$\{\sin(nx)\}_n$ as a basis for $L^2[0,\pi)$

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When we look at the interval $[0,\pi)$ as an interval in $\mathbb{R}$, we know $\{\sin(nx)\}_n$ forms a basis of $L^2(0,\pi)$ since they are the eigenfunctions of Laplacian (negative second derivative) with Dirichlet boundary condition, with eigenvalues $n^2$.

However if we look at $[0,\pi)$ as a torus, then the eigenfunctions of Laplacian with periodic boundary condition will contain a constant function, $\sin(2nx)$ and $\cos(2nx)$, in some sense this agrees with Fourier theory which is always defined on a torus instead of an interval.

My question is: the $L^2[0,\pi)$ space is different when $[0,\pi)$ is seen as an interval vs a torus, we need more functions to form a basis in the latter case. The possible causes of this could be:

  1. $L^2[0,\pi)$ w.r.t. torus is a bigger space
  2. $L^2[0,\pi)$ w.r.t. torus has a stronger $L^2$-norm.

But I think neither of these are true, so what is the cause of this subtle difference.

A more general question, it certainly makes sense to define a "fourier series" with only $\sin(nx)$ terms in the infinite sum when we look at $[0,\pi)$ as an interval. But why do we only care about Fourier analysis on torus?

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Fourier looked at many types of problems associated with the heat equation. The most common types all lead to selfadjoint problems with complete orthonormal bases of eigenfunctions \begin{align} & u_{xx}=\lambda u \\ &\mbox{(periodic) } u(0)=u(\pi),\; u'(0)=u'(\pi) \\ &\;\;\;\; 1,\cos(2nx),\sin(2nx)\\ &\mbox{(Dirichlet) } u(0)=0=u(\pi), \\ & \;\;\;\; \sin(nx)\\ &\mbox{(Neumann) } u'(0)=0=u'(\pi) \\ & \;\;\;\; 1,\cos(nx)\\ \end{align} The first one, the periodic case, was used by Fourier to study the heat equation for a circular metal ring (torus.) All of these three generate a complete orthogonal basis for $L^2[0,\pi]$.