5.3 Systems, Stability, Fourier, PDEs
Systems of DEs
First solution:
Second solution:
where
where
Critical Points
Jacobian Matrix:
Sometimes a nonlinear ODE has an exact phase portrait given by:
Eigenvalues | Critical Points | Stability |
|---|---|---|
Node (source) | Unstable | |
Node (sink) | Asymp. Stable | |
Saddle | Unstable | |
Proper/Improper Node | Unstable | |
Proper/Improper Node | Asymp. Stable | |
Spiral (Focus) | Unstable | |
Spiral (Focus) | Asymp. Stable | |
Centre | Stable |
Almost Linear Systems: The Proper/Improper bits become Node/Spiral Point, and the Centre becomes Centre or Spiral (Indeterminate).
Lyapunov Functions
Let
V(x,y) is positive (negative) definite ifV(0,0)=0 andV(x,y)>0*(∀(x*y)∈D)*(V(x,y)<0∀(x,y)∈D) V(x,y) is positive (negative) semi-definite ifV(0,0)=0 andV(x,y)≥0*(∀(x*y)∈D)*(V(x,y)≤0∀(x,y)∈D)
Theorem: Given an autonomous system with critical point
Asymptotically Stable: If
d(V)/d(t) is negative definite on some domainD containing(0,0) .Stable (at non-linear level): If
d(V)/d(t) is negative semi-definite.
Theorem: Given an autonomous system with critical point
Fourier Analysis
Fourier Series of
where
Function is even if
Function is odd if
Partial Differential Equations
We have:
With non-homogeneous boundary conditions
Then determine solution using:
Identities
sinh(x)=(ex-e(-x))/2 cosh(x)=(ex+e(-x))/2 cos(x)=(e(i*x)+e(-i*x))/2 sin(x)=(e(i*x)-e(-i*x))/(2*i) cos(μ)=0→μ=(2*n-1)π/2 1-D Heat Eq: (∂_t)(u)=a2*(∂_x^2)(u) ∫((sin^2)(a*x)*d(x))=x/2-sin(2*a*x)/(4*a) ∫((cos^2)(a*x)*d(x))=x/2+sin(2*a*x)/(4*a)