mathhook_core/educational/message_registry/
pde.rs1use super::core::{MessageCategory, MessageKey, MessageType};
6use once_cell::sync::Lazy;
7use std::collections::HashMap;
8
9pub fn pde_message_key(message_type: MessageType, variant: u8) -> MessageKey {
11 MessageKey {
12 category: MessageCategory::PartialDifferentialEquation,
13 message_type,
14 variant,
15 }
16}
17
18pub struct PdeMessageVariant;
20
21impl PdeMessageVariant {
22 pub const WHAT_IS_PDE: u8 = 1;
24 pub const PDE_VS_ODE: u8 = 2;
25 pub const PDE_CLASSIFICATION: u8 = 3;
26
27 pub const ELLIPTIC_EQUATION: u8 = 4;
29 pub const PARABOLIC_EQUATION: u8 = 5;
30 pub const HYPERBOLIC_EQUATION: u8 = 6;
31
32 pub const HEAT_EQUATION: u8 = 7;
34 pub const WAVE_EQUATION: u8 = 8;
35 pub const LAPLACE_EQUATION: u8 = 9;
36 pub const POISSON_EQUATION: u8 = 10;
37
38 pub const SEPARATION_OF_VARIABLES: u8 = 11;
40 pub const METHOD_OF_CHARACTERISTICS: u8 = 12;
41 pub const FOURIER_SERIES: u8 = 13;
42 pub const GREENS_FUNCTIONS: u8 = 14;
43
44 pub const DIRICHLET_CONDITION: u8 = 15;
46 pub const NEUMANN_CONDITION: u8 = 16;
47 pub const ROBIN_CONDITION: u8 = 17;
48 pub const PERIODIC_CONDITION: u8 = 18;
49}
50
51pub static PDE_MESSAGES: Lazy<HashMap<MessageKey, &'static str>> = Lazy::new(|| {
53 let mut messages = HashMap::new();
54
55 messages.insert(
57 pde_message_key(MessageType::Introduction, PdeMessageVariant::WHAT_IS_PDE),
58 "A **Partial Differential Equation (PDE)** is an equation that relates a function of several variables to its partial derivatives. \
59 PDEs describe phenomena involving multiple independent variables, such as heat distribution over time and space, \
60 wave propagation, or electromagnetic fields. The solution to a PDE is a function (or family of functions) \
61 that satisfies the equation and given boundary/initial conditions."
62 );
63
64 messages.insert(
65 pde_message_key(MessageType::Introduction, PdeMessageVariant::PDE_VS_ODE),
66 "**PDEs vs ODEs**: While Ordinary Differential Equations (ODEs) involve functions of a single variable and their derivatives, \
67 PDEs involve functions of multiple variables and their partial derivatives. For example, y'(t) = f(t,y) is an ODE \
68 (one variable t), while ∂u/∂t = α∂²u/∂x² is a PDE (two variables t and x). PDEs are generally more complex to solve \
69 and often require specialized techniques based on their type and boundary conditions."
70 );
71
72 messages.insert(
73 pde_message_key(MessageType::Strategy, PdeMessageVariant::PDE_CLASSIFICATION),
74 "**PDE Classification**: Second-order linear PDEs are classified based on the discriminant B² - 4AC: \
75 **Elliptic** (B² - 4AC < 0): Steady-state problems like Laplace's equation. \
76 **Parabolic** (B² - 4AC = 0): Diffusion processes like the heat equation. \
77 **Hyperbolic** (B² - 4AC > 0): Wave propagation like the wave equation. \
78 This classification determines solution behavior and appropriate numerical methods."
79 );
80
81 messages.insert(
83 pde_message_key(MessageType::Introduction, PdeMessageVariant::ELLIPTIC_EQUATION),
84 "**Elliptic PDEs** describe steady-state phenomena where time is not a factor. The Laplace equation ∇²u = 0 \
85 is the prototype, modeling equilibrium states in physics. Solutions are smooth and determined entirely by \
86 boundary conditions. Examples include electrostatic potential, steady heat distribution, and incompressible \
87 fluid flow. Numerical methods like finite elements work well for elliptic problems."
88 );
89
90 messages.insert(
91 pde_message_key(MessageType::Introduction, PdeMessageVariant::PARABOLIC_EQUATION),
92 "**Parabolic PDEs** model diffusion and dissipative processes that evolve toward equilibrium. The heat equation \
93 ∂u/∂t = α∇²u is the classic example, describing how temperature spreads through a material. Solutions smooth out \
94 discontinuities over time and exhibit infinite speed of propagation (disturbances affect the entire domain instantly, \
95 though with exponentially decreasing magnitude). Require initial conditions and boundary conditions."
96 );
97
98 messages.insert(
99 pde_message_key(MessageType::Introduction, PdeMessageVariant::HYPERBOLIC_EQUATION),
100 "**Hyperbolic PDEs** describe wave propagation and vibrations with finite speed. The wave equation ∂²u/∂t² = c²∇²u \
101 is the prototype, modeling sound waves, electromagnetic waves, and vibrating strings. Solutions preserve discontinuities \
102 along characteristics (paths of information propagation). D'Alembert's solution shows waves traveling at speed c. \
103 Require initial position and velocity, plus boundary conditions."
104 );
105
106 messages.insert(
108 pde_message_key(MessageType::Introduction, PdeMessageVariant::HEAT_EQUATION),
109 "The **Heat Equation** ∂u/∂t = α∇²u models heat diffusion in materials. Here u(x,t) is temperature, \
110 α is thermal diffusivity. Heat flows from hot to cold regions, smoothing out temperature differences. \
111 Solutions can be found using separation of variables: u(x,t) = X(x)T(t), leading to Fourier series. \
112 The fundamental solution (Green's function) is a Gaussian that spreads over time, showing how point \
113 sources of heat diffuse."
114 );
115
116 messages.insert(
117 pde_message_key(MessageType::Introduction, PdeMessageVariant::WAVE_EQUATION),
118 "The **Wave Equation** ∂²u/∂t² = c²∇²u describes wave propagation at speed c. Solutions include \
119 traveling waves u = f(x - ct) + g(x + ct) (d'Alembert's formula in 1D). Energy is conserved and \
120 waves maintain their shape while traveling. Separation of variables gives standing wave solutions \
121 u(x,t) = sin(nπx/L)cos(nπct/L), representing harmonics of a vibrating string. The wave equation \
122 appears in acoustics, electromagnetics, and quantum mechanics."
123 );
124
125 messages.insert(
126 pde_message_key(MessageType::Introduction, PdeMessageVariant::LAPLACE_EQUATION),
127 "**Laplace's Equation** ∇²u = 0 describes equilibrium states in physics. Solutions (harmonic functions) \
128 have remarkable properties: they satisfy the maximum principle (extrema occur on boundaries), \
129 mean value property (value at a point equals average over any surrounding sphere), and are \
130 infinitely differentiable. Applications include electrostatics (potential), steady heat flow, \
131 incompressible fluid flow, and minimal surfaces. Solved using separation of variables, conformal \
132 mapping, or Green's functions."
133 );
134
135 messages.insert(
136 pde_message_key(MessageType::Introduction, PdeMessageVariant::POISSON_EQUATION),
137 "**Poisson's Equation** ∇²u = f is the inhomogeneous version of Laplace's equation, where f \
138 represents sources or sinks. In electrostatics, f is charge density and u is potential. \
139 Solutions combine the particular solution (accounting for sources) with homogeneous solutions \
140 (satisfying boundary conditions). Green's functions provide explicit integral representations. \
141 The equation appears in gravity (f is mass density), electromagnetism, and fluid mechanics."
142 );
143
144 messages.insert(
146 pde_message_key(MessageType::Strategy, PdeMessageVariant::SEPARATION_OF_VARIABLES),
147 "**Separation of Variables** assumes the solution can be written as a product of single-variable functions: \
148 u(x,t) = X(x)T(t). Substituting into the PDE and dividing yields separate ODEs for each function. \
149 This works when the PDE and boundary conditions are separable. The method produces eigenvalue problems \
150 whose solutions form a complete basis (often trigonometric or special functions). The general solution \
151 is a superposition (Fourier series) of these eigenfunctions."
152 );
153
154 messages.insert(
155 pde_message_key(MessageType::Strategy, PdeMessageVariant::METHOD_OF_CHARACTERISTICS),
156 "The **Method of Characteristics** solves first-order PDEs by finding curves (characteristics) along which \
157 the PDE becomes an ODE. For the equation a∂u/∂x + b∂u/∂y = c, characteristics satisfy dx/a = dy/b = du/c. \
158 The solution is constant along characteristics for homogeneous equations. This method extends to systems \
159 and higher-order hyperbolic equations, revealing how information propagates through the domain. \
160 Wave fronts and shock waves follow characteristics."
161 );
162
163 messages.insert(
164 pde_message_key(MessageType::Calculation, PdeMessageVariant::FOURIER_SERIES),
165 "**Fourier Series** represent periodic functions as infinite sums of sines and cosines. In PDE solutions, \
166 they arise naturally from separation of variables with periodic boundary conditions. For a function on [0,L], \
167 f(x) = a₀/2 + Σ(aₙcos(nπx/L) + bₙsin(nπx/L)). Coefficients are found by orthogonality: \
168 aₙ = (2/L)∫f(x)cos(nπx/L)dx. Fourier series converge to the function (in L² sense) and provide \
169 spectral decomposition, showing which frequencies are present."
170 );
171
172 messages.insert(
173 pde_message_key(MessageType::Strategy, PdeMessageVariant::GREENS_FUNCTIONS),
174 "**Green's Functions** G(x,x';t,t') represent the response at (x,t) to a unit impulse at (x',t'). \
175 They convert PDEs into integral equations: u(x,t) = ∫G(x,x';t,0)f(x')dx' for initial value f. \
176 Green's functions satisfy the PDE with a delta function source and appropriate boundary conditions. \
177 They embody the superposition principle: the solution for any source is the integral of point source \
178 solutions. Finding Green's functions is often difficult but provides complete solution formulas."
179 );
180
181 messages.insert(
183 pde_message_key(MessageType::Step, PdeMessageVariant::DIRICHLET_CONDITION),
184 "**Dirichlet Boundary Conditions** specify the value of the solution on the boundary: u|∂Ω = g. \
185 Physically, this fixes temperature (heat equation), displacement (wave equation), or potential \
186 (Laplace equation) at boundaries. For uniqueness, Dirichlet conditions completely determine \
187 elliptic and parabolic solutions. In separation of variables, they determine the eigenvalues \
188 and eigenfunctions. Example: u(0,t) = 0, u(L,t) = 0 for a string fixed at both ends."
189 );
190
191 messages.insert(
192 pde_message_key(MessageType::Step, PdeMessageVariant::NEUMANN_CONDITION),
193 "**Neumann Boundary Conditions** specify the normal derivative on the boundary: ∂u/∂n|∂Ω = h. \
194 This prescribes flux: heat flow (heat equation), velocity (wave equation), or electric field \
195 (Laplace equation). Pure Neumann problems for Laplace's equation are only solvable if ∫h = 0 \
196 (conservation). Solutions are unique up to a constant. Example: ∂u/∂x(0,t) = 0 represents \
197 an insulated boundary (no heat flow)."
198 );
199
200 messages.insert(
201 pde_message_key(MessageType::Step, PdeMessageVariant::ROBIN_CONDITION),
202 "**Robin Boundary Conditions** (mixed/third type) combine Dirichlet and Neumann: αu + β∂u/∂n = γ. \
203 They model realistic boundaries like convective heat transfer: -k∂u/∂n = h(u - u∞), where heat \
204 flux is proportional to temperature difference. Robin conditions often arise from coupling PDEs \
205 across interfaces. They ensure unique solutions for elliptic problems when α and β have appropriate \
206 signs. Eigenvalue problems with Robin conditions have discrete spectra."
207 );
208
209 messages.insert(
210 pde_message_key(MessageType::Step, PdeMessageVariant::PERIODIC_CONDITION),
211 "**Periodic Boundary Conditions** require u(x + L) = u(x) and ∂u/∂x(x + L) = ∂u/∂x(x), \
212 making the solution periodic with period L. They model systems on circles, tori, or with \
213 translational symmetry. Eigenfunctions are complex exponentials e^(2πinx/L) or sines/cosines. \
214 Periodic conditions lead naturally to Fourier series representations. Applications include \
215 crystal lattices, circular membranes, and periodic wave guides."
216 );
217
218 messages
219});
220
221#[cfg(test)]
222mod tests {
223 use super::*;
224
225 #[test]
226 fn test_pde_messages_loaded() {
227 assert!(!PDE_MESSAGES.is_empty());
228
229 let heat_key = pde_message_key(MessageType::Introduction, PdeMessageVariant::HEAT_EQUATION);
231 assert!(PDE_MESSAGES.contains_key(&heat_key));
232
233 let wave_key = pde_message_key(MessageType::Introduction, PdeMessageVariant::WAVE_EQUATION);
234 assert!(PDE_MESSAGES.contains_key(&wave_key));
235 }
236
237 #[test]
238 fn test_pde_message_content() {
239 let key = pde_message_key(MessageType::Introduction, PdeMessageVariant::HEAT_EQUATION);
240 let message = PDE_MESSAGES.get(&key).unwrap();
241 assert!(message.contains("Heat Equation"));
242 assert!(message.contains("∂u/∂t = α∇²u"));
243 }
244
245 #[test]
246 fn test_all_pde_categories() {
247 let intro_key = pde_message_key(MessageType::Introduction, PdeMessageVariant::WHAT_IS_PDE);
248 let strategy_key = pde_message_key(
249 MessageType::Strategy,
250 PdeMessageVariant::SEPARATION_OF_VARIABLES,
251 );
252 let step_key = pde_message_key(MessageType::Step, PdeMessageVariant::DIRICHLET_CONDITION);
253 let calc_key = pde_message_key(MessageType::Calculation, PdeMessageVariant::FOURIER_SERIES);
254
255 assert!(PDE_MESSAGES.contains_key(&intro_key));
256 assert!(PDE_MESSAGES.contains_key(&strategy_key));
257 assert!(PDE_MESSAGES.contains_key(&step_key));
258 assert!(PDE_MESSAGES.contains_key(&calc_key));
259 }
260}