Tangent space of projection operators in $\mathbb{R}^3$

linear algebramatricessmooth-manifoldstangent-spaces

In a problem I'm currently tackling (not related to the question) the map $f : S^2 \times \mathbb{R}^3 \to \mathbb{R}^3$ is defined as

$$
(d,v) \to \langle v,d\rangle d = dd^T v
$$

($S^2$ is the unit sphere in $\mathbb{R}^3$).
As exercise I was trying to compute the tangent space of the manifold

$$
M = \left\{P \in \mathbb{R}^{3 \times 3} : P^2=P \right\}
$$

as $dd^T \in M$ I thought this was a good exercise.
My attempt was based on few examples I saw in chapter 15 and 16 of Tu's Introduction to Manifolds.

I'm going to define a curve $c : ]-\epsilon,+\epsilon[ \to M$, $\epsilon > 0$ such that $c(0) = P \in M$ and $c'(0) = X_P \in T_P(M)$. I'm also observing that if I define $f : \mathbb{R}^{3\times 3} \to \mathbb{R}^{3 \times 3}$

$$
P \to P^2 – P
$$

then $M = f^{-1}(0)$ and it's a regular level set. I observe that
$$
f_{*,P} X_P = \frac{d}{dt}(f \circ c)(0) = \frac{d}{dt}(c(t)c(t) – c(t))(0)= (c'(t)c(t) + c(t)c'(t) – c'(t))(0) = X_P P + P X_P – X_P
$$

and because of the constraint on our manifold it must be

$$
X_P P + (P – I)X_P = 0
$$

Therefore I conclude

$$
T_P(M) = \left\{ X_P \in \mathbb{R}^{3 \times 3} : X_P P + (P – I)X_P = 0 \right\}
$$

I have two questions then:

  1. Is my derivation correct?
  2. If yes, is there a nice geometric interpretation maybe I can spot here?

Best Answer

Your derivation is correct.

An informal way of thinking about it: you are solving for $A$ such that $(P + \epsilon X)^2 = (P+\epsilon X)$, where you can treat $\epsilon^2$ as zero. This gives the same equation for the tangent space at $P$.

As noted in the comments, the manifold actually has four components of different dimensions (two of which are just points). Your appeal to the regular value theorem is correct and proves that each component is a manifold (there are two zero-dimensional components and two four-dimensional components).

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