Minimum squared curvature shape

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[Related but different: https://math.stackexchange.com/questions/2989908/which-shape-does-an-elastic-rod-take-as-its-ends-are-getting-closer - different functional]

I'm looking for a shape that elastic beam makes when its ends are brought into contact. The energy functional in this case is

$$ \mathcal{E} = \int \left(\frac{1}{\rho}\right)^2 ds $$

where $\rho$ is radius of curvature. (We're looking for a curve that minimizes the energy).

How would one go about finding such curve? Is this a well known shape?

Rough picture of what it should look like for reference (if you have a piece of paper you can just bend it to see that the solution is not a circle like some would expect):

elastica bent so its ends meet

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If we parametrize the tangent vector with angle such that

$$ \mathbf{T} = (\cos \theta , \sin \theta) $$

Then we need to minimize

$$ \int {\dot\theta}^2 ds $$

This becomes a variational problem and we impose boundary conditions by demanding that $x$ and $y$ coordinates return to zero (maybe this can be done more elegantly in different coordinates?) via Lagrange mulipliers. Resulting lagrangian is

$$ \mathcal{L} = \dot\theta^2 + \mu \cos \theta + \mu \sin \theta$$

plug into Euler-Lagrange equation to get ODE (with no explicit solution)

$$ 2 \ddot \theta = \mu \cos \theta - \lambda \sin \theta$$