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References from Deep learning enhanced thermal analysis of penta hybrid nanofluids over 3D stretching surfaces under MHD and radiative effects. Local targets link to admitted publications; unresolved targets remain external evidence.
Nanofluid heat transfer and machine learning: insightful review of machine learning for nanofluid heat transfer enhancement in porous media and heat exchangers as sustainable and renewable energy solutions
10.1016/j.rineng.2024.103002 · 2024 · External reference
Feasibility review of using copper oxide nanofluid to improve heat transfer in the double-tube heat exchanger
10.1016/j.rineng.2024.103227 · 2024 · External reference
Recent achievements in heat transfer enhancement with hybrid nanofluid in heat exchangers: a comprehensive review
10.1007/s10765-024-03428-x · 2024 · External reference
Thermally radiative nanofluid heat transfer analysis inside a closed chamber with gyrotactic microorganisms
10.1108/hff-02-2024-0146 · 2024 · External reference
Buoyancy-driven nano-suspension subject to interstitial solid/nanofluid heat transfer coefficient: role of local thermal non-equilibrium (LTNE)
10.1016/j.jtice.2024.105702 · 2024 · External reference
Numerical study on nanofluid heat transfer and fluid flow within a micro-channel equipped with an elastic baffle
10.1016/j.csite.2024.104247 · 2024 · External reference
Experimental study of nanofluid heat transfer for geothermal applications
10.1016/j.renene.2023.119631 · 2024 · External reference
Optimization of heat transfer rate of trihybrid nanofluid embedded between two horizontal coaxial cylinders by RSM
10.1016/j.csite.2024.104637 · 2024 · External reference
Experimental investigation into heat transfer and flow characteristics of magnetic hybrid nanofluid (Fe3O4/TiO2) in turbulent region
10.1016/j.applthermaleng.2024.124630 · 2025 · External reference
Heat transfer enhancement in vehicle cabin heating system with hybrid nanofluid: an experimental and artificial intelligence approach
10.1016/j.applthermaleng.2024.124892 · 2025 · External reference
Heat transfer analysis of nanofluid flow with entropy generation in a corrugated heat exchanger channel partially filled with porous medium
10.1002/htj.23149 · 2024 · External reference
Analysis of Casson ternary nanofluid integration under various thermal physical impacts with Cattaneo-Christov model: exploring magnified heat transfer in stretchy surface
10.1016/j.ijhydene.2024.12.426 · 2025 · External reference
Heat transfer enhancement using ternary hybrid nanofluid for cross-viscosity model with intelligent Levenberg-Marquardt neural networks approach incorporating entropy generation
10.1016/j.csite.2024.105290 · 2024 · External reference
Enhanced heat transfer rate on the flow of hybrid nanofluid through a rotating vertical cone: a statistical analysis
2024 · External reference
MHD nanofluid flow and heat transfer caused by a stretching sheet that is heated convectively: an approximate solution using ADM
10.1016/j.csite.2024.104683 · 2024 · External reference
Melting heat transfer features in a Bo¨ dewadt flow of hybrid nanofluid (Cu− Al2O3/water) by a stretching stationary disk
10.1016/j.csite.2024.104554 · 2024 · External reference
Thermal and flow analysis of penta-hybrid nanofluids over a 3D bi-directional stretching surface under MHD, radiative effects and slip conditions
10.1016/j.hybadv.2025.100541 · 2025 · External reference
Comparative entropy optimization of MHD penta-hybrid nanofluid flow with Casson and Ellis models under thermal radiation over a 3D rotating stretching sheet
10.1007/s41939-025-01069-7 · 2026 · External reference
Three-dimensional flow analysis of penta and ternary-hybrid nanofluids over an elongating sheet with thermal radiation and gyrotactic microorganisms
10.1038/s41598-025-09009-8 · 2025 · External reference
Significance of Soret and Dufour effects on the flow of non-Newtonian fluid past over a slendering stretchable surface with multiple slip conditions: a thermodynamics investigation
2025 · External reference
Thermally stratified flow of unsteady magnetized nanofluids within squeezing channel with Darcy Forchhimer porous medium
10.1038/s41598-025-28732-w · 2025 · External reference
Deep learning multilayer architecture for analysis of three-dimensional Eyring-Powell nanofluid flow subject to viscous dissipation and joule heating
10.1016/j.rineng.2025.104842 · 2025 · External reference
Application of advanced neural network approaches to investigate the heat transfer features of Powell-Eyring hybrid nanofluids
10.1016/j.triboint.2025.110891 · 2025 · External reference
Python-based deep learning for optimizing thermal performance of Prandtl-Eyring hybrid nanofluids in solar systems
2025 · External reference
Machine learning investigation with novel multi-layer neural networks for mono-hybrid nanofluid model conveying appliance of solar energy
2025 · External reference
Machine learning-based numerical analysis of ternary hybrid nanofluid flow with Cattaneo-Christov heat flux
10.1016/j.csite.2025.106861 · 2025 · External reference
Unsupervised deep learning for enhancement in Cu–Al2O3/water hybrid nanofluid flow over a stretched cylinder with slip and thermal jump effects
10.1007/s10973-025-14775-8 · 2025 · External reference
Entropy analysis of Hall effect with variable viscosity and slip conditions on rotating hybrid nanofluid flow over nonlinear radiative surface
2024 · External reference
Computational analysis of MHD hybrid nanofluid over an inclined cylinder: variable thermal conductivity and viscosity with buoyancy and radiation effects
10.1142/s0217984925500332 · 2025 · External reference
Numerical computation of unsteady saddle-point flow of water-based tetra-hybrid nanofluid with mass suction and entropy generation analysis
10.1007/s13201-026-02757-6 · 2026 · External reference
Optimization and sensitivity analysis of nanoparticle aggregation over separated stagnation point flow due to EMHD Riga plate using RSM and ANNs
2026 · External reference
Computational analysis and data-driven optimization of radiative magnetohydrodynamic Williamson ternary hybrid nanofluid at separated stagnation-point flow
2026 · External reference
Numerical and AI-based simulation of entropy generation in MHD Jeffery tetra nanofluid flow over an inclined cylinder for energy engineering applications
2025 · External reference
Heat transport of radiative ternary hybrid nanofluid over a convective stretching sheet with induced magnetic field and heat source/sink
10.1007/s10973-024-12979-y · 2024 · External reference
Neural network-based predictive model for heat transfer rate in magnetohydrodynamic flow over a stretching cylinder with Cattaneo–Christov heat flux: RP Sharma et al
10.1007/s00033-025-02710-8 · 2026 · External reference
A critical review of Non-Newtonian Sisko fluid and its role in industrial engineering
2026 · External reference
MHD free convection in a partially open wavy porous cavity filled with nanofluid
10.1080/10407782.2022.2132330 · 2023 · External reference
Exploring the impact of nanoparticle aggregation in parabolic trough solar collectors with a neural network-based predictions for enhanced thermal performance
10.1016/j.solmat.2025.113866 · 2025 · External reference
Illustration of low oscillating magnetic field on sodium alginate-based hybrid nanofluid flow between two revolving disks: an artificial neural network-based study
10.1016/j.engappai.2025.111101 · 2025 · External reference
Utilizing neural networks to illustrate the dynamics of viscous fluid flow over curved surface with homogeneous and heterogeneous reactions
10.1016/j.engappai.2025.111629 · 2025 · External reference
Neural network and Taguchi design optimization of solvent fraction effects on heat dissipation in Bodewadt flow
10.1016/j.icheatmasstransfer.2025.109845 · 2025 · External reference
Marangoni and interfacial mechanisms in dihydrogen oxide–based nanofluid flow over a stretched surface: comparative machine-learning approaches
10.1016/j.ijhydene.2025.152528 · 2025 · External reference
Nonlinear hemodynamics modeling of fractional Jeffery ternary hybrid nanofluid flow in multi-stenosed arteries with ANN-based simulation: C. Parida et al
10.1007/s11071-025-11852-3 · 2025 · External reference
Nonlinear fractional hemodynamic modeling of trihybrid Jeffrey nanofluid in stenosed arteries with artificial neural networks and K-fold cross-validation
10.1063/5.0294515 · 2025 · External reference
Numerical analysis of melting heat transfer for radiative and dissipative flow of hybrid nanofluid with entropy optimization
10.1016/j.jtice.2025.106271 · 2025 · External reference
Multi-layer neural network on 3D transition metal hydrides-based ternary nanofluid flow with entropy: application to spinning disk reactor
2025 · External reference
Comparative analysis of penta-hybrid and ternary hybrid nanofluids in a rotating porous stretchable channel with MHD and thermal radiation effects
2025 · External reference
Semi-analytical modeling of compact flow with mass and heat exchange: a Python-based approach
2025 · External reference
Investigating fluid flow and heat transfer in porous media: a Python-based approach for medical applications and thermal regulation
10.1007/s41939-025-00930-z · 2025 · External reference
Differential transformation method for magnetohydrodynamic penta hybrid nanofluid flow with gyrotactic microorganisms in stenosed arteries
2025 · External reference
Investigation of time-dependent magnetohydrodynamic flow and heat transfer of compressed penta-hybrid nanofluids: biomedical applications
2025 · External reference
Nonlinear magneto-radiative bioconvection of Casson penta-hybrid nanofluid with microorganisms under inclined magnetic field and quadratic radiation for drug delivery
10.1038/s41598-025-34260-4 · 2026 · External reference
Fractional HAM analysis of ternary hybrid nanofluid flow and heat transfer over a magnetized moving plate
2026 · External reference
Three-dimensional flow analysis over stretching sheet with nonlinear thermal radiation and penta-hybrid nanofluid for polymer manufacturing application
10.1007/s10973-025-15207-3 · 2026 · External reference