Diffusion equation - Wikipedia
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Abstraction: Parabolic PDE governing density spread over time
Key points:
- The diffusion equation ∂ϕ/∂t = ∇·(D∇ϕ) is a parabolic PDE; when D is constant it reduces to the heat equation.
- Originally derived by Adolf Fick in 1855 from Fick's first law (flux proportional to density gradient) combined with the continuity equation.
- For anisotropic media, D is a symmetric positive-definite matrix rather than a scalar.
- Discretizing space yields the discrete Gaussian kernel; discretizing both space and time yields a random walk.
- Equivalent to the heat equation under constant diffusivity; generalized to include drift by the Fokker–Planck equation.
- Used in image filtering via anisotropic tensor diffusion with structure tensors built from image eigenvectors.
Connections: Adolf Fick · Diffusion Equation · Partial Differential Equations · Brownian Motion · Markov Processes