math concept
17 topics use this
Math concept
Partial Differential Equations
Core equation
$$\frac{\partial u}{\partial t} = \kappa \nabla^2 u$$
Partial differential equations (PDEs) describe how quantities vary across both space and time. The heat equation, wave equation, and Laplace equation are the three canonical types — parabolic, hyperbolic, and elliptic — each with distinct physics and solution methods.
The three canonical PDEs
Heat equation (parabolic): $\partial_t u = \kappa \nabla^2 u$ — diffusion, probability densities
Wave equation (hyperbolic): $\partial_{tt} u = c^2 \nabla^2 u$ — acoustics, seismics, electromagnetism
Laplace / Poisson equation (elliptic): $\nabla^2 u = 0$ (or $= f$) — steady states, gravitation, electrostatics
Solution via Fourier transform
For the heat equation on $\mathbb{R}$ with initial condition $u(x,0) = u_0(x)$:
\[u(x,t) = \frac{1}{\sqrt{4\pi\kappa t}} \int_{-\infty}^\infty u_0(y)\, e^{-(x-y)^2/4\kappa t}\,dy\]The fundamental solution (Green’s function) is a Gaussian that spreads over time.
Boundary conditions
- Dirichlet: $u = g$ on boundary — prescribed values
- Neumann: $\nabla u \cdot \hat{n} = h$ — prescribed flux
- Robin: $\alpha u + \beta \nabla u \cdot \hat{n} = g$ — mixed
Fields that use this concept
Physical sciences
Astrophysics
General Relativity
Einstein's geometric theory of gravitation describing spacetime curvature produced by mass and energy.
Stellar Structure Equations
The four coupled differential equations governing the interior structure of stars in hydrostatic equilibrium.
Earth sciences
Climate modeling
General Circulation Models
Full three-dimensional models of Earth's climate system based on the primitive equations of atmospheric and oceanic fluid dynamics.
Numerical Weather Prediction
Mathematical foundations of operational weather forecasting, from the primitive equations and data assimilation to ensemble prediction and probabilistic skill metrics.
Ocean Circulation
The physical dynamics of large-scale ocean flow, from geostrophic balance and wind-driven gyres to the thermohaline circulation and ENSO variability.
Sea Ice Modeling
Thermodynamic and dynamic modeling of sea ice, including the Stefan freezing condition, viscous-plastic rheology, and Arctic decline under climate change.
Physical sciences
Computational chemistry
Born-Oppenheimer Approximation
The foundational separation of nuclear and electronic motion that underlies nearly all of computational chemistry.
Density Functional Theory
A quantum mechanical method that replaces the many-body wavefunction with the electron density as the fundamental variable.
Earth sciences
Geophysics
Electrical Methods
Resistivity surveys and IP measurements map subsurface conductivity by injecting current and measuring potential differences.
Gravity Methods
Bouguer anomalies and gravitational potential inversion reveal subsurface density contrasts.
Ground-Penetrating Radar
Electromagnetic wave propagation and reflection imaging reveal shallow subsurface structure with centimetre-scale resolution.
Magnetic Methods
Total-field anomaly maps, Euler deconvolution, and susceptibility inversion image subsurface magnetic sources.
Potential Field Theory
Laplace's equation, harmonic functions, and spherical harmonics underpin gravity and magnetic field modelling.
Seismic Waves
P and S waves, the elastic wave equation, and Snell's law govern how seismic energy travels through the Earth.
Earth sciences
Meteorology
Atmospheric Waves
Rossby waves, gravity waves, and their dispersion relations that govern large-scale energy propagation in the atmosphere.
Numerical Weather Prediction
How finite-difference and spectral methods solve the atmospheric PDEs that drive operational weather forecasts.
Primitive Equations
The governing equations of atmospheric motion on a rotating sphere, forming the backbone of all global weather and climate models.