Solution of systems of equations: $ \vec{x}''(t) =A\vec{x}(t)$ is similar to fourier series, is there a connection between these two?

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The solution of the system of linear differential equations of the form

$$ \vec{x}''(t) =A\vec{x}(t)$$

Is given in the form:

$$ \vec{x}(t)=\sum_{j=1}^n \left( a_j \cos(\omega t) + b_j \sin (\omega t) \right) \vec{v} $$

The fourier series is given by:

$$ s_n = \frac{a_0}{2} + \sum_{n=1}^N \left(a_n \cos\left(\tfrac{2\pi}{P} nx \right) + b_n \sin\left(\tfrac{2\pi}{P} nx \right) \right) $$

This looks very similar. Is there a simple connection between these two?