partial differential equation

NOVEMBER 14, 2023

Partial Differential Equation: A Comprehensive Guide

Definition

A partial differential equation (PDE) is a mathematical equation that involves partial derivatives of an unknown function with respect to multiple independent variables. It describes the relationship between the unknown function and its partial derivatives, providing a powerful tool for modeling various physical, biological, and engineering phenomena.

History

The origins of partial differential equations can be traced back to the 18th century when mathematicians like Leonhard Euler and Jean le Rond d'Alembert began studying the wave equation and heat equation. However, it was not until the 19th century that the theory of PDEs started to develop significantly, with the contributions of mathematicians such as Joseph Fourier, Jean-Baptiste Joseph Fourier, and Augustin-Louis Cauchy.

Grade Level

Partial differential equations are typically studied at the advanced undergraduate or graduate level. They require a solid foundation in calculus, ordinary differential equations, and linear algebra. Familiarity with concepts from physics and engineering is also beneficial.

Knowledge Points and Explanation

Partial differential equations encompass various topics, including:

  1. Classification: PDEs can be classified into different types based on their order, linearity, and the number of independent variables involved. The most common types are elliptic, parabolic, and hyperbolic equations.

  2. Properties: PDEs possess several important properties, such as well-posedness, existence and uniqueness of solutions, and maximum principles. Understanding these properties is crucial for analyzing and solving PDEs.

  3. Solution Methods: Various techniques are employed to solve PDEs, including separation of variables, method of characteristics, Fourier series, Laplace transforms, and numerical methods like finite difference and finite element methods.

  4. Applications: PDEs find applications in diverse fields, such as fluid dynamics, heat transfer, electromagnetism, quantum mechanics, finance, and image processing. They provide a mathematical framework for understanding and predicting complex phenomena.

Formula or Equation

The general form of a linear, second-order PDE in two independent variables, x and y, can be expressed as:

A ∂²u/∂x² + B ∂²u/∂x∂y + C ∂²u/∂y² + D ∂u/∂x + E ∂u/∂y + Fu = G

Here, u represents the unknown function, and A, B, C, D, E, F, and G are coefficients that depend on the specific problem being modeled.

Symbol or Abbreviation

The symbol commonly used to represent a partial derivative is ∂ (pronounced "del"). For example, ∂u/∂x denotes the partial derivative of u with respect to x.

Methods

Several methods are employed to solve PDEs, depending on their type and complexity. Some commonly used methods include:

  1. Separation of Variables: This technique assumes that the solution can be expressed as a product of functions, each depending on a single variable. By substituting this assumed form into the PDE, a set of ordinary differential equations is obtained, which can be solved individually.

  2. Method of Characteristics: This method is particularly useful for solving first-order PDEs. It involves finding characteristic curves along which the PDE reduces to a system of ordinary differential equations.

  3. Fourier Series and Transforms: Fourier series and transforms are powerful tools for solving PDEs with periodic boundary conditions. They allow the representation of the solution as a sum or integral of sinusoidal functions.

  4. Numerical Methods: When analytical solutions are not feasible, numerical methods like finite difference, finite element, and finite volume methods are employed. These methods discretize the domain and approximate the derivatives to obtain numerical solutions.

Solved Examples

  1. Example 1: Solve the heat equation ∂u/∂t = k ∂²u/∂x² subject to the initial condition u(x,0) = f(x) and boundary condition u(0,t) = u(L,t) = 0.

  2. Example 2: Find the general solution of the wave equation ∂²u/∂t² = c² ∂²u/∂x².

  3. Example 3: Solve the Laplace equation ∂²u/∂x² + ∂²u/∂y² = 0 subject to the boundary condition u(x,0) = g(x) and u(0,y) = h(y).

Practice Problems

  1. Solve the diffusion equation ∂u/∂t = D ∂²u/∂x² with the initial condition u(x,0) = 0 and boundary conditions u(0,t) = 0 and u(L,t) = 1.

  2. Find the general solution of the Poisson equation ∂²u/∂x² + ∂²u/∂y² = -f(x,y).

  3. Solve the wave equation ∂²u/∂t² = c² ∂²u/∂x² subject to the initial conditions u(x,0) = g(x) and ∂u/∂t(x,0) = h(x).

FAQ

Q: What is a partial differential equation? A: A partial differential equation is a mathematical equation that involves partial derivatives of an unknown function with respect to multiple independent variables.

Q: What grade level is partial differential equation for? A: Partial differential equations are typically studied at the advanced undergraduate or graduate level.

Q: How can I solve a partial differential equation? A: PDEs can be solved using various techniques, such as separation of variables, method of characteristics, Fourier series, Laplace transforms, and numerical methods.

Q: What are the applications of partial differential equations? A: PDEs find applications in fields like fluid dynamics, heat transfer, electromagnetism, quantum mechanics, finance, and image processing.

Q: What is the symbol for a partial derivative? A: The symbol commonly used to represent a partial derivative is ∂ (pronounced "del").