Deep Generative Learning for All - The Gen AI Hype (Spring 2024)
Finite difference equation
1. Introduction to Conduction
Heat equation (Cartesian coordinate)
If the thermal conductivity is constant
𝛼 =
𝑘
𝜌𝑐 𝑝
> 𝑡ℎ𝑒𝑟𝑚𝑎𝑙 𝑑𝑖𝑓𝑓𝑢𝑠𝑖𝑣𝑖𝑡𝑦
Under steady-state conditions
For one-dimensional heat transfer, and no energy generation
3. Boundary Conditions for the heat diffusion equation at the surface (x=0)
Because the heat equation is second order, then two
boundary conditions must be expressed for each
coordinate to describe the system
The equation is first order in time, that’s why only one
condition, termed the initial condition , must be specified
4. Finite-Difference Equations
The Nodal Network
a) Nodal network b) Finite-Difference approximation
For two-dimensional, steady –state conditions with no generation and
constant thermal conductivity ;
𝜕2
𝑇
𝜕𝑥2
+
𝜕2
𝑇
𝜕𝑦2
= 0
6. Finite-Difference Equations
The Energy Balance Method
the actual direction of heat flow (into or out of the node) is often
unknown, it is convenient to assume that all the heat flow is into the node
Conduction to an interior node from
its adjoining nodes