Research Article
BibTex RIS Cite

Numerical investigation of mixed convection in a square lid-driven cavity with influence of orientation and nanoparticle addition on heat transfer characteristics: Multi-objective optimization approach

Year 2025, Volume: 11 Issue: 3, 685 - 702, 16.05.2025

Abstract

Response surface methodology is employed to optimize the operating variables (i.e., Reynolds number (150 ≤ Re ≤ 2500), Grashof number (103 to 106) and Richardson number (0.01 ≤ Ri ≤ 12) with different orientations (horizontal and vertical) blocks with mixed convection heat transfer is analysed. Initially, numerical investigations are carried out on a lid-driven cavity with different orientations by employing a laminar mixed convection phenomenon. Optimized results are considered for defining the new models to reduce computational time and effort. Obtained optimized results are validated with numerical results (Nusselt number) and found to be in good agreement. The present work analysis is carried out on a rectangular cavity with different geometries inserted horizontally and vertically by varying the distance (0.2 ≤ W/L ≤ 0.8). As the distance between the blocks varied, the Nusselt number was affected. Also, it is observed that with higher Ri and Re, an enhanced Nu number is observed with vertical compared to horizontal models. In the case of vertical model, maximum Nu is observed at a W/L distance of 0.5 and Ri of 0.043; however, in case of horizontal models at a W/L distance of 0.2 and Ri of 0.043. Ultimately, novel relationships between the Nu number with other dimensionless parameters (Gr, Re) with different orientations (W/L) have been established, with the intention of potentially using them in engineering design.

References

  • [1] Bejan A. Convection Heat Transfer. New York: John Wiley & Sons; 2013. [CrossRef]
  • [2] Kandasamy R, Xiang-Qi W, Mujumdar AS. Transient cooling of electronics using phase change material (PCM)-based heat sinks. Appl Therm Eng 2008;28:1047–1057. [CrossRef]
  • [3] Papanicolaou E, Belessiotis V. Transient development of flow and temperature fields in an underground thermal storage tank under various charging modes. Solar Energy 2009;83:1161–1176. [CrossRef]
  • [4] Hamouche A, Bessaïh R. Mixed convection air cooling of protruding heat sources mounted in a horizontal channel. Int Comm Heat Mass Transf 2009;36:841–849. [CrossRef]
  • [5] Mathew VK, Hotta TK. Numerical investigation on optimal arrangement of IC chips mounted on a SMPS board cooled under mixed convection. Therm Sci Eng Prog 2018;7:221–229. [CrossRef]
  • [6] Zhou Y, Wang M, Wang M, Wang Y. Predictive accuracy of Boussinesq approximation in opposed mixed convection with a high-temperature heat source inside a building. Build Environ 2018;144:349–356. [CrossRef]
  • [7] Vera S, Rao J, Fazio P, Campo A. Mixed convective heat transfer through a horizontal opening in a full-scale, two-story test-hut. Appl Therm Eng 2014;64:499–507. [CrossRef]
  • [8] Selmi M, Al-Khawaja MJ, Marafia A. Validation of CFD simulation for flat plate solar energy collector. Renew Energy 2008;33:383–387. [CrossRef]
  • [9] Xiao C, Liao Q, Fu Q, Huang Y, Xia A, Chen H, et al. Numerical investigation of laminar mixed convection of microalgae slurry flowing in a solar collector. Appl Therm Eng 2020;175:115366. [CrossRef]
  • [10] Ghia UKNG, Ghia KN, Shin CT. High-Re solutions for incompressible flow using the Navier-Stokes equations and a multigrid method. J Comp Physics 1982;48:387–411. [CrossRef]
  • [11] Zheng GF, Ha MY, Yoon HS, Park YG. A numerical study on mixed convection in a lid-driven cavity with a circular cylinder. J Mech Sci Technol 2013;27:273–286. [CrossRef]
  • [12] Khaleel A, Gao S. CFD investigation of turbulent mixed convection heat transfer in a closed lid-driven cavity. Int J Civil Environ Eng 2015;9:1572–1577.
  • [13] Lee SC, Cha'o‐Kuang C. Finite element solutions of laminar and turbulent mixed convection in a driven cavity. Int J Numer Methods Fluids 1996;23:47–64. [CrossRef]
  • [14] Mahapatra, Ray T, Pal D, Mondal S. Effects of buoyancy ratio on double-diffusive natural convection in a lid-driven cavity. Int J Heat Mass Transf 2013;57:771–785. [CrossRef]
  • [15] Roy S, Basak T. Finite element analysis of natural convection flows in a square cavity with non-uniformly heated wall (s). Int J Eng Sci 2005;43:668–680. [CrossRef]
  • [16] Gibanov NS, Sheremet MA, Oztop HF, Al-Salem K. Convective heat transfer in a lid-driven cavity with a heat-conducting solid backward step under the effect of buoyancy force. Int J Heat Mass Transf 2017;112:158–168. [CrossRef]
  • [17] Santos EDD, Petry AP, Rocha LAO, França FHR. Numerical study of forced convection lid-driven cavity flows using LES (Large Eddy Simulation). RCAAP 2013:5069.
  • [18] Yapici K, Obut S. Laminar mixed-convection heat transfer in a lid-driven cavity with modified heated wall. Heat Transf Eng 2015;36:303–314. [CrossRef]
  • [19] Cheng CH, Chin-Lung C. Buoyancy-induced periodic flow and heat transfer in lid-driven cavities with different cross-sectional shapes. Int Comm Heat Mass Transf 2005;32:483–490. [CrossRef]
  • [20] Idris MS, Irwan MAM, Ammar NMM. Steady state vortex structure of lid driven flow inside shallow semi-ellipse cavity. J Mech Eng Sci 2012;2:206–216. [CrossRef]
  • [21] Shah SS, Haq RU, Al-Kouz W. Mixed convection analysis in a split lid-driven trapezoidal cavity having elliptic shaped obstacle. Int Comm Heat Mass Transf 2021;126:105448. [CrossRef]
  • [22] Haq RU, Soomro FA, Wang X, Tlili I. Partially heated lid-driven flow in a hexagonal cavity with inner circular obstacle via fem. Int Comm Heat Mass Transf 2020;117:104732. [CrossRef]
  • [23] Xiong PY, Hamid A, Iqbal K, Irfan M, Khan M. Numerical simulation of mixed convection flow and heat transfer in the lid-driven triangular cavity with different obstacle configurations. Int Comm Heat Mass Transf 2021;123:105202. [CrossRef]
  • [24] Yasin A, Ullah N, Nadeem S, Ghazwani HA. Numerical simulation for mixed convection in a parallelogram enclosure: Magnetohydrodynamic (MHD) and moving wall-undulation effects. Int Comm Heat Mass Transf 2022;135:106066. [CrossRef]
  • [25] Jiang X, Hatami M, Abderrahmane A, Younis O, Makhdoum BM, Guedri K. Mixed convection heat transfer and entropy generation of MHD hybrid nanofluid in a cubic porous cavity with wavy wall and rotating cylinders. Appl Therm Eng 2023;226:120302. [CrossRef]
  • [26] Khan NZ, Mahmood R, Bilal S, Akgül A, Abdullaev S, Mahmoud EE, et al. Mixed convective thermal transport in a lid-driven square enclosure with square obstacle. Alexandria Eng J 2023;64:981–998. [CrossRef]
  • [27] Ali MM, Akhter R, Alim MA. Magneto-mixed convection in a lid driven partially heated cavity equipped with nanofluid and rotating flat plate. Alexandria Eng J 2022;61:257–278. [CrossRef]
  • [28] Yaseen DT, Salih SM, Ismael MA. Effect of the lid-driven on mixed convection in an open flexible wall cavity with a partially heated bottom wall. Int J Therm Sci 2023;188:108213. [CrossRef]
  • [29] Alsabery AI, Tayebi T, Kadhim HT, Ghalambaz M, Hashim I, Chamkha AJ. Impact of two-phase hybrid nanofluid approach on mixed convection inside wavy lid-driven cavity having localized solid block. J Adv Res 2021;30:63–74. [CrossRef]
  • [30] Kalogirou SA. Applications of artificial neural networks in energy systems. Energy Convers Manag 1999;40:1073–1087. [CrossRef]
  • [31] Belanger S, Gosselin L. Utilization of artificial neural networks in the context of materials selection for thermofluid design. Numer Heat Transf Part A Appl 2009;55:825–844. [CrossRef]
  • [32] Deng S, Hwang Y. Solving the temperature distribution field in nonlinear heat conduction problems using the Hopfield neural network. Numer Heat Transf Part B Fundamentals 2007;51:375–389. [CrossRef]
  • [33] Mahmoud MA, Ben-Nakhi AE. Neural networks analysis of free laminar convection heat transfer in a partitioned enclosure. Comm Nonlinear Sci Numer Sim 2007;12:1265–1276. [CrossRef]
  • [34] Selimefendigil F, Öztop HF. Fuzzy-based estimation of mixed convection heat transfer in a square cavity in the presence of an adiabatic inclined fin. Int Comm Heat Mass Transf 2012;39:1639–1646. [CrossRef]
  • [35] Aminossadati SM, Kargar A, Ghasemi B. Adaptive network-based fuzzy inference system analysis of mixed convection in a two-sided lid-driven cavity filled with a nanofluid. Int J Therm Sci 2012;52:102–111. [CrossRef]
  • [36] Filali A, Khezzar L, Semmari H, Matar O. Application of artificial neural network for mixed convection in a square lid-driven cavity with double vertical or horizontal oriented rectangular blocks. Int Comm Heat Mass Transf 2021;129:105644. [CrossRef]
  • [37] Hosseinzadeh K, Roshani M, Attar MA, Ganji DD, Shafii MB. Heat transfer study and optimization of nanofluid triangular cavity with a pentagonal barrier by finite element approach and RSM. Heliyon 2023;9:e20193. [CrossRef]
  • [38] Kolsi L, Öztop HF, Abu-Hamdeh N, Naceur BM, Ben Assia H. Effects of moving lid direction on mixed convection and entropy generation in a cubical cavity with longitudinal triangular fin insertion. Int J Numer Meth Heat Fluid Flow 2017;27:839–860. [CrossRef]
  • [39] Ching YC, Öztop HF, Rahman MM, Islam MR, Ahsan A. Finite element simulation of mixed convection heat and mass transfer in a right triangular enclosure. Int Comm Heat Mass Transf 2012;39:689–696. [CrossRef]
  • [40] Saha G, Al-Waaly AA, Paul MC, Saha SC. Heat transfer in cavities: configurative systematic review. Energies 2023;16:2338. [CrossRef]
  • [41] Uddin MB, Rahman MM, Khan MAH, Ibrahim TA. Effect of buoyancy ratio on unsteady thermosolutal combined convection in a lid driven trapezoidal enclosure in the presence of magnetic field. Comp Fluids 2015;114:284–296. [CrossRef]
  • [42] Sivasubramanian M, Kanna PR, Rajesh S, Uthayakumar M. Experimental investigation on heat transfer enhancement from a channel with square blocks and identification of most influencing parameters using Taguchi approach. Proc Inst Mech Eng Part C J Mech Eng Sci 2016;230:3253–3266. [CrossRef]
  • [43] Teja PNS, Gugulothu SK, Reddy PDS, Deepanraj B. Numerical investigation of nanoparticles dispersion on forced/mixed convective flows and heat transfer in a lid-driven stepped cavity configurations. Proc Inst Mech Eng Part E J Proc Mech Eng 2022;239:09544089221127617. [CrossRef]
  • [44] Ilicak M, Ecder A, Turan E. Operator splitting techniques for the numerical analysis of natural convection heat transfer. Comp Math 2007;84:783–793. [CrossRef]
  • [45] Addini MM, Nassab SA. Combined mixed convection and radiation heat transfer in an obstacle wall mounted lid-driven cavity. Int J Nonlinear Sci Numer Sim 2016;17:277–289. [CrossRef]
  • [46] Rais AI, Mahmud MJ, Hossain MR, Saha S. Influence of heat generation/absorption on mixed convective flow in a lid-driven chamber with isothermal rotating cylinder. Ann Nuc Energy 2023;182:109596. [CrossRef]
  • [47] Nowak AJ, Bialecki RA. Special issue: Selected papers from the International Scientific Conference on Numerical Heat Transfer 2005. Int J Numer Meth Heat Fluid Flow 2008;18:13418caa.001.
  • [48] Selimefendigil F. Natural convection in a trapezoidal cavity with an inner conductive object of different shapes and filled with nanofluids of different nanoparticle shapes. Iranian J Sci Technol Transact Mech Eng 2018;42:169–184. [CrossRef]
  • [49] Sivasankaran S, Cheong HT, Bhuvaneswari M, Ganesan P. Effect of moving wall direction on mixed convection in an inclined lid-driven square cavity with sinusoidal heating. Numer Heat Transf Part A Appl 2016;69:630–642. [CrossRef]
  • [50] Bockting-Conrad S, Terwilliger P. The algebra Uq (sl2) in disguise. Linear Algebra Appl 2014;459:548–585. [CrossRef]
  • [51] Mandal DK, Biswas N, Manna NK, Gorla RSR, Chamkha AJ. Hybrid nanofluid magnetohydrodynamic mixed convection in a novel W-shaped porous system. Int J Numer Meth Heat Fluid Flow 2023;33:510–544. [CrossRef]
  • [52] Mandal SK, Deb A, Sen D. Mixed convective heat transfer with surface radiation in a rectangular channel with heat sources in presence of heat spreader. Therm Sci Eng Prog 2019;14:100423. [CrossRef]
  • [53] Khoei AR, Mousavi SM, Hosseini N. Modeling density-driven flow and solute transport in heterogeneous reservoirs with micro/macro fractures. Adv Water Res 2023;182:104571. [CrossRef]
  • [54] Khoei AR, Saeedmonir S, Hosseini N, Mousavi SM. An X–FEM technique for numerical simulation of variable-density flow in fractured porous media. MethodsX 2023;10:102137. [CrossRef]
  • [55] Zare S, Makki M, Rasooli M, Alavi HS, Tavakolpour-Saleh AR. Assessment of a diaphragm thermoacoustic Stirling engine using the energy standpoint and genetic algorithm. Int J Energy Environ Eng 2023;14:743–755. [CrossRef]
  • [56] Amini H, Mehrizi-Sani A, Liu CC. Substation cyberattack detection and mitigation in a high-noise environment. Proceedings of 2024 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT); 2024. pp. 1–5. [CrossRef]
  • [57] Roy PP, Chowdhury S, Raj MH, Islam MQ, Saha S. Forced, natural and mixed convection of Non-Newtonian fluid flows in a square chamber with moving lid and discrete bottom heating. Results Eng 2024;17:100939. [CrossRef]
  • [58] Morshed KN, Sharif MA, Islam AW. Laminar mixed convection in a lid-driven square cavity with two isothermally heated square internal blockages. Chem Eng Comm 2015;20:1176–1190. [CrossRef]
  • [59] Kumar PP, Pendyala S, Gugulothu SK. Influences of iso-amyl nitrate oxygenated additive on mahua methyl ester/diesel blends thermal stability and crdi engine performance characteristics. J Therm Eng 2024;10:447–456. [CrossRef]
  • [60] Gugulothu SK. Enhancement of household refrigerator energy efficiency by studying the effect of refrigerant charge and capillary tube length. J Therm Eng 2021;7:1121–1129. [CrossRef]
  • [61] Shaik R, Punna E, Gugulothu S. Numerical investigation on comparative performance assessment of solar air heater with different artificial roughness elements in a triangular duct. J Therm Eng 2025;11:49–61. [CrossRef]
There are 61 citations in total.

Details

Primary Language English
Subjects Fluid Mechanics and Thermal Engineering (Other)
Journal Section Research Article
Authors

T. Ravi Kumar Reddy This is me 0009-0002-3771-7526

D. R. Srinivasan This is me 0009-0001-5145-2192

Submission Date March 21, 2024
Acceptance Date June 27, 2024
Publication Date May 16, 2025
Published in Issue Year 2025 Volume: 11 Issue: 3

Cite

APA Reddy, T. R. K., & Srinivasan, D. R. (2025). Numerical investigation of mixed convection in a square lid-driven cavity with influence of orientation and nanoparticle addition on heat transfer characteristics: Multi-objective optimization approach. Journal of Thermal Engineering, 11(3), 685-702.
AMA Reddy TRK, Srinivasan DR. Numerical investigation of mixed convection in a square lid-driven cavity with influence of orientation and nanoparticle addition on heat transfer characteristics: Multi-objective optimization approach. Journal of Thermal Engineering. May 2025;11(3):685-702.
Chicago Reddy, T. Ravi Kumar, and D. R. Srinivasan. “Numerical Investigation of Mixed Convection in a Square Lid-Driven Cavity With Influence of Orientation and Nanoparticle Addition on Heat Transfer Characteristics: Multi-Objective Optimization Approach”. Journal of Thermal Engineering 11, no. 3 (May 2025): 685-702.
EndNote Reddy TRK, Srinivasan DR (May 1, 2025) Numerical investigation of mixed convection in a square lid-driven cavity with influence of orientation and nanoparticle addition on heat transfer characteristics: Multi-objective optimization approach. Journal of Thermal Engineering 11 3 685–702.
IEEE T. R. K. Reddy and D. R. Srinivasan, “Numerical investigation of mixed convection in a square lid-driven cavity with influence of orientation and nanoparticle addition on heat transfer characteristics: Multi-objective optimization approach”, Journal of Thermal Engineering, vol. 11, no. 3, pp. 685–702, 2025.
ISNAD Reddy, T. Ravi Kumar - Srinivasan, D. R. “Numerical Investigation of Mixed Convection in a Square Lid-Driven Cavity With Influence of Orientation and Nanoparticle Addition on Heat Transfer Characteristics: Multi-Objective Optimization Approach”. Journal of Thermal Engineering 11/3 (May2025), 685-702.
JAMA Reddy TRK, Srinivasan DR. Numerical investigation of mixed convection in a square lid-driven cavity with influence of orientation and nanoparticle addition on heat transfer characteristics: Multi-objective optimization approach. Journal of Thermal Engineering. 2025;11:685–702.
MLA Reddy, T. Ravi Kumar and D. R. Srinivasan. “Numerical Investigation of Mixed Convection in a Square Lid-Driven Cavity With Influence of Orientation and Nanoparticle Addition on Heat Transfer Characteristics: Multi-Objective Optimization Approach”. Journal of Thermal Engineering, vol. 11, no. 3, 2025, pp. 685-02.
Vancouver Reddy TRK, Srinivasan DR. Numerical investigation of mixed convection in a square lid-driven cavity with influence of orientation and nanoparticle addition on heat transfer characteristics: Multi-objective optimization approach. Journal of Thermal Engineering. 2025;11(3):685-702.

IMPORTANT NOTE: JOURNAL SUBMISSION LINK http://eds.yildiz.edu.tr/journal-of-thermal-engineering