Stochastic Levenberg–Marquardt Neural Network Implementation for Analyzing the Convective Heat Transfer in a Wavy Fin
The present research examines the steady, one-dimensional thermal distribution and heat transfer of a wavy fin. This heat transfer analysis considers convective effects as well as temperature-dependent thermal conductivity. Furthermore, a novel implementation of a neural network with backpropagated...
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| Vydáno v: | Mathematics (Basel) Ročník 11; číslo 10; s. 2401 |
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| Hlavní autoři: | , , , , |
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| Jazyk: | angličtina |
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Basel
MDPI AG
01.05.2023
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| ISSN: | 2227-7390, 2227-7390 |
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| Abstract | The present research examines the steady, one-dimensional thermal distribution and heat transfer of a wavy fin. This heat transfer analysis considers convective effects as well as temperature-dependent thermal conductivity. Furthermore, a novel implementation of a neural network with backpropagated Levenberg–Marquardt algorithm (NN-BLMA)-based machine learning intelligent strategies is provided to interpret the heat transfer analysis of a convective wavy fin. The non-linear ordinary differential equation (ODE) of the study problem is converted into its non-dimensional form using the similarity transformation technique. The dimensionless equation obtained is then numerically explored via the Runge–Kutta–Fehlberg scheme. A data set for varying the pertinent parameters is generated, and an artificial neural network model is designed to estimate the heat transfer behavior of the wavy fin. The effectiveness of the proposed NN-BLMA is subsequently endorsed by analyses using a regression model, mean square error, and histograms. The findings of comprehensive computational parametric studies illustrate that the presented technique, NN-BLMA is an effective convergent stochastic numerical solver employed for the heat transfer model of the convective wavy fin. The wavy fin’s temperature dispersion optimizes as the thermal conductivity parameter rises. Heat transfer rate is higher in wavy fin compared to rectangular fin. |
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| AbstractList | The present research examines the steady, one-dimensional thermal distribution and heat transfer of a wavy fin. This heat transfer analysis considers convective effects as well as temperature-dependent thermal conductivity. Furthermore, a novel implementation of a neural network with backpropagated Levenberg-Marquardt algorithm (NN-BLMA)-based machine learning intelligent strategies is provided to interpret the heat transfer analysis of a convective wavy fin. The non-linear ordinary differential equation (ODE) of the study problem is converted into its non-dimensional form using the similarity transformation technique. The dimensionless equation obtained is then numerically explored via the Runge-Kutta-Fehlberg scheme. A data set for varying the pertinent parameters is generated, and an artificial neural network model is designed to estimate the heat transfer behavior of the wavy fin. The effectiveness of the proposed NN-BLMA is subsequently endorsed by analyses using a regression model, mean square error, and histograms. The findings of comprehensive computational parametric studies illustrate that the presented technique, NN-BLMA is an effective convergent stochastic numerical solver employed for the heat transfer model of the convective wavy fin. The wavy fin's temperature dispersion optimizes as the thermal conductivity parameter rises. Heat transfer rate is higher in wavy fin compared to rectangular fin. |
| Audience | Academic |
| Author | Sowmya, G. Kumar, R. S. Varun Gamaoun, Fehmi Alsulami, M. D. Sarris, I. E. |
| Author_xml | – sequence: 1 givenname: R. S. Varun surname: Kumar fullname: Kumar, R. S. Varun – sequence: 2 givenname: M. D. orcidid: 0000-0003-1971-7282 surname: Alsulami fullname: Alsulami, M. D. – sequence: 3 givenname: I. E. orcidid: 0000-0002-6542-0490 surname: Sarris fullname: Sarris, I. E. – sequence: 4 givenname: G. surname: Sowmya fullname: Sowmya, G. – sequence: 5 givenname: Fehmi surname: Gamaoun fullname: Gamaoun, Fehmi |
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| Cites_doi | 10.1002/htj.21864 10.1016/j.applthermaleng.2016.04.121 10.1149/10701.1475ecst 10.1007/s10973-020-10384-9 10.1016/j.egyr.2022.10.412 10.1016/j.applthermaleng.2021.117597 10.1108/HFF-06-2014-0174 10.1007/s00158-022-03350-6 10.1166/jctn.2015.4189 10.18280/ijht.370310 10.1016/j.ijheatmasstransfer.2019.05.009 10.1016/j.advengsoft.2022.103315 10.1016/j.ijheatmasstransfer.2006.01.020 10.1016/j.compfluid.2023.105813 10.1080/17455030.2022.2134605 10.1016/j.jfranklin.2011.01.008 10.1016/j.geothermics.2022.102605 10.1016/j.ijheatmasstransfer.2009.03.066 10.1016/j.aej.2022.01.063 10.4028/www.scientific.net/NHC.26.93 10.1016/j.aej.2016.05.020 10.1109/ACCESS.2021.3117839 10.1016/j.ijhydene.2023.01.088 10.1016/j.ijthermalsci.2009.02.007 10.1016/j.applthermaleng.2006.08.003 10.1016/j.csite.2023.102777 10.1155/2022/1026698 10.1088/1402-4896/ac0c94 10.2514/1.T5583 10.1016/j.applthermaleng.2022.119385 10.1016/j.icheatmasstransfer.2010.12.024 10.1002/htj.22261 10.1016/j.applthermaleng.2019.114343 10.1016/j.enconman.2015.12.054 10.1016/j.apenergy.2015.07.065 10.1016/j.jppr.2020.03.002 10.1142/S0217979223500297 10.1016/j.ijheatmasstransfer.2022.123023 10.1007/978-981-16-9967-2 10.1016/j.csite.2022.101846 |
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| References | Ma (ref_31) 2009; 52 ref_34 Wang (ref_6) 2022; 35 Ndlovu (ref_13) 2019; 26 Luo (ref_22) 2019; 163 Kamsuwan (ref_26) 2023; 9 Kuvannarat (ref_29) 2006; 49 Sertel (ref_35) 2019; 37 Nagaraja (ref_40) 2022; 107 ref_18 ref_39 Venkitesh (ref_3) 2022; 147 Aziz (ref_7) 2011; 348 Altun (ref_21) 2019; 139 Roy (ref_12) 2016; 55 Khaled (ref_36) 2015; 25 Sarwe (ref_11) 2021; 96 Gouran (ref_14) 2022; 61 Khudhair (ref_27) 2023; 107 Pichi (ref_24) 2023; 254 Madhura (ref_4) 2020; 49 Khan (ref_10) 2021; 9 Song (ref_23) 2022; 194 Jagadeesha (ref_20) 2023; 37 Tian (ref_30) 2009; 48 Hoseinzadeh (ref_2) 2019; 33 Sun (ref_8) 2015; 12 Din (ref_16) 2022; 2022 Gorla (ref_1) 2011; 38 Ndlovu (ref_5) 2020; 9 Sarwe (ref_17) 2021; 50 Alsaiari (ref_25) 2023; 175 Dogonchi (ref_9) 2016; 103 Khan (ref_15) 2022; 65 Lotfi (ref_32) 2016; 162 Kundu (ref_37) 2007; 27 Mehmandoosti (ref_28) 2023; 219 Liu (ref_33) 2021; 199 Ma (ref_38) 2016; 111 Abdulrahman (ref_19) 2023; 43 |
| References_xml | – volume: 49 start-page: 5002 year: 2020 ident: ref_4 article-title: Thermal performance of straight porous fin with variable thermal conductivity under magnetic field and radiation effects publication-title: Heat Transf. doi: 10.1002/htj.21864 – volume: 103 start-page: 705 year: 2016 ident: ref_9 article-title: Convection–radiation heat transfer study of moving fin with temperature-dependent thermal conductivity, heat transfer coefficient and heat generation publication-title: Appl. Therm. Eng. doi: 10.1016/j.applthermaleng.2016.04.121 – volume: 107 start-page: 1475 year: 2022 ident: ref_40 article-title: An Overview of the Artificial Neural Network-Based Applications and Impact Assessment in COVID-19 publication-title: ECS Trans. doi: 10.1149/10701.1475ecst – volume: 147 start-page: 1519 year: 2022 ident: ref_3 article-title: Thermal analysis of a convective–conductive–radiative annular porous fin with variable thermal parameters and internal heat generation publication-title: J. Therm. Anal. Calorim. doi: 10.1007/s10973-020-10384-9 – volume: 9 start-page: 239 year: 2023 ident: ref_26 article-title: Simulation of nanofluid micro-channel heat exchanger using computational fluid dynamics integrated with artificial neural network publication-title: Energy Rep. doi: 10.1016/j.egyr.2022.10.412 – volume: 199 start-page: 117597 year: 2021 ident: ref_33 article-title: Numerical analysis on heat transfer enhancement of wavy fin-tube heat exchangers for air-conditioning applications publication-title: Appl. Therm. Eng. doi: 10.1016/j.applthermaleng.2021.117597 – volume: 25 start-page: 892 year: 2015 ident: ref_36 article-title: Thermal performance of six different types of wavy-fins publication-title: Int. J. Numer. Methods Heat Fluid Flow doi: 10.1108/HFF-06-2014-0174 – volume: 65 start-page: 251 year: 2022 ident: ref_15 article-title: Heat transfer analysis of an inclined longitudinal porous fin of trapezoidal, rectangular and dovetail profiles using cascade neural networks publication-title: Struct. Multidiscip. Optim. doi: 10.1007/s00158-022-03350-6 – volume: 12 start-page: 2851 year: 2015 ident: ref_8 article-title: Application of Collocation Spectral Method to Solve a Convective-Radiative Longitudinal Fin with Temperature Dependent Internal Heat Generation, Thermal Conductivity and Heat Transfer Coefficient publication-title: J. Comput. Theor. Nanosci. doi: 10.1166/jctn.2015.4189 – volume: 37 start-page: 741 year: 2019 ident: ref_35 article-title: The Effect of Using Sinusoidal Profile in Fins on Thermal Performance publication-title: Int. J. Heat Technol. doi: 10.18280/ijht.370310 – volume: 139 start-page: 425 year: 2019 ident: ref_21 article-title: Experimental investigation of the effects of horizontally oriented vertical sinusoidal wavy fins on heat transfer performance in case of natural convection publication-title: Int. J. Heat Mass Transf. doi: 10.1016/j.ijheatmasstransfer.2019.05.009 – volume: 175 start-page: 103315 year: 2023 ident: ref_25 article-title: A coupled artificial neural network with artificial rabbits optimizer for predicting water productivity of different designs of solar stills publication-title: Adv. Eng. Softw. doi: 10.1016/j.advengsoft.2022.103315 – volume: 49 start-page: 2587 year: 2006 ident: ref_29 article-title: Effect of fin thickness on the air-side performance of wavy fin-and-tube heat exchangers under dehumidifying conditions publication-title: Int. J. Heat Mass Transf. doi: 10.1016/j.ijheatmasstransfer.2006.01.020 – volume: 254 start-page: 105813 year: 2023 ident: ref_24 article-title: An artificial neural network approach to bifurcating phenomena in computational fluid dynamics publication-title: Comput. Fluids doi: 10.1016/j.compfluid.2023.105813 – ident: ref_18 doi: 10.1080/17455030.2022.2134605 – volume: 348 start-page: 640 year: 2011 ident: ref_7 article-title: Convection–radiation from a continuously moving fin of variable thermal conductivity publication-title: J. Frankl. Inst. doi: 10.1016/j.jfranklin.2011.01.008 – volume: 107 start-page: 102605 year: 2023 ident: ref_27 article-title: Numerical simulation and artificial neural network prediction of hydrodynamic and heat transfer in a geothermal heat exchanger to obtain the optimal diameter of tubes with the lowest entropy using water and Al2O3/water nanofluid publication-title: Geothermics doi: 10.1016/j.geothermics.2022.102605 – volume: 52 start-page: 4358 year: 2009 ident: ref_31 article-title: Airside characteristics of heat, mass transfer and pressure drop for heat exchangers of tube-in hydrophilic coating wavy fin under dehumidifying conditions publication-title: Int. J. Heat Mass Transf. doi: 10.1016/j.ijheatmasstransfer.2009.03.066 – volume: 61 start-page: 8545 year: 2022 ident: ref_14 article-title: Effect of internal heat source and non-independent thermal properties on a convective–radiative longitudinal fin publication-title: Alex. Eng. J. doi: 10.1016/j.aej.2022.01.063 – volume: 26 start-page: 93 year: 2019 ident: ref_13 article-title: The Significance of Fin Profile and Convective-Radiative Fin Tip on Temperature Distribution in a Longitudinal Fin publication-title: Nano Hybrids Compos. doi: 10.4028/www.scientific.net/NHC.26.93 – volume: 55 start-page: 2269 year: 2016 ident: ref_12 article-title: Thermal analysis of straight rectangular fin using homotopy perturbation method publication-title: Alex. Eng. J. doi: 10.1016/j.aej.2016.05.020 – volume: 9 start-page: 138876 year: 2021 ident: ref_10 article-title: Thermal Analysis of Conductive-Convective-Radiative Heat Exchangers With Temperature Dependent Thermal Conductivity publication-title: IEEE Access doi: 10.1109/ACCESS.2021.3117839 – ident: ref_34 doi: 10.1016/j.ijhydene.2023.01.088 – volume: 48 start-page: 1765 year: 2009 ident: ref_30 article-title: A comparative study on the air-side performance of wavy fin-and-tube heat exchanger with punched delta winglets in staggered and in-line arrangements publication-title: Int. J. Therm. Sci. doi: 10.1016/j.ijthermalsci.2009.02.007 – volume: 27 start-page: 976 year: 2007 ident: ref_37 article-title: Performance and optimum design analysis of longitudinal and pin fins with simultaneous heat and mass transfer: Unified and comparative investigations publication-title: Appl. Therm. Eng. doi: 10.1016/j.applthermaleng.2006.08.003 – volume: 43 start-page: 102777 year: 2023 ident: ref_19 article-title: Study of thermal variation in a longitudinal exponential porous fin wetted with TiO2−SiO2/ hexanol hybrid nanofluid using hybrid residual power series method publication-title: Case Stud. Therm. Eng. doi: 10.1016/j.csite.2023.102777 – volume: 2022 start-page: e1026698 year: 2022 ident: ref_16 article-title: Investigation of Heat Transfer from Convective and Radiative Stretching/Shrinking Rectangular Fins publication-title: Math. Probl. Eng. doi: 10.1155/2022/1026698 – volume: 96 start-page: 105213 year: 2021 ident: ref_11 article-title: Thermal behaviour of annular hyperbolic fin with temperature dependent thermal conductivity by differential transformation method and Pade approximant publication-title: Phys. Scr. doi: 10.1088/1402-4896/ac0c94 – volume: 33 start-page: 698 year: 2019 ident: ref_2 article-title: Numerical Validation Heat Transfer of Rectangular Cross-Section Porous Fins publication-title: J. Thermophys. Heat Transf. doi: 10.2514/1.T5583 – volume: 219 start-page: 119385 year: 2023 ident: ref_28 article-title: Artificial neural network-based multi-objective optimization of cooling of lithium-ion batteries used in electric vehicles utilizing pulsating coolant flow publication-title: Appl. Therm. Eng. doi: 10.1016/j.applthermaleng.2022.119385 – volume: 38 start-page: 638 year: 2011 ident: ref_1 article-title: Thermal analysis of natural convection and radiation in porous fins publication-title: Int. Commun. Heat Mass Transf. doi: 10.1016/j.icheatmasstransfer.2010.12.024 – volume: 50 start-page: 7949 year: 2021 ident: ref_17 article-title: Differential transformation method to determine heat transfer in annular fins publication-title: Heat Transf. doi: 10.1002/htj.22261 – volume: 163 start-page: 114343 year: 2019 ident: ref_22 article-title: Thermo-hydraulic performance optimization of wavy fin heat exchanger by combining delta winglet vortex generators publication-title: Appl. Therm. Eng. doi: 10.1016/j.applthermaleng.2019.114343 – volume: 111 start-page: 279 year: 2016 ident: ref_38 article-title: Spectral collocation method for radiative–conductive porous fin with temperature dependent properties publication-title: Energy Convers. Manag. doi: 10.1016/j.enconman.2015.12.054 – volume: 162 start-page: 1282 year: 2016 ident: ref_32 article-title: An investigation of the thermo-hydraulic performance of the smooth wavy fin-and-elliptical tube heat exchangers utilizing new type vortex generators publication-title: Appl. Energy doi: 10.1016/j.apenergy.2015.07.065 – volume: 9 start-page: 188 year: 2020 ident: ref_5 article-title: Steady state heat transfer analysis in a rectangular moving porous fin publication-title: Propuls. Power Res. doi: 10.1016/j.jppr.2020.03.002 – volume: 37 start-page: 2350029 year: 2023 ident: ref_20 article-title: Physical significance of rectangular and hyperbolic annular fin with radiation, convection and nonlinear variable properties publication-title: Int. J. Mod. Phys. B doi: 10.1142/S0217979223500297 – volume: 194 start-page: 123023 year: 2022 ident: ref_23 article-title: Thermal-hydraulic characteristic of a novel wavy fin-and-circle tube heat exchanger with concave curved vortex generators publication-title: Int. J. Heat Mass Transf. doi: 10.1016/j.ijheatmasstransfer.2022.123023 – ident: ref_39 doi: 10.1007/978-981-16-9967-2 – volume: 35 start-page: 101846 year: 2022 ident: ref_6 article-title: LSM and DTM-Pade approximation for the combined impacts of convective and radiative heat transfer on an inclined porous longitudinal fin publication-title: Case Stud. Therm. Eng. doi: 10.1016/j.csite.2022.101846 |
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| SubjectTerms | Air conditioning Algorithms Analysis artificial neural network Artificial neural networks Convective heat transfer Dimensionless numbers Electric properties fin Heat conductivity Heat exchangers Heat transfer Influence Investigations Machine learning Mathematics Neural networks Nonlinear differential equations Parameters Productivity Radiation Regression models Runge-Kutta method Temperature dependence temperature distribution Thermal conductivity wavy fin Wavy fins |
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| Title | Stochastic Levenberg–Marquardt Neural Network Implementation for Analyzing the Convective Heat Transfer in a Wavy Fin |
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