[problem]
**(i)** Write the complex normal form up to order three for the restriction of the following system onto the center manifold near the zero equilibrium at $\epsilon = 0$:
\begin{align*}
\dot{x} &= y + \epsilon \\
\dot{y} &= -x + 2zy \\
\dot{z} &= -2z + 16\epsilon y + 8y^2
\end{align*}
**(ii)** Compute the first Lyapunov coefficient. Let $U$ be a sufficiently small neighborhood of zero. How many stable and unstable periodic orbits exist in $U$ at small $\epsilon > 0$ and at small $\epsilon < 0$?
[/problem]
problem
admin
[solution]
**Part (i): Center Manifold and Normal Form**
We analyze the system at the critical parameter value $\epsilon = 0$:
\begin{align*}
\dot{x} &= y \\
\dot{y} &= -x + 2zy \\
\dot{z} &= -2z + 8y^2
\end{align*}
**Step 1: Eigenstructure and Invariant Subspaces**
We first establish the linear structure to justify the Center Manifold reduction.
[claim:Eigenstructure]
The Jacobian matrix $A$ at the origin has eigenvalues $\sigma(A) = \{ -2, i, -i \}$. The Center subspace $E^c$ is the plane $z=0$, and the Stable subspace $E^s$ is the line $x=y=0$.
[/claim]
[proof]
The Jacobian matrix of the system at $(0,0,0)$ is:
\begin{align*}
A = \begin{pmatrix} 0 & 1 & 0 \\ -1 & 0 & 0 \\ 0 & 0 & -2 \end{pmatrix}
\end{align*}
The characteristic polynomial is:
\begin{align*}
\det(A - \lambda I) &= (-2-\lambda)\det\begin{pmatrix} -\lambda & 1 \\ -1 & -\lambda \end{pmatrix} \\
&= -(2+\lambda)(\lambda^2 + 1)
\end{align*}
The roots are $\lambda_1 = -2$ and $\lambda_{2,3} = \pm i$.
1. **Stable Eigenspace ($E^s$):** For $\lambda = -2$, $(A+2I)v = 0$ implies $v_1=v_2=0$. Thus $E^s = \text{span}\{ (0,0,1)^T \}$.
2. **Center Eigenspace ($E^c$):** For $\lambda = i$, we solve $(A-iI)v = 0$:
\begin{align*}
\begin{pmatrix} -i & 1 & 0 \\ -1 & -i & 0 \\ 0 & 0 & -2-i \end{pmatrix} \begin{pmatrix} v_1 \\ v_2 \\ v_3 \end{pmatrix} = \begin{pmatrix} 0 \\ 0 \\ 0 \end{pmatrix}
\end{align*}
The third row implies $v_3=0$. The first row implies $v_2 = i v_1$. A complex eigenvector is $v = (1, i, 0)^T$.
The real center subspace is spanned by the real and imaginary parts of $v$: $E^c = \text{span}\{ (1,0,0)^T, (0,1,0)^T \}$.
This corresponds to the plane $z=0$.
[/proof]
**Step 2: Center Manifold Reduction**
By the Center Manifold Theorem, there exists a local invariant manifold $W^c$ tangent to $E^c$ at the origin. We can represent $W^c$ as the graph of a function $z = h(x,y)$ where $h(0,0)=0$ and $Dh(0,0)=0$.
[claim:Quadratic Approximation]
The function $h(x,y)$ defining the center manifold is given by:
\begin{align*}
h(x,y) = x^2 + 2xy + 3y^2 + O(\|(x,y)\|^3)
\end{align*}
[/claim]
[proof]
We substitute the ansatz $z = h(x,y)$ into the third equation of the system ($\dot{z}$) and use the chain rule:
\begin{align*}
\dot{z} = \frac{\partial h}{\partial x} \dot{x} + \frac{\partial h}{\partial y} \dot{y}
\end{align*}
Substituting the system dynamics for $\dot{x}, \dot{y}, \dot{z}$:
\begin{align*}
-2h(x,y) + 8y^2 = \frac{\partial h}{\partial x}(y) + \frac{\partial h}{\partial y}(-x + 2h(x,y)y)
\end{align*}
We assume a Taylor expansion for $h(x,y)$ starting at order 2:
\begin{align*}
h(x,y) = ax^2 + bxy + cy^2 + O(3)
\end{align*}
We substitute this expansion into the invariance equation.
**Left Hand Side (LHS):**
\begin{align*}
\text{LHS} &= -2(ax^2 + bxy + cy^2 + O(3)) + 8y^2 \\
&= -2ax^2 - 2bxy + (8-2c)y^2 + O(3)
\end{align*}
**Right Hand Side (RHS):**
Compute partial derivatives:
\begin{align*}
\frac{\partial h}{\partial x} = 2ax + by + O(2), \quad \frac{\partial h}{\partial y} = bx + 2cy + O(2)
\end{align*}
Substitute into RHS:
\begin{align*}
\text{RHS} &= (2ax + by + O(2))(y) + (bx + 2cy + O(2))(-x + 2h(x,y)y)
\end{align*}
Note that $2h(x,y)y$ is of order $O(2) \cdot O(1) = O(3)$. Thus, for quadratic matching, we ignore it.
\begin{align*}
\text{RHS} &= (2ax + by)y + (bx + 2cy)(-x) + O(3) \\
&= 2axy + by^2 - bx^2 - 2cxy + O(3) \\
&= -bx^2 + (2a - 2c)xy + by^2 + O(3)
\end{align*}
**Matching Coefficients:**
We equate the coefficients of $x^2, xy, y^2$ from LHS and RHS:
1. $x^2$: $-2a = -b \implies b = 2a$.
2. $xy$: $-2b = 2a - 2c$.
3. $y^2$: $8 - 2c = b$.
**Solving the Linear System:**
Substitute $b=2a$ into (2):
\begin{align*}
-2(2a) = 2a - 2c \implies -4a = 2a - 2c \implies 2c = 6a \implies c = 3a
\end{align*}
Substitute $b=2a$ and $c=3a$ into (3):
\begin{align*}
8 - 2(3a) = 2a \implies 8 - 6a = 2a \implies 8 = 8a \implies a = 1
\end{align*}
Using $a=1$, we find $b=2(1)=2$ and $c=3(1)=3$.
Thus, $h(x,y) = x^2 + 2xy + 3y^2 + O(3)$.
[/proof]
**Step 3: Restricted System**
Substitute $z = x^2 + 2xy + 3y^2$ into the $\dot{y}$ equation:
\begin{align*}
\dot{y} &= -x + 2(x^2 + 2xy + 3y^2)y \\
&= -x + 2x^2y + 4xy^2 + 6y^3 + O(4)
\end{align*}
The restricted system on $W^c$ is:
\begin{align*}
\begin{pmatrix} \dot{x} \\ \dot{y} \end{pmatrix} = \begin{pmatrix} 0 & 1 \\ -1 & 0 \end{pmatrix} \begin{pmatrix} x \\ y \end{pmatrix} + \begin{pmatrix} 0 \\ 2x^2y + 4xy^2 + 6y^3 \end{pmatrix} + O(4)
\end{align*}
**Step 4: Complex Normal Form Calculation**
We transform coordinates to diagonalize the linear part and compute the cubic coefficient.
[claim:Normal Form Coefficient]
Using the complex coordinate $w = x - iy$, the system takes the form $\dot{w} = iw + c_1 w|w|^2 + O(|w|^4)$ with $c_1 = \frac{5}{2} - \frac{i}{2}$.
[/claim]
[proof]
**Transformation:**
Let $w = x - iy$. The inverse transformation is $x = \frac{w+\bar{w}}{2}$ and $y = i\frac{\bar{w}-w}{2} = i\frac{-(w-\bar{w})}{2}$.
Wait, let us check the sign conventions.
If $w = x - iy$, then $\bar{w} = x + iy$.
Sum: $w + \bar{w} = 2x \implies x = \frac{w+\bar{w}}{2}$.
Diff: $\bar{w} - w = 2iy \implies y = \frac{\bar{w}-w}{2i} = -\frac{i}{2}(\bar{w}-w) = \frac{i}{2}(w-\bar{w})$.
Correct.
**Differentiation:**
\begin{align*}
\dot{w} &= \dot{x} - i\dot{y} \\
&= y - i(-x + N(x,y)) \quad \text{where } N(x,y) = 2x^2y + 4xy^2 + 6y^3 \\
&= (y + ix) - iN(x,y) \\
&= i(x - iy) - iN(x,y) \\
&= iw - iN(x,y)
\end{align*}
We need the coefficient of the resonant term $w^2\bar{w}$ in the expansion of $-iN(x,y)$.
Let us expand $N(x,y)$ term by term in powers of $w, \bar{w}$.
We denote $[w^2\bar{w}]$ as the operator that extracts the coefficient of $w^2\bar{w}$.
1. **Term $2x^2y$:**
\begin{align*}
2x^2y &= 2 \left( \frac{w+\bar{w}}{2} \right)^2 \left( \frac{i}{2}(w-\bar{w}) \right) \\
&= \frac{i}{4} (w^2 + 2w\bar{w} + \bar{w}^2)(w - \bar{w})
\end{align*}
We expand to find cubic terms involving $w^2\bar{w}$:
\begin{align*}
(w^2)(-\bar{w}) + (2w\bar{w})(w) = -w^2\bar{w} + 2w^2\bar{w} = w^2\bar{w}
\end{align*}
Contribution to $N$: $\frac{i}{4} (1) = \frac{i}{4}$.
2. **Term $4xy^2$:**
\begin{align*}
4xy^2 &= 4 \left( \frac{w+\bar{w}}{2} \right) \left( \frac{i}{2}(w-\bar{w}) \right)^2 \\
&= 4 \left( \frac{w+\bar{w}}{2} \right) \left( -\frac{1}{4} \right) (w^2 - 2w\bar{w} + \bar{w}^2) \\
&= -\frac{1}{2} (w + \bar{w})(w^2 - 2w\bar{w} + \bar{w}^2)
\end{align*}
Terms involving $w^2\bar{w}$:
\begin{align*}
(w)(-2w\bar{w}) + (\bar{w})(w^2) = -2w^2\bar{w} + w^2\bar{w} = -w^2\bar{w}
\end{align*}
Contribution to $N$: $-\frac{1}{2}(-1) = \frac{1}{2}$.
3. **Term $6y^3$:**
\begin{align*}
6y^3 &= 6 \left( \frac{i}{2}(w-\bar{w}) \right)^3 \\
&= 6 \left( \frac{-i}{8} \right) (w - \bar{w})^3 \\
&= -\frac{3i}{4} (w^3 - 3w^2\bar{w} + 3w\bar{w}^2 - \bar{w}^3)
\end{align*}
Terms involving $w^2\bar{w}$: $-3w^2\bar{w}$.
Contribution to $N$: $-\frac{3i}{4}(-3) = \frac{9i}{4}$.
**Summation:**
The coefficient of $w^2\bar{w}$ in $N$ is:
\begin{align*}
C_N = \frac{i}{4} + \frac{1}{2} + \frac{9i}{4} = \frac{1}{2} + \frac{10i}{4} = \frac{1}{2} + \frac{5i}{2}
\end{align*}
The equation for $w$ is $\dot{w} = iw - i (C_N w^2\bar{w} + \dots)$.
Thus, the normal form coefficient $c_1$ is:
\begin{align*}
c_1 = -i C_N = -i \left( \frac{1}{2} + \frac{5i}{2} \right) = -\frac{i}{2} - \frac{5i^2}{2} = \frac{5}{2} - \frac{i}{2}
\end{align*}
[/proof]
The Normal Form is:
\begin{align*}
\dot{w} = iw + \left( \frac{5}{2} - \frac{i}{2} \right) w|w|^2 + O(|w|^4)
\end{align*}
**Part (ii): Lyapunov Coefficient and Bifurcation Analysis**
**1. First Lyapunov Coefficient:**
\begin{align*}
L_1 = \text{Re}(c_1) = \frac{5}{2}
\end{align*}
**2. Existence and Stability of Periodic Orbits (for $\epsilon \neq 0$)**
[claim:Equilibrium Stability]
For small $\epsilon \neq 0$, there exists a unique equilibrium point which is asymptotically stable.
[/claim]
[proof]
We solve $F(X, \epsilon) = 0$:
1. $\dot{x} = y + \epsilon = 0 \implies y_0 = -\epsilon$.
2. $\dot{z} = -2z + 16\epsilon y + 8y^2 = 0$.
Substitute $y_0 = -\epsilon$:
\begin{align*}
-2z_0 + 16\epsilon(-\epsilon) + 8(-\epsilon)^2 &= 0 \\
-2z_0 - 16\epsilon^2 + 8\epsilon^2 &= 0 \\
-2z_0 = 8\epsilon^2 \implies z_0 = -4\epsilon^2
\end{align*}
3. $\dot{y} = -x + 2zy = 0$.
Substitute $y_0, z_0$:
\begin{align*}
-x_0 + 2(-4\epsilon^2)(-\epsilon) = 0 \implies x_0 = 8\epsilon^3
\end{align*}
The Jacobian matrix at $(8\epsilon^3, -\epsilon, -4\epsilon^2)$ is:
\begin{align*}
J &= \begin{pmatrix} 0 & 1 & 0 \\ -1 & 2z_0 & 2y_0 \\ 0 & 16\epsilon + 16y_0 & -2 \end{pmatrix} \\
&= \begin{pmatrix} 0 & 1 & 0 \\ -1 & -8\epsilon^2 & -2\epsilon \\ 0 & 16\epsilon + 16(-\epsilon) & -2 \end{pmatrix} \\
&= \begin{pmatrix} 0 & 1 & 0 \\ -1 & -8\epsilon^2 & -2\epsilon \\ 0 & 0 & -2 \end{pmatrix}
\end{align*}
This matrix is block triangular. The eigenvalues are the diagonal block entries: $\lambda_3 = -2$ and the eigenvalues of:
\begin{align*}
M = \begin{pmatrix} 0 & 1 \\ -1 & -8\epsilon^2 \end{pmatrix}
\end{align*}
The characteristic equation for $M$ is:
\begin{align*}
\lambda^2 - \text{tr}(M)\lambda + \det(M) = 0 \implies \lambda^2 + 8\epsilon^2\lambda + 1 = 0
\end{align*}
The roots are:
\begin{align*}
\lambda_{1,2} = \frac{-8\epsilon^2 \pm \sqrt{64\epsilon^4 - 4}}{2}
\end{align*}
For small $\epsilon$ ($64\epsilon^4 < 4$), the term under the square root is negative.
\begin{align*}
\lambda_{1,2} = -4\epsilon^2 \pm i \frac{\sqrt{4 - 64\epsilon^4}}{2}
\end{align*}
The real part is $\text{Re}(\lambda_{1,2}) = -4\epsilon^2$.
Since $-4\epsilon^2 < 0$ for all $\epsilon \neq 0$, the equilibrium is stable.
[/proof]
**Periodic Orbit Calculation:**
The Hopf Bifurcation Theorem usually assumes $\frac{d}{d\epsilon}\text{Re}(\lambda) \neq 0$. Here, $\text{Re}(\lambda) = -4\epsilon^2$, so the derivative at 0 is 0. This is a degenerate Hopf bifurcation.
However, we can still analyze the limit cycles using the radial normal form:
\begin{align*}
\dot{r} = \text{Re}(\lambda(\epsilon)) r + L_1 r^3 + O(r^5)
\end{align*}
Substitute the calculated values:
\begin{align*}
\dot{r} = -4\epsilon^2 r + \frac{5}{2} r^3
\end{align*}
We define a periodic orbit as a solution with constant radius $r > 0$ ($\dot{r}=0$):
\begin{align*}
-4\epsilon^2 r + \frac{5}{2} r^3 &= 0 \\
r \left( \frac{5}{2} r^2 - 4\epsilon^2 \right) &= 0
\end{align*}
Since $r \neq 0$:
\begin{align*}
\frac{5}{2} r^2 = 4\epsilon^2 \implies r^2 = \frac{8}{5} \epsilon^2 \implies r = \sqrt{1.6} |\epsilon|
\end{align*}
This solution exists for all $\epsilon \neq 0$.
**Stability of the Orbit:**
We test the sign of $\dot{r}$ for $r$ slightly larger than the equilibrium radius $r_* = \sqrt{1.6}|\epsilon|$.
If $r > r_*$, then $r^2 > \frac{8}{5}\epsilon^2$, so $\frac{5}{2}r^2 - 4\epsilon^2 > 0$.
Thus $\dot{r} > 0$, meaning trajectories spiral away from the cycle.
The periodic orbit is **unstable**.
**Conclusion:**
* **Case $\epsilon > 0$:** The equilibrium is stable. There is **1** unstable periodic orbit.
* **Case $\epsilon < 0$:** The equilibrium is stable. There is **1** unstable periodic orbit.
[/solution]
solution
admin