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Title: Optimization of pin fin heat sink by application of CFD simulations and doe methodology with neural network approximation
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Abstract:
A design optimization of a staggered pin fin heat sink made of a thermally conductive polymer is presented. The influence of several design parameters like the pin fin height, the diameter, or the number of pins on thermal efficiency of the natural convection heat sink is studied. A limited number of representative heat sink designs were selected by application of the design of experiments (DOE) methodology and their thermal efficiency was evaluated by application of the antecedently validated and verified numerical model. ; The obtained results were utilized for the development of a response surface and a typical polynomial model was replaced with a neural network approximation. The particle swarm optimization (PSO) algorithm was applied for the neural network training providing very accurate characterization of the heat sink type under consideration. The quasi-complete search of defined solution domain was then performed and the different heat sink designs were compared by means of thermal performance metrics, i.e., array, space claim and mass based heat transfer coefficients. The computational fluid dynamics (CFD) calculations were repeated for the most effective heat sink designs.
Publisher:
Zielona Góra: Uniwersytet Zielonogórski
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Source:
IJAME, volume 18, number 2 (2013)
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License CC BY-NC-ND 4.0:
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Biblioteka Uniwersytetu Zielonogórskiego
Object collections:
- Digital Library of Zielona Góra > Repository > Faculties > Faculty of Mechanical Engineering
- Digital Library of Zielona Góra > Repository > Types of work > Articles
- Digital Library of Zielona Góra > Repository > Scientific journals and UZ publishing series > International Journal of Applied Mechanics and Engineering (IJAME)
- Digital Library of Zielona Góra > Repository > Scientific journals and UZ publishing series > International Journal of Applied Mechanics and Engineering (IJAME) > International Journal of Applied Mechanics and Engineering (IJAME) (2013)
Last modified:
Jul 6, 2023
In our library since:
Apr 24, 2023
Number of object content hits:
83
All available object's versions:
https://zbc.uz.zgora.pl/publication/81421
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International Journal of Applied Mechanics and Engineering (IJAME)
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International Journal of Applied Mechanics and Engineering (IJAME), volume 29 (2024)
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International Journal of Applied Mechanics and Engineering (IJAME), volume 27 (2022)
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International Journal of Applied Mechanics and Engineering (IJAME), volume 26 (2021)
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International Journal of Applied Mechanics and Engineering (IJAME), volume 25 (2020)
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International Journal of Applied Mechanics and Engineering (IJAME), volume 24 (2019)
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International Journal of Applied Mechanics and Engineering (IJAME), volume 23 (2018)
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International Journal of Applied Mechanics and Engineering (IJAME), volume 22 (2017)
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International Journal of Applied Mechanics and Engineering (IJAME), volume 21 (2016)
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International Journal of Applied Mechanics and Engineering (IJAME), volume 20 (2015)
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International Journal of Applied Mechanics and Engineering (IJAME), volume 19 (2014)
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International Journal of Applied Mechanics and Engineering (IJAME), volume 18 (2013)
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International Journal of Applied Mechanics and Engineering (IJAME), volume 18, number 1 (2013)
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International Journal of Applied Mechanics and Engineering (IJAME), volume 18, number 2 (2013)
- International Journal of Applied Mechanics and Engineering (IJAME), volume 18, number 2 (2013) - Contents
- Triple- diffusive convection in a micropolar errofluid in the presence of rotation
- Effects of chemical reaction on MHD flow past an impulsively started infinite vertical plate with uniform heat and mass flux
- Modeling the interaction between two-wheeled self-balancing vehicle and its rider
- The application of Boolean algebra in modelling of leakage condition of a car hydraulic braking system
- Optimization of pin fin heat sink by application of CFD simulations and doe methodology with neural network approximation
- Different synchronization schemes for chaotic Rikitake systems
- A new C0 2D Fe model based on improved higher order zigzag theory for the analysis of soft core sandwich plate
- MHD effects on non-Newtonian power-law fluid past a continuously moving porous flat plate with heat flux and viscous dissipation
- Slip effects on boundary layer flow and heat transfer along a stretching cylinder
- Effect of viscous dissipation and thermal radiation on heat transfer over a non-linearly stretching sheet through porous medium
- Planning of collision-free trajectory for mobile manipulators
- Slow extensional flow past a non-omogeneous porous spherical shell
- On discontinuties in thermoelastic plane waves without energy dissipation due to a thermo-mechanical shock
- Eigen value approach in micropolar elastic medium with voids
- Dynamical analysis of stiffened plates under patch loading
- Effect of magnetic field on thermal instability of Oldroydian viscoelastic rotating fluid in porous medium
- Exact solutions for the incompressible electrically conducting viscous flow between two moving parallel disks in unsteady magneto hydrodynamic and stability analysis
- Marangoni convection in a relatively hotter or cooler liquid layer with free boundaries
- Free vibration analysis of isotropic rectangular plates on Winkler foundation using differential transform method
- MHD and thermal radiation effects on exponentially accelerated isothermal vertical plate with uniform mass diffusion
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International Journal of Applied Mechanics and Engineering (IJAME), volume 18, number 3 (2013)
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International Journal of Applied Mechanics and Engineering (IJAME), volume 18, number 4 (2013)
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International Journal of Applied Mechanics and Engineering (IJAME), volume 18, number 1 (2013)
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International Journal of Applied Mechanics and Engineering (IJAME), volume 29 (2024)
