Partial differential equations
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10 stepslet's tackle Partial Differential Equations (PDEs).
Definition: A partial differential equation is a differential equation that contains unknown multivariable functions and their partial derivatives with respect to those variables. In simpler terms, it's an equation involving rates of change of a function with respect to more than one independent variable.
General Form:
The general form of a second-order PDE in two independent variables and is:
where are functions of and , and is the unknown function of and .
Classification of Second-Order PDEs:
Second-order PDEs are classified based on the coefficients :
- Elliptic: If . Examples include the Laplace equation and Poisson equation.
- Parabolic: If . Examples include the heat equation and diffusion equation.
- Hyperbolic: If . Examples include the wave equation.
Examples of Common PDEs:
Laplace Equation (Elliptic)
This describes steady-state phenomena, like temperature distribution in a 2D plate with no heat sources.Poisson Equation (Elliptic)
This is a non-homogeneous version of the Laplace equation, often used in electrostatics (potential due to a charge distribution).Heat Equation (Parabolic)
(1D)
(2D)
This describes how temperature diffuses over time in a material. is the thermal diffusivity.Wave Equation (Hyperbolic)
(1D)
(2D)
This describes wave propagation, like vibrations of a string or sound waves. is the wave speed.Burger's Equation (Non-linear Parabolic)
This is a simplified model for fluid dynamics, combining convection and diffusion.Schrödinger Equation (Quantum Mechanics)
This fundamental equation in quantum mechanics describes the time evolution of a quantum system's wave function .Navier-Stokes Equations (Fluid Dynamics)
These are a set of non-linear PDEs describing the motion of viscous fluid substances. The momentum equation is a key part:
where is velocity, is pressure, is density, is kinematic viscosity, and are body forces.Maxwell's Equations (Electromagnetism)
These are a set of four coupled PDEs that describe the behavior of electric and magnetic fields:
- (Gauss's Law for Electricity)
- (Gauss's Law for Magnetism)
- (Faraday's Law of Induction)
- (Ampère-Maxwell Law)
Black-Scholes Equation (Financial Mathematics)
This PDE is used for pricing options. is the option price, is the underlying asset price, is time, is the risk-free interest rate, and is volatility.Korteweg-de Vries (KdV) Equation (Solitons)
This non-linear PDE models shallow water waves and is famous for its soliton solutions.
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