CMPT 260 final project by Anshul Singhvi.
asinghvi17 e88d7f6b3b Pwerformance report: reduced runtime from 30 to 10 mins for a 50x50 system. More optimizations may decrease this time. | 7 months ago | |
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example | 7 months ago | |
src | 7 months ago | |
test | 7 months ago | |
.gitignore | 7 months ago | |
LICENSE | 7 months ago | |
README.md | 7 months ago |
Explore heat diffusion
Examine them for stability (or not)
Implement a diffusion animator
∂Ψ/∂t = D⋅∇²Ψ
Ψ = cos(ax)⋅eᵇᵗ
∂Ψ/∂t = D⋅∂²Ψ/∂x² + ℽ (where ℽ is the noise term)
We solve the one-dimensional case numerically, using a backward-time centered-space ‘implicit’ method of solving a system. Currently, both Dirichlet and Neumann methods have been implemented.
An example of the Dirichlet is shown in the following animation, where a system in which the ends have been set to 10 K and the rest of the points are at 0 K is evolved over a timespan of a few seconds. Due to the high differential in temperature, as well as the constant influx of heat, this happens relatively fast.
Another example of Dirichlet boundary conditions is this, a system in which the boundary temperatures are lower than the interior temperatures, so the system goes into a pseudostable state.
Below is an example of the Neumann boundary condition, with a flux of 0.1 temperature per timestep out of the system.
Below is an example of a mixed boundary condition - the flux on the left is constant, and the temperature on the right is fixed.
The two-dimensional case, in order to save memory, uses an alternating-direction implicit solver. The problem is solved first for time n+⅟₂ either explicitly or implicitly along the x-axis, and then using the other method along the other axis. An example of 2D diffusion with this is below: it has a flux of 0.1 K per timestep out of the system on the left, and a stable-temperature state of 20 K on the right.
As for plotting, it is planned to store the plots in the .hdf5
format to allow for easy replotting.
A Dirichlet boundary condition is a boundary condition that forces the temperature on the edges of a system to be a certain value.
A Neumann boundary condition is a boundary condition that forces the flux on the edges of a system to be a certain value, i.e., that there is a constant flow of heat outwards.
See Julia homepage