Synapse
⌘+K
Synapse
PulseExploreClubsResearchersJournals
Instagram
HomeClubsExplore
October 11, 2025Scientific ReportsOpen Access

Machine learning-assisted thermal analysis of propylene glycol nanofluid with dual flux and bioconvection over a Riga plate

View Full Paper
Ask AI
Bookmark
Share

Authors

MAMuhammad Nauman AslamLinyi UniversityAAAsif AliUniversity of LahoreMJMuhammad Sheraz JunaidBahauddin Zakariya University

Discussion

Loading...

Member takes

Overview

Investigation reveals enhanced heat transfer in propylene glycol nanofluid, suggesting optimization of bioconvection dynamics.

Key Points

  • Nanofluids with copper nanoparticles significantly enhance heat transfer in thermal systems.
  • The Cattaneo-Christov model improves heat and mass transfer rates in the analyses.
  • Application of artificial neural networks (ANN) optimizes physical quantities and validates data accuracy.
  • Increasing modified Hartmann number and buoyancy ratio promote better velocity profiles in bioconvection.

Cite This Study

Aslam et al. (2025) studied this question.

synapsesocial.com/papers/68ea72339f1bd4df558cec70https://doi.org/10.1038/s41598-025-19327-6
View Full Paper
Ask AI
Bookmark
Share

Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Effects of discharge concentration and convective boundary conditions on unsteady hybrid nanofluid flow in a porous medium2024 · 37 citations
  2. 2Modeling of artificial neural network to analyze heat and mass transfer of ternary hybrid nanofluid between two parallel plates with inclined magnetic field2024 · 25 citations
  3. 3MHD flow of a rotating micropolar fluid between two plates by using DTM2023 · 9 citations
  4. 4Mixed Convective Stagnation Point Flow towards a Vertical Riga Plate in Hybrid Cu-Al2O3/Water Nanofluid2020 · 110 citations
  5. 5Numerical simulation for thermal radiative flow of tangent hyperbolic nanofluid due to Riga plate in the presence of joule heating2023 · 29 citations