
Partial Differential Equations in Applied Mathematics, Journal Year: 2024, Volume and Issue: unknown, P. 101019 - 101019
Published: Dec. 1, 2024
Language: Английский
Partial Differential Equations in Applied Mathematics, Journal Year: 2024, Volume and Issue: unknown, P. 101019 - 101019
Published: Dec. 1, 2024
Language: Английский
Physics of Fluids, Journal Year: 2025, Volume and Issue: 37(3)
Published: March 1, 2025
This study includes an artificial neural network (ANN) analysis of irreversibility in Johnson–Segalman nanofluid flow through a peristaltic channel under the influence motile microorganisms, viscous dissipation, and slip effects. The nonlinear partial differential equations are transformed into ordinary by applying lubrication approximation Debye–Hückel transformations with help suitable dimensionless variables. resultant solved analytically using homotopy perturbation method (HPM) linearizing assuming series solution. linear subproblems from HPM successively to find symbolic solution MATLAB utilizing dsolve command. solutions for velocity, temperature, concentration, bioconvection plotted against different physical parameters visualize their behavior profiles. Moreover, data thermal, profiles extracted train ANN model. model is trained Python TensorFlow version 2.17.0., it consists one input layer, two hidden layers (each 64 neurons), output layer. ReLU activation function used layers, Adam optimizer employed our Performance metrics such as mean square error (MSE), regression (R2), histogram, gradient, relative error, absolute computed monitor performance Results show that demonstrates promising accuracy predicting learning momentum findings indicate magnetic field Prandtl number significantly thermal profile, while velocity profile affected Darcy parameter. work has potential applications biomedical engineering, particularly design microfluidic devices targeted drug delivery, also holds relevance environmental engineering.
Language: Английский
Citations
4Case Studies in Thermal Engineering, Journal Year: 2024, Volume and Issue: unknown, P. 105498 - 105498
Published: Nov. 1, 2024
Language: Английский
Citations
10Results in Engineering, Journal Year: 2025, Volume and Issue: 25, P. 104308 - 104308
Published: Feb. 12, 2025
Language: Английский
Citations
1Journal of Radiation Research and Applied Sciences, Journal Year: 2025, Volume and Issue: 18(2), P. 101415 - 101415
Published: March 14, 2025
Language: Английский
Citations
1Journal of Thermal Analysis and Calorimetry, Journal Year: 2024, Volume and Issue: 149(22), P. 13117 - 13128
Published: Oct. 12, 2024
Language: Английский
Citations
6AIP Advances, Journal Year: 2024, Volume and Issue: 14(7)
Published: July 1, 2024
Insertion of nanoparticles in ordinary materials to examine the performance their improved thermal abilities fluid flow is hot topic present period scientific research. In addition, various engineering, physiological, and medical applications, e.g., heat exchangers, hybrid vehicles, war arms, drug deliveries, different medicines nanoparticles, are evident. Peristaltic mechanism has a vital role as material carrier engineering physiological processes. Thus, this attempt accounted study via rotating peristaltic channel presence magnetohydrodynamics compliant walls aspects. effects slip, Hall, generation/absorption, non-linear radiation also considered. Furthermore, equations modeled using definition conservation laws. Expression for effective base quantities mentioned. The formulation reduced by incorporating low Reynolds number approximation higher wavelength assumption. obtained system equation handled through numerical procedure called shooting algorithm. Then, solution used plot behavior interest against dimensionless parameters. result indicates that axial secondary velocities face negligible resistance wall elastic properties, thus, enhance where damping property produces maximum with decay both velocities. second-order velocity slip parameter disturbs symmetry field. Due volume fraction copper huge collision between particles evident, response decay, temperature enhances because larger amount collision. For effects, rate transfer due which system’s declines.
Language: Английский
Citations
4Partial Differential Equations in Applied Mathematics, Journal Year: 2024, Volume and Issue: unknown, P. 101019 - 101019
Published: Dec. 1, 2024
Language: Английский
Citations
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