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The Heat Equation and Diffusion Problems

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Even and Odd Extensions in Fourier SeriesPartial Derivatives: Definition and Computation→→Classification of PDEs (Elliptic, Parabolic, Hyperbolic)Feynman-Kac Formula+5 more
heat-equation pde parabolic

Core Idea

The heat equation ∂u/∂t = k∂²u/∂x² models temperature diffusion in a rod. It is parabolic (time derivative is first-order, space derivative second-order), causing solutions to smoothly approach a steady state. The diffusion coefficient k controls the equilibration speed. Boundary and initial conditions fully determine the problem. Solutions decay exponentially in time, approaching their boundary values.

Explainer

You have studied Fourier series and learned how to represent functions as sums of sines and cosines, using even and odd extensions to match boundary conditions. The heat equation is where Fourier series earn their keep: they provide the explicit solution to one of the most important partial differential equations in mathematical physics, and the choice of sine or cosine series is dictated directly by the physical boundary conditions.

The heat equation ∂u/∂t = k∂²u/∂x² models how temperature u in a thin rod evolves over time. The left side ∂u/∂t is the rate of change of temperature at a fixed location. The right side, k times the second spatial derivative, captures the curvature of the temperature profile: temperature changes fastest where the profile is most "bent" — where neighboring points differ most from the current one. A sharp hot peak spreads outward; a cold valley fills in. The equation encodes this universal flattening tendency, and k controls how quickly it occurs.

The equation is called parabolic because it is first-order in time and second-order in space. This asymmetry is physically meaningful: heat flows forward in time, not backward. Specifying an initial condition u(x, 0) = f(x) (the initial temperature profile) and boundary conditions (e.g., the endpoints of the rod held at fixed temperatures, or insulated so no heat escapes) fully determines the solution for all future times t > 0. Zero-temperature endpoints suggest a sine series (an odd extension); insulated endpoints suggest a cosine series (an even extension).

The solution method uses separation of variables: assume u(x, t) = X(x)T(t), substitute into the PDE, and separate. The spatial ODE X'' + λX = 0 with the boundary conditions produces a discrete set of eigenvalues λ_n and eigenfunctions X_n(x) = sin(nπx/L). Each eigenfunction gets its own time factor T_n(t) = e^(−k(nπ/L)²t), so the general solution is u(x, t) = Σ bₙ sin(nπx/L) e^(−k(nπ/L)²t), where the coefficients bₙ come from the Fourier sine series of the initial condition f(x). The exponential time factors reveal why the solution smoothly approaches steady state: each mode decays at its own rate, with higher-frequency modes (larger n) decaying much faster than low-frequency ones.

Practice Questions 5 questions

Prerequisite Chain

Understanding Zero → The Number Zero → Counting to Five → Counting to 10 → Counting to 20 → Counting a Set of Objects Up to 20 → Cardinality: The Last Number Counted → Matching Numerals to Quantities → Subitizing Small Quantities → Addition Within 10 → Number Bonds to 10 → Addition Within 20 → Doubles and Near Doubles → Doubles Facts Within 10 → Near Doubles Facts Within 20 → Mental Math Strategies for Addition → Mental Math: Adding and Subtracting Tens → Addition Within 100 → Repeated Addition as Multiplication → Multiplication as Equal Groups → Multiplication: Arrays → Basic Multiplication Facts (0s, 1s, 2s, 5s, 10s) → Multiplication Facts Within 100 → Division as Equal Sharing → Division as Grouping (Measurement Division) → Division: Grouping (Repeated Subtraction) Model → Division: Fair Sharing Model → Division as Equal Sharing → Division as Grouping → Basic Division Facts → Division Facts Within 100 → Multiplication and Division Fact Families → Relationship Between Multiplication and Division → Division Facts as Inverse of Multiplication → Remainders and Quotients in Division → Division Word Problems → Multi-Step Word Problems → Solving Multi-Step Word Problems → Multiplication Word Problems → Division Word Problems → Introduction to Long Division → Factors and Multiples → Prime and Composite Numbers → Equivalent Fractions → Relating Fractions and Decimals → Decimal Place Value → Integers and the Number Line → Comparing and Ordering Integers → Absolute Value → Adding Integers → Subtracting Integers → Multiplying Integers → Dividing Integers → Unit Rates → Proportions → Percent Concept → Converting Between Fractions, Decimals, and Percents → Operations with Rational Numbers → Two-Step Equations → Solving Multi-Step Equations → Equations with Variables on Both Sides → Angle Pairs: Complementary, Supplementary, and Vertical → Parallel Lines and Transversals → Corresponding Angles → Alternate Interior Angles → Triangle Angle Sum Theorem → Exterior Angle Theorem → Triangle Inequality Theorem → Similar Triangles: AA Similarity → Similar Triangles: SSS and SAS Similarity → Proportions in Similar Triangles → Right Triangle Trigonometry Introduction → Sine, Cosine, and Tangent Ratios → Trigonometric Ratios Review → Radian Measure → Converting Between Degrees and Radians → The Unit Circle → Graphing Sine and Cosine → Graphing Tangent and Reciprocal Trigonometric Functions → Derivatives of Trigonometric Functions → Antiderivatives → Indefinite Integrals → Basic Integration Rules → Riemann Sums → Definite Integral Definition → Fundamental Theorem of Calculus Part 1 → Fundamental Theorem of Calculus Part 2 → U-Substitution → Integration by Parts → Fourier Series: Definition and Coefficients → Convergence of Fourier Series → Even and Odd Extensions in Fourier Series → The Heat Equation and Diffusion Problems

Longest path: 93 steps · 420 total prerequisite topics

Prerequisites (2)

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