Neural network modeling of magnetized tri-hybrid nanofluid flow over a curved surface for solar aircraft thermal management
Bibliographic record
Abstract
No abstract is available for this record. The assistant can identify its topic from the title, but cannot infer the study’s results.
Source: Not provided · Quality: missing
Research context
OpenAlex topics: Nanofluid Flow and Heat Transfer · Solar Thermal and Photovoltaic Systems · Heat Transfer Mechanisms
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
References (51)
Show source-provided references
1. Abbas, N., Malik, M.Y., Nadeem, S.: Transportation of magnetized micropolar hybrid nanomaterial fluid flow over a Riga curved surface. Comput. Methods Programs Biomed. 185, 105136 (2019)10.1016/j.cmpb.2019.105136 ↗
2. Abdal, S., Ashique, A., Afzal, U., Kumar, M.D., Masood, K., Shah, N.A.: A comprehensive review on artificial neural network techniques (Levenberg–Marquardt, Bayesian regularization, scaled conjugate gradient) for magnetohydrodynamic hybrid nanofluid flow with bio-convection and heat sources. AIMS Math. 10, 23084–23135 (2025)10.3934/math.20251025 ↗
3. Abdelmalek, Z., Khan, I., Khan, M.W.A., Rehman, K.U., Sherif, E.-S.M.: Computational analysis of nano-fluid due to a non-linear variable thicked stretching sheet subjected to Joule heating and thermal radiation. J. Mater. Res. Technol. 9, 11035–11044 (2020)10.1016/j.jmrt.2020.07.085 ↗
4. Akindele, O., Ogunsola, A.W.: A study of non-isothermal permeable flow of nano-fluids in a stretchable rotating disk system. J. Math. Comput. Sci. 11, 1486–1498 (2021)
5. Ali, F., Zaib, A., Reddy, S., Alshehri, M.H., Shah, N.A.: Impact of thermal radiative Carreau ternary hybrid nanofluid dynamics in solar aircraft with entropy generation: significance of energy in solar aircraft. J. Therm. Anal. Calorim. 149, 1495–1513 (2023)10.1007/s10973-023-12734-9 ↗
6. Anitha, L., Gireesha, B.J.: Irreversibility analysis of ternary hybrid nanofluid flow through an oblique microchannel with Hall current: a comparative study. Int. J. Ambient Energy 45, 2355568 (2024a)10.1080/01430750.2024.2355568 ↗
7. Anitha, L., Gireesha, B.J.: Convective flow of Jeffrey nanofluid along an upright microchannel with Hall current and Buongiorno model: an irreversibility analysis. Appl. Math. Mech. 44, 1613–1628 (2024b)10.1007/s10483-023-3029-6 ↗
8. Babu, R.S., Putta, B., Govindaraju, M.V., Sandeep, N.: Nanoparticle aggregation dynamics on convective heat transfer in third-grade slip flow: a heat transfer application. Numer. Heat Transfer a. Appl. 85, 805–821 (2023)
9. B.S. Dhruvathara, R. Padmavathi, K. Ganesh Kumar, W.S. Saeed, A. Afzal, EMHD flow and convective heat transfer over a prescribed surface temperature (PST) and prescribed heat flux (PHF) heating condition, Numerical Heat Transfer. Part A. Applications/Numerical Heat Transfer. Part A, Applications. (2023) 1–14. https://doi.org/10.1080/10407782.2023.226114410.1080/10407782.2023.2261144 ↗
10. Gailitis, A.: On a possibility to reduce the hydrodynamical resistance of a plate in an electrolyte. Appl. Magnetohydrodyn. 12, 143–146 (1961)
11. Hakeem, A.K.A., Ragupathi, P., Saranya, S., Ganga, B.: Three dimensional non-linear radiative nanofluid flow over a Riga plate. J. Appl. Comput. Mech. 6, 1012–1029 (2020)
12. Hayath, T.B., Sivaraj, R., Prasad, V.R., Bég, O.A.: Computation of non-similar solution for magnetic pseudoplastic nanofluid flow over a circular cylinder with variable thermophysical properties and radiative flux. Int. J. Numer. Methods Heat Fluid Flow 31, 1475–1519 (2020)10.1108/HFF-04-2020-0236 ↗
13. Iqbal, J., Abbasi, F.M., Alam, M.M., Akbar, Y.: Thermal and energy optimization of hybrid nanofluid flow in parabolic trough surface collectors (PTSCs) using statistical modeling, neural networks, and sensitivity analysis for solar-powered aircraft. Phys. Fluids 37, 082065 (2025)10.1063/5.0279425 ↗
14. Kannan, S., Prasad, V.R.: Numerical study of mixed convection and thermal enhancement in Williamson ternary nanofluid flow over a non-isothermal wedge using the Keller box method. Math. Comput. Simul 233, 502–529 (2025)10.1016/j.matcom.2025.02.016 ↗
15. Khan, M.W.: Ahmed Khan, Computational analysis of hybrid nanoparticles dispersion in Powell-Eyring fluid flow over a stretching surface: a comparative simulation study. Alex. Eng. J. 93, 328–335 (2024)10.1016/j.aej.2024.03.026 ↗
16. Khan, M.I., Khan, M.W.A., Alsaedi, A., Hayat, T., Khan, M.I.: Entropy generation optimization in flow of non-Newtonian nanomaterial with binary chemical reaction and Arrhenius activation energy. Phys. A Stat. Mech. Its Appl. 538, 122806 (2020)10.1016/j.physa.2019.122806 ↗
17. Khan, I., Khan, M.W.A., Hejazi, H.A., Mohammed, N.A., Al-Harbi, F.F.: Thermal and reactive transport in nonlinear flow over a rotating disk with variable thermal conductivity: a statistical approach. Int. Commun. Heat Mass Transfer 169, 109605 (2025)10.1016/j.icheatmasstransfer.2025.109605 ↗
18. Kirusakthika, S., Priya, S., Hakeem, A.K.A., Ganga, B.: MHD slip effects on (50:50) hybrid nanofluid flow over a moving thin inclined needle with consequences of non-linear thermal radiation, viscous dissipation, and inclined Lorentz force. Math. Comput. Simul 222, 50–62 (2024)10.1016/j.matcom.2023.07.015 ↗
19. Kumar, V.V., Sharma, R.P.: Enhancing thermal performance and entropy minimization in parabolic trough solar collectors with TiO2-PAO nanolubricant: a RSM approach. Eur. Phys. J. Spec. Top. (2026a). https://doi.org/10.1140/epjs/s11734-026-02234-w10.1140/epjs/s11734-026-02234-w ↗
20. Kumar, R.S.V., Alhadhrami, A., Gowda, R.J.P., Kumar, R.N., Prasannakumara, B.C.: Exploration of Arrhenius activation energy on hybrid nanofluid flow over a curved stretchable surface. ZAMM 101, e202100035 (2021)10.1002/zamm.202100035 ↗
21. Kumar, M.D., Upadhya, S.M., Shah, N.A., Raju, C.S.K., Yook, S.-J.: Adaptive neuro-fuzzy inference system prediction of thermal transport in Casson ternary hybrid nanofluid thin film flow for biomedical applications. AIMS Math. 10, 27381–27411 (2025a)10.3934/math.20251204 ↗
22. Kumar, M.D., Upadhya, M.S., Yook, S.-J., Shah, N.A., Raju, C.S.K.: Spectral quasi-linearization and response optimization on magnetohydrodynamic flow via stenosed artery with hybrid and ternary solid nanoparticles: support vector machine learning. Nanotechnol. Rev. 14, 274–282 (2025b)10.1515/ntrev-2025-0188 ↗
23. Kumar, M.D., Mamatha, S.U., Masood, K., Shah, N.A., Yook, S.-J.: Gradient Descent-based prediction of heat-transmission rate of engine oil-based hybrid nanofluid over trapezoidal and rectangular fins for sustainable energy systems. Comput. Model. Eng. Sci. 146, 1–10 (2026)
24. Kumar, V.V., Sharma, R.P.: Multi-objective optimization of surface-drag phenomena in coaxial disk systems using machine learning assisted Taguchi based grey relation analysis. Int J Num Methods Heat Fluid Flow 36(5), 1961–1992 (2026b)10.1108/HFF-11-2025-0942 ↗
25. Mahmood, Z., Khan, U., Saleem, S., Rafique, K., Eldin, S.M.: Numerical analysis of ternary hybrid nanofluid flow over a stagnation region of stretching/shrinking curved surface with suction and Lorentz force. J. Magn. Magn. Mater. 573, 170654 (2023)10.1016/j.jmmm.2023.170654 ↗
26. Manjunatha, S., Srilatha, P., Kumar, J.S., Venkadeshwaran, K., Varma, K., Nagaraja, K.V., Varshney, G.: Hydromagnetic convective and radiative heat transfer in Fe3O4 -CoFe2O4/H2O flow over a permeable surface. BioNanoScience 15, 101 (2024)10.1007/s12668-024-01692-7 ↗
27. Mohana, C.M., Kumar, B.R.: Shape effects of Darcy–Forchheimer unsteady three-dimensional CdTe-C/H2O hybrid nanofluid flow over a stretching sheet with convective heat transfer. Phys. Fluids 35, 092002 (2023)10.1063/5.0168503 ↗
28. Mohanty, D., Mahanta, G., Shaw, S.: Irreversibility and thermal performance of nonlinear radiative cross-ternary hybrid nanofluid flow about a stretching cylinder with industrial applications. Powder Technol. 433, 119255 (2024)10.1016/j.powtec.2023.119255 ↗
29. Muhammad, K., Ahmed, B., Sharaf, M., Afikuzzaman, M., Az-Zo’bi, E.A.: Multiscale tribology analysis of MHD hybrid nanofluid flow over a curved stretching surface. Nanoscale Adv. 6, 855–866 (2023)10.1039/D3NA00688C ↗
30. Nagaraja, K.V., Vinutha, K., Madhukesh, J.K., Khan, U., Chohan, J.S., Sherif, E.-S.M., Sarris, I.E., Hassan, A.M., Shanker, B.: Thermal conductivity performance in sodium alginate-based Casson nanofluid flow by a curved Riga surface. Front. Mater. (2023). https://doi.org/10.3389/fmats.2023.125309010.3389/fmats.2023.1253090 ↗
31. Obalalu, A.M., Ajala, A.O., Akindele, A.O., Oladapo, O.A., Adepoju, O., Jimoh, M.O.: Unsteady squeezed flow and heat transfer of dissipative Casson fluid using optimal homotopy analysis method: an application of solar radiation. Partial Differ. Equ. Appl. Math. 4, 100146 (2021)10.1016/j.padiff.2021.100146 ↗
32. Obalalu, A.M., Salawu, S.O., Memon, M.A., Olayemi, O.A., Ali, M.R., Sadat, R., Odetunde, C.B., Ajala, O.A., Akindele, A.O.: Computational study of Cattaneo–Christov heat flux on cylindrical surfaces using CNT hybrid nanofluids: a solar-powered ship implementation. Case Stud. Therm. Eng. 45, 102959 (2023)10.1016/j.csite.2023.102959 ↗
33. Obalalu, A.M., Darvesh, A., Akindele, A.O., Phulpoto, A., Adeshola, A.D., Memon, M.A.: Analysis of ferrohydrodynamic interaction in unsteady nanofluid flow over a curved stretching sheet with melting heat peripheral conditions. J. Appl. Comput. Mech. 11(1), 23–38 (2025)
34. Oladapo, O.A., Ajala, O.A., Akindele, A.O., Obalalu, A.M.: Effect of radiation on Casson hybrid nano-fluid flow over an inclined surface using Blasius Rayleigh-Stokes variable: application in solar aircraft. Eng. Sci. Technol. 5, 158–179 (2024)10.37256/est.5220244046 ↗
35. Pattnaik, P.K., Baithalu, R., Mishra, S.R., Panda, S.: Effective thermal properties under the influence of various shapes of the nanoparticles on the flow of ternary hybrid nanofluid over an infinite vertical plate. Pramana 98, 104 (2024)10.1007/s12043-024-02792-5 ↗
36. Pavithra, C.G., Gireesha, B.J.: Impact of new similarity transformations on heat transfer analysis of Casson tri-hybrid nanofluid in blood with thermal radiation through a stretching sheet: a homotopy perturbation Sumudu transformation approach. Int J Model Simulation 46(1), 123–147 (2026)10.1080/02286203.2024.2327608 ↗
37. Ramesh, G.K., Saadeh, R., Madhukesh, J.K., Qazza, A., Khan, U., Zaib, A., Hussain, S.M., Obalalu, A.M., Abed, A.M.: Neural network algorithms of a curved Riga sensor in a ternary hybrid nanofluid with chemical reaction and Arrhenius kinetics. J. Radiat. Res. Appl. Sci. 17, 101078 (2024)
38. Reddy, V.R.M., Reddy, A.S., Babu, R.S., Sandeep, N.: Effect of nanospray on hydrodynamic cylindrical film flow of Sutterby–Casson nanoliquids: a renewable energy application. Proc. Inst. Mech. Eng. e. J. Process Mech. Eng. 237, 673–679 (2022)10.1177/09544089221105938 ↗
39. Sajid, T., Jamshed, W., Shahzad, F., Boukili, A.E., Ez-Zahraouy, H., Nisar, K.S., Eid, M.R.: Study on heat transfer aspects of solar aircraft wings for the case of Reiner-Philippoff hybrid nanofluid past a parabolic trough: Keller box method. Phys. Scr. 96, 095220 (2021)10.1088/1402-4896/ac0a2a ↗
40. Shaiq, S., Akbar, N.S., Mehmood, R., Tripathi, D., Muhammad, T.: Heat transfer and thermal radiation analysis on unsteady nonlinear curved stretching sheets with convective heat exchange and slip velocity dynamics. Case Stud. Therm. Eng. 68, 105869 (2025)10.1016/j.csite.2025.105869 ↗
41. Shamshuddin, M.D., Panda, S., Salawu, S.O., Mishra, S.R., Patil, V.S.: Analysis of Casson ternary nanofluid integration under various thermal physical impacts with Cattaneo-Christov model: Exploring magnified heat transfer in stretchy surface. Int. J. Hydrogen Energy 101, 450–460 (2025)10.1016/j.ijhydene.2024.12.426 ↗
42. Sharma, B.K., Kumar, A., Mishra, N.K., Albaijan, I., Fernandez-Gamiz, U.: Computational analysis of melting radiative heat transfer for solar Riga trough collectors of Jeffrey hybrid-nanofluid flow: a new stochastic approach. Case Stud. Therm. Eng. 52, 103658 (2023a)10.1016/j.csite.2023.103658 ↗
43. Sharma, R.P., Shukla, S., Mishra, S.R.: Influence of an induced magnetic field and flow behavior of (AA7072–AA7075/water) hybrid nanoliquid in a vertical channel with suction velocity. J. Therm. Anal. Calorim. 148, 11155–11166 (2023b)10.1007/s10973-023-12395-8 ↗
44. Sharma, B.K., Khanduri, U., Gandhi, R., Muhammad, T.: Entropy generation analysis of a ternary hybrid nanofluid (Au-CuO-GO/blood) containing gyrotactic microorganisms in bifurcated artery. Int. J. Numer. Methods Heat Fluid Flow 34, 980–1020 (2024)10.1108/HFF-07-2023-0439 ↗
45. Sharma, R.P., Barik, B.K., Kumar, V.V., Sharma, A.: Illustration of low oscillating magnetic field on sodium alginate-based hybrid nanofluid flow between two revolving disks: An artificial neural network-based study. Eng. Appl. Artif. Intell. 155, 111101 (2025)10.1016/j.engappai.2025.111101 ↗
46. A.S. Sowayan, A. Majeed, S.U. Khan, Adnan, A. Riaz, Thermally radiative flow of Jeffrey nanofluid flow for bioconvective flow variable thermal conductivity: PST and PHF analysis, Journal of Thermal Analysis and Calorimetry. (2025). https://doi.org/10.1007/s10973-025-14071-510.1007/s10973-025-14071-5 ↗
47. Thirumalaisamy, K., Sivaraj, R., Reddy, A.S.: Fluid flow and heat transfer analysis of a ternary aqueous Fe3O4 + MWCNT + Cu/H2O magnetic nanofluid in an inclined rectangular porous cavity. J. Magn. Magn. Mater. 589, 171503 (2023)10.1016/j.jmmm.2023.171503 ↗
48. Upreti, H., Prakash, J., Usman, N., Pandey, A.K., Tripathi, D.: Thermal analysis of 3D Darcy–Forchheimer flow of SWCNT–MWCNT/sodium alginate on Riga plate. J. Therm. Anal. Calorim. 149, 3891–3911 (2024)10.1007/s10973-024-12975-2 ↗
49. Varatharaj, K., Tamizharasi, R., Sivaraj, R., Vajravelu, K.: Simulation of MHD-Casson hybrid nanofluid dynamics over a permeable stretching sheet: effects of heat transfer and thermal radiation. J. Therm. Anal. Calorim. 149, 8693–8711 (2024)10.1007/s10973-024-13347-6 ↗
50. Wale, O.A., Oladimeji, A.A.: Mixture of Al2O3-Cu/H2O-(CH2OH)2 MHD hybrid nanofluid flow due to a stretchable rotating disks system under the influence of non-uniform heat source or sink and thermal radiation. J. Math. Comput. Sci. 12, 8 (2022)
51. Zhang, L., Bhatti, M.M., Michaelides, E.E., Marín, M., Ellahi, R.: Hybrid nanofluid flow towards an elastic surface with tantalum and nickel nanoparticles, under the influence of an induced magnetic field. Eur. Phys. J. Spec. Top. 231, 521–533 (2021)10.1140/epjs/s11734-021-00409-1 ↗