Simple Hopf point
At a Hopf branch point $(x_0,p_0)$ for the problem $F(x,p)=0$, the spectrum of the linear operator $dF(x_0,p_0)$ contains two purely imaginary $\pm i\omega,\ \omega > 0$ which are simple. At such point, we can compute the normal form to transform the initial Cauchy problem
\[\dot x = \mathbf{F}(x,p)\]
in large dimensions to a complex polynomial vector field ($\delta p\equiv p-p_0$):
\[\dot z = z\left(a \cdot\delta p + i\omega + l_1|z|^2\right)\quad\text{(E)}\]
whose solutions give access to the solutions of the Cauchy problem in a neighborhood of $(x,p)$.
More precisely, if $\mathbf{J} \equiv d\mathbf{F}(x_0,p_0)$, then we have $\mathbf{J}\zeta = i\omega\zeta$ and $\mathbf{J}\bar\zeta = -i\omega\bar\zeta$ for some complex eigenvector $\zeta$. It can be shown that $x(t) \approx x_0 + 2\Re(z(t)\zeta)$ when $p=p_0+\delta p$.
The coefficient $l_1$ above is called the Lyapunov coefficient
Expression of the coefficients
The coefficients $a,b$ above are computed as follows[Haragus]:
\[a=\left\langle\mathbf{F}_{11}(\zeta)+2 \mathbf{F}_{20}\left(\zeta, \Psi_{001}\right), \zeta^{*}\right\rangle,\]
\[l_1=\left\langle 2 \mathbf{F}_{20}\left(\zeta, \Psi_{110}\right)+2 \mathbf{F}_{20}\left(\bar{\zeta}, \Psi_{200}\right)+3 \mathbf{F}_{30}(\zeta, \zeta, \bar{\zeta}), \zeta^{*}\right\rangle.\]
where
\[\begin{aligned} -\mathbf{J} \Psi_{001} &=\mathbf{F}_{01} \\ (2 i \omega-\mathbf{J}) \Psi_{200} &=\mathbf{F}_{20}(\zeta, \zeta) \\ -\mathbf{J} \Psi_{110} &=2 \mathbf{F}_{20}(\zeta, \bar{\zeta}). \end{aligned}\]
Normal form computation
The normal form (E) is automatically computed as follows
getNormalForm(br::ContResult, ind_bif::Int ;
verbose = false, ζs = nothing, lens = br.param_lens)
where prob
is a bifurcation problem. br
is a branch computed after a call to continuation
with detection of bifurcation points enabled and ind_bif
is the index of the bifurcation point on the branch br
. The above call returns a point with information needed to compute the bifurcated branch. For more information about the optional parameters, we refer to getNormalForm
. The above call returns a point with information needed to compute the bifurcated branch.
mutable struct Hopf{Tv, T, Tω, Tevr, Tevl, Tnf} <: BifurcationPoint
"Hopf point"
x0::Tv
"Parameter value at the Hopf point"
p::T
"Frequency of the Hopf point"
ω::Tω
"Right eigenvector"
ζ::Tevr
"Left eigenvector"
ζstar::Tevl
"Normal form coefficient (a = 0., b = 1 + 1im)"
nf::Tnf
"Type of Hopf bifurcation"
type::Symbol
end
You should not need to call getNormalForm
except if you need the full information about the branch point.
References
- Haragus
Haragus, Mariana, and Gérard Iooss. Local Bifurcations, Center Manifolds, and Normal Forms in Infinite-Dimensional Dynamical Systems. London: Springer London, 2011. https://doi.org/10.1007/978-0-85729-112-7.