Lecture 1: ODE Review¶
- ODE class: recipe-like methods
- classify, guess, verify
- limited scope
- Asymptotic methods: approximate
Differential Equations¶
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Separable equations $$ \begin{aligned} y'(x) &= A(x)B(y) \ \int \frac{1}{B(y)} \mathrm{d}y &= \int A(x) \mathrm{d}x \ \implies F(y) &= G(x) + c_0 \end{aligned} $$
- general solution: \(y = y(x; c_0)\)
- Initial Value Problem (IVP)
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\(n\)-th order ODE $$ y^{(n)} = F(x, y, y', \ldots, y^{(n-1)}) $$
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linear $$ y^{(n)} + p_{n-1}(x) y^{(n-1)} + \ldots + p_1(x) y' + p_0(x) y = f(x) $$
- homogeneous: \(f(x) = 0\)
Linear Homogeneous ODEs¶
Wronskians
- \(\{y_1, y_2, \ldots, y_n\}\) are linearly dependent \(\iff W(x) = 0\) for all \(x\).
- \(\{y_1, y_2, \ldots, y_n\}\) are linearly independent \(\iff W(x) \neq 0\) except at isolated points.
Abel's Formula
the general solution will remain to be general solution for all \(x\) s.t., \(p_{n-1}(x)\) is non-singular.
IVP is ill-posed if \(W(x_0) = 0\).
Example
\(p_1(x) = -\frac{1+x}{x}\) is singular at \(x=0\).
Abel's formula gives \(W(x) = Cx e^x\). At \(x_0 = 0\), \(W(0) = 0\).
Check:
- \(y(0) = 1, y'(0) = 2\) has no solution.
- \(y(0) = 1, y'(0) = 1\) has more than one solution.
Boundary value problem (BVP) is global.
- \(y_k(x) = e^{r_k x}\) ansatz for constant coefficient ODEs, where \(r_k\) are roots of characteristic polynomial.
- Euler equations
- e.g. $ y'' + \frac{y}{4x^2} = 0$
- is invariant w.r.t. the scaling \(x \mapsto ax\).
- \(y = x^r\) or \(y = x^r (\ln x)^s\) ansatz.
- Reduction of order
- given one solution \(y_1(x)\), try \(y = v(x) y_1(x)\).
Inhomogeneous ODEs¶
Finding \(y_{\text{p}}(x)\):
- Variation of parameters $$ y_{\text{p}}(x) = \sum_{j=1}^n c_j(x) y_j(x) $$
- Green's function for \(Ly = f\), \(G(x, a)\) at \(a\) is defined as the solution to $$ L G(x, a) = \delta(x - a) $$
Remarks on delta function
\(\delta(x - a)\) is the Dirac delta function, "derivative"1 of the Heaviside step function \(H(x - a)\).
Note that the jump discontinuity of Heaviside function is milder than the \(\infty\)-singularity of \(\delta\) function.
- ramp function:
The following hierarchy shows the increasing smoothness (decreasing singularity):
integration is a smoothing operation.
Important property
This is the weak definition of \(\delta\) function.
distributions are functionals on \(C_0^\infty(\mathbb{R})\)
Dirac delta function can be expressed as a limit of smoother functions, e.g.
Set \(y(x) = \int_a^b G(x, a) f(a) \, \mathrm{d}a\).
Then $$ \begin{aligned} L y(x) &= L \int_a^b G(x, a) f(a) \, \mathrm{d}a \ &= \int_a^b L G(x, a) f(a) \, \mathrm{d}a \ &= \int_a^b \delta(x - a) f(a) \, \mathrm{d}a = f(x) \end{aligned} $$
Solve \(LG = \delta(x - a)\)
e.g. \(\(L = \frac{\mathrm{d}^2}{\mathrm{d}x^2} + p_1(x) \frac{\mathrm{d}}{\mathrm{d}x} + p_0(x)\)\)
\(G''\) should have a singularity similar to \(\delta(x - a)\), that is,
Likewise, \(G'\) should have a jump discontinuity like \(H(x - a)\), and \(G\) should be continuous like \(r(x - a)\).
Thus,
Bernoulli Eq.
\[y' + p(x) y = q(x) y^n\]substitution: \(v = y^{1-n}\)
Riccati Eq.
\[y' = a(x) y^2 + b(x) y + c(x)\]substitute: \(\(y = - \frac{W'(x)}{a(x) W(x)}\)\)
\[\implies W'' - \left(\frac{a'(x)}{a(x)} + b(x)\right) W' + a(x) c(x) W = 0\]
Summary
- For linear equations (\(n\)-th order), general sol. with \(n\) constants.
- Interval of well-posedness of the sol. extends from a local neighborhood of \(x_0\) to the maximal interval where \(p_k(x)\) are continuous.
- nonlinear equations, general sol. with \(n\) constants + other sol.
- sol. could develop autonomous singularities.
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Weak derivative in the distribution theory. ↩