and J.-H. Bahk, "Performance Optimization and Exergy Analysis of Thermoelectric Heat Recovery System for Gas Turbine Power Plants," Entropy, vol. 25, no. 12, Dec. 2023, Art. no. 1583.

C. Yang, Y. Deng, N. Zhang, X. Zhang, G. He, and J. Bao, "Optimal structure design of supercritical CO2 power cycle for gas turbine waste heat recovery: A superstructure method," Applied Thermal Engineering, vol. 198, Nov. 2021, Art. no. 117515.

G. Dumitrașcu, M. Feidt, and Ş. Grigorean, "Finite Physical Dimensions Thermodynamics Analysis and Design of Closed Irreversible Cycles," Energies, vol. 14, no. 12, Jan. 2021, Art. no. 3416.

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How to Cite

[1]
Saraireh, M. 2024. Heat Transfer Rate and Fluid Flow Analysis with Design Parameters of Gas Turbine using Beta-clog2-LSTM. Engineering, Technology & Applied Science Research. 14, 5 (Oct. 2024), 16281–16289. DOI:https://doi.org/10.48084/etasr.8152.

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