Finding analytic solutions to differential equations using power series expansions
Many important differential equations arising in physics and engineering have no closed-form solutions using the methods of Chapters 1–4. Power series solutions provide a systematic way to find analytic solutions in the form of infinite series. This approach is particularly valuable for:
Consider the second-order linear differential equation:
Divide by $P(x)$ (where $P(x) \neq 0$) to obtain the standard form:
where $p(x) = \frac{Q(x)}{P(x)}$ and $q(x) = \frac{R(x)}{P(x)}$.
A point $x_0$ is called an ordinary point of the differential equation if both $p(x)$ and $q(x)$ are analytic (have convergent Taylor series) at $x_0$. Otherwise, $x_0$ is a singular point.
If $x_0$ is an ordinary point of $y'' + p(x)y' + q(x)y = 0$, then the general solution can be expressed as:
This series converges at least for $|x - x_0| < R$, where $R$ is the distance from $x_0$ to the nearest singular point.
Key facts about power series that we'll use:
When we substitute the power series $y = \sum a_n(x-x_0)^n$ into the differential equation, we obtain an identity in powers of $(x-x_0)$. Equating coefficients of like powers yields a recurrence relation — a formula expressing each coefficient in terms of earlier coefficients. The first few coefficients $a_0, a_1, \ldots$ are determined by initial or boundary conditions, and the recurrence relation then determines all subsequent coefficients uniquely.
Setup: We solve $y'' - y = 0$ using power series around $x_0 = 0$. (Note: This has the known solution $y = c_1 e^x + c_2 e^{-x}$, so we can verify our result.)
Point type: $x_0 = 0$ is an ordinary point (no singular points).
Assume: $y = \sum_{n=0}^{\infty} a_n x^n$
Derivatives:
Substitute into $y'' - y = 0$:
Shift index: Let $m = n-2$ in the first sum:
Combine:
Recurrence relation: Each coefficient must vanish:
Two families of solutions:
General solution:
This matches the known solution $c_1 e^x + c_2 e^{-x}$ (with different constants).
Setup: The Airy equation $y'' - xy = 0$ has no solution in terms of elementary functions. This classic example demonstrates the power of series methods.
Assume: $y = \sum_{n=0}^{\infty} a_n x^n$
Derivatives:
Substitute into $y'' - xy = 0$:
Shift indices: First sum: $m = n-2$; second sum: $m = n+1$
Separate by power:
Recurrence relation:
First few terms:
The solutions are called Airy functions $\text{Ai}(x)$ and $\text{Bi}(x)$, which are essential in quantum mechanics and wave theory.
Setup: This is Legendre's equation with $n=2$. It's important in electrostatics and gravitational theory.
Singular points: $P(x) = 1-x^2 = 0$ at $x = \pm 1$, so $R = 1$.
Assume: $y = \sum_{n=0}^{\infty} a_n x^n$
Compute derivatives:
Substitute:
Expand and align powers: (After shifting indices)
Recurrence:
Key observation: For $n=2$, we get $a_4 = -\frac{4+6-4}{4 \cdot 3}a_2 = 0$, and all subsequent even terms vanish if we choose $a_2$ appropriately. The solution terminates to a polynomial:
This is the Legendre polynomial of degree 2, a terminating power series (polynomial).
Assume: $y = \sum_{n=0}^{\infty} a_n x^n$
Substitute:
Shift and align (first sum: $m=n-2$, second: $m=n+2$):
Recurrence:
Solution forms:
Setup: This is Hermite's equation with $n=2$. The initial conditions will force the solution to be a polynomial.
Assume: $y = \sum_{n=0}^{\infty} a_n x^n$
From ICs: $y(0) = a_0 = 1$ and $y'(0) = a_1 = 0$
Compute derivatives:
Substitute into $y'' - 2xy' + 4y = 0$:
Align powers (after shifting):
Recurrence:
Compute coefficients:
Solution:
The solution is exactly the Hermite polynomial $H_2(x) = 4x^2 - 2$ (up to scaling), proving that Hermite polynomials are solutions to Hermite's equation.
Test your understanding with these multiple-choice questions. Each correct answer earns one point.
0 / 6 correct
Question 1: Which of the following is a singular point of $(1-x^2)y'' - 2xy' + n(n+1)y = 0$?
Question 2: For the recurrence relation $a_{n+2} = \frac{a_n}{(n+2)(n+1)}$, what is $a_4$ in terms of $a_0$?
Question 3: For the Airy equation $y'' - xy = 0$, what is the coefficient of $x^6$ in the solution $y_1 = a_0(1 + \frac{x^3}{6} + \cdots)$?
Question 4: A power series solution $y = \sum_{n=0}^{\infty} a_n x^n$ to a DE with radius of convergence $R = \infty$ means:
Question 5: For the equation $y'' - xy' - y = 0$, which statement about the radius of convergence $R$ around $x_0 = 0$ is correct?
Question 6: In the power series method, we derive a recurrence relation by:
$y = \sum_{n=0}^{\infty} a_n(x-x_0)^n$
Converges for $|x-x_0| < R$
$y' = \sum_{n=1}^{\infty} n a_n(x-x_0)^{n-1}$
Term-by-term differentiation
$y'' = \sum_{n=2}^{\infty} n(n-1)a_n(x-x_0)^{n-2}$
Valid in the interval of convergence
$\sum_{n=k}^{\infty} a_n x^{n-r} = \sum_{m=k-r}^{\infty} a_{m+r} x^m$
Use to align powers
$R = $ distance to nearest singular point
Find singular points from $p(x), q(x)$
Solve: $a_{n} = f(a_{n-1}, a_{n-2}, \ldots)$
Determined by equating coefficients