16.6 - Example Problems
Enroll to start learning
You’ve not yet enrolled in this course. Please enroll for free to listen to audio lessons, classroom podcasts and take practice test.
Interactive Audio Lesson
Listen to a student-teacher conversation explaining the topic in a relatable way.
Introduction to Example Problems
🔒 Unlock Audio Lesson
Sign up and enroll to listen to this audio lesson
Today we will explore example problems related to partial differential equations. Why do you think solving these examples is important?
I think it helps us see how the theory applies to real situations.
That's right! Solving example problems helps us understand the application of boundary and initial conditions in PDEs. We'll start with the heat equation.
What kind of conditions do we apply to the heat equation?
Great question! We typically apply initial conditions for temperature distribution and Dirichlet boundary conditions to model fixed ends. Let’s look at our first example.
Heat Equation Example
🔒 Unlock Audio Lesson
Sign up and enroll to listen to this audio lesson
For our first example, we have the heat equation `∂u/∂t = α∂²u/∂x²`. What does this equation model?
It models heat conduction.
Exactly! Now, in our case, we have initial conditions defined as `u(x,0) = f(x)`, which describes the temperature distribution. Why do you think both ends of the rod are kept at zero temperature?
To simulate the ends being in contact with ice or something cold!
Yes! This illustrates how boundary conditions affect our solution. Understanding these helps ensure we apply the concepts correctly. Let's summarize this point.
Wave Equation Example
🔒 Unlock Audio Lesson
Sign up and enroll to listen to this audio lesson
Next, we have the wave equation `∂²u/∂t² = c²∂²u/∂x²`. What physical phenomenon does this model?
It models vibrations, like a string or sound waves!
Right again! For this example, our initial conditions involve initial displacement and velocity. What happens with the boundary conditions set to zero?
It means there is no tension or force at the boundaries, right?
Exactly! This helps show how systems interact with their environment. Each example we go through gives insight and builds on our understanding.
Recap of Examples
🔒 Unlock Audio Lesson
Sign up and enroll to listen to this audio lesson
As we conclude, what have we learned about applying initial and boundary conditions from our examples?
We learned that they are critical to finding unique solutions!
Correct! They help define the conditions under which we solve the equations. Can anyone remind us what types of conditions we used?
Dirichlet for the heat equation and Neumann for the wave equation!
Great job! This understanding is essential for modeling real-world systems using PDEs.
Introduction & Overview
Read summaries of the section's main ideas at different levels of detail.
Quick Overview
Standard
In this section, examples are provided to demonstrate the solving of partial differential equations related to the heat equation and wave equation under different initial and boundary conditions, showcasing how these elements influence the solutions.
Detailed
Example Problems in Partial Differential Equations
In the study of Partial Differential Equations (PDEs), understanding the physical phenomena they model is crucial. This section addresses how boundary and initial conditions are used through specific example problems, highlighting their significance in achieving unique and meaningful solutions.
Example 1: Heat Equation with Dirichlet Boundary Conditions
- Problem Statement: Solve the heat equation given by
∂u/∂t = α∂²u/∂x², where the domain is defined as0 < x < Landt > 0. - Initial condition:
u(x,0) = f(x), representing the initial temperature distribution along a rod. - Boundary conditions:
u(0,t) = 0andu(L,t) = 0, indicating both ends of the rod are maintained at zero temperature.
This configuration allows us to study the diffusion of heat in a rod fixed at both ends.
Example 2: Wave Equation with Neumann Boundary Conditions
- Problem Statement: Solve the wave equation represented as
∂²u/∂t² = c²∂²u/∂x², applicable again to0 < x < Landt > 0. - Initial conditions:
u(x,0) = f(x)and∂u/∂t (x,0) = g(x), identifying both the initial displacement and velocity of the vibrating string. - Boundary conditions:
∂u/∂x(0,t) = 0and∂u/∂x(L,t) = 0, denoting free ends where there is no tension.
These examples showcase the application of boundary and initial conditions in modeling physical phenomena. By solving these problems with the specified conditions, students gain insights into the behavior of systems over time.
Youtube Videos
Audio Book
Dive deep into the subject with an immersive audiobook experience.
Example 1: Heat Equation with Dirichlet Boundary Conditions
Chapter 1 of 2
🔒 Unlock Audio Chapter
Sign up and enroll to access the full audio experience
Chapter Content
Solve:
∂𝑢/∂𝑡 = 𝛼 ∂²𝑢/∂𝑥², 0 < 𝑥 < 𝐿, 𝑡 > 0
Subject to:
- Initial condition: 𝑢(𝑥,0) = 𝑓(𝑥)
- Boundary conditions: 𝑢(0,𝑡) = 0, 𝑢(𝐿,𝑡) = 0
This setup models a rod of length 𝐿 with both ends kept at zero temperature.
Detailed Explanation
In this problem, we are dealing with the heat equation, a type of parabolic partial differential equation that models heat distribution over time. The equation tells us how the temperature (u) changes with respect to time (t) and position (x). The initial condition 𝑢(𝑥,0) = 𝑓(𝑥) specifies the temperature distribution along the rod at the initial moment (t=0). The boundary conditions state that the temperature at both ends of the rod (at positions x=0 and x=𝐿) is kept at zero degrees, representing that the ends are kept at constant low temperatures. This setup is important to find a unique solution that makes physical sense, as it describes a rod that starts with a certain temperature distribution but cannot exceed zero at the boundaries.
Examples & Analogies
Think of a metal rod that has been heated unevenly on one side. When the heating stops, the entire rod will eventually cool down to the ambient temperature, which is effectively zero if we consider it to be in a cooling bath. The initial condition captures the state of the rod at the moment we stop heating, while the boundary conditions ensure that the ends of the rod do not exceed zero temperature as time goes on.
Example 2: Wave Equation with Neumann Boundary Conditions
Chapter 2 of 2
🔒 Unlock Audio Chapter
Sign up and enroll to access the full audio experience
Chapter Content
Solve:
∂²𝑢/∂𝑡² = 𝑐² ∂²𝑢/∂𝑥²
Subject to:
- Initial conditions: 𝑢(𝑥,0) = 𝑓(𝑥), ∂𝑢/∂𝑡(𝑥,0) = 𝑔(𝑥)
- Boundary conditions: ∂𝑢/∂𝑥(0,t) = 0, ∂𝑢/∂𝑥(𝐿,t) = 0
This models a vibrating string with free ends (no tension at the ends).
Detailed Explanation
Here, we examine the wave equation, a hyperbolic partial differential equation that describes how waves propagate over time. The equation itself indicates how the displacement (u) changes in space (x) and time (t). The initial conditions: 𝑢(𝑥,0) = 𝑓(𝑥) and ∂𝑢/∂𝑡(𝑥,0) = 𝑔(𝑥) specify the initial shape of the string and the initial velocity, meaning how fast each point on the string is moving at the start. The Neumann boundary conditions state that the rate of change of displacement at both ends of the string is zero, indicating there is no force acting on the ends of the string (the ends are free), allowing them to react freely to the oscillations. This is crucial to ensure that the solution reflects the physical behavior of a vibrating string correctly.
Examples & Analogies
Imagine plucking a guitar string. When you pluck it, you create waves along the string. The initial conditions define how the string looks and moves when you first pluck it. The boundary conditions tell us that where the string is attached (the ends), it does not want to move up or down; hence, it can vibrate freely. This is similar to how a tightrope swings from side to side without tension at its ends.
Key Concepts
-
Understanding the role of initial conditions and boundary conditions in PDEs.
-
Recognizing different types of PDEs such as the heat and wave equations.
-
Learning how to apply Dirichlet and Neumann boundary conditions.
-
Comprehending the importance of well-posed problems in mathematical modeling.
Examples & Applications
Example 1: Solve the heat equation with Dirichlet conditions.
Example 2: Solve the wave equation with Neumann conditions.
Memory Aids
Interactive tools to help you remember key concepts
Rhymes
When heat spreads far and wide, initial conditions decide.
Stories
Imagine a rod of steel, sitting cold, the heat we feel. It starts from zero, rising slow, with boundary conditions in tow.
Memory Tools
To remember Dirichlet and Neumann, think 'D' for 'Direct Value' and 'N' for 'Need Derivative'.
Acronyms
PDE
Problems Demand Examples
remembering to practice unique scenarios!
Flash Cards
Glossary
- Partial Differential Equations (PDEs)
Equations that involve multivariable functions and their partial derivatives.
- Boundary Conditions
Constraints imposed on the solutions of PDEs at the boundaries of the domain.
- Initial Conditions
Conditions that specify the state of the system at the initial time.
- Dirichlet Boundary Condition
Specifies the value of the function at the boundary.
- Neumann Boundary Condition
Specifies the value of the derivative at the boundary.
- Wave Equation
A PDE that describes the propagation of waves.
- Heat Equation
A PDE that describes the distribution of heat in a given region over time.
- Wellposed Problem
A mathematical problem that has a solution, is unique, and changes continuously with the given data.
Reference links
Supplementary resources to enhance your learning experience.