Let $f(x)$ be a continuous function from $\mathbb{R}$ to $\mathbb{R}$. Consider the set of functions $af(x+b)$ for $a,b \in \mathbb{R}$. If that set is closed under addition, what can $f$ be?
I suspect the possible $f$'s are exponentials, sinusoids, constants and their products. (For example, the sum of any two sinusoids with the same period, each arbitrarily shifted and scaled, is another sinusoid with the same period - and I couldn't find any other periodic function with that property - that was my original motivation for the problem.) But I don't know how to prove there are no others.
Another funny note is that $f(x)=x$ yields a set which is almost closed under addition, except its additive closure also includes nonzero constant functions, which don't have the form $a(x+b)$.
So, what we have want is a description of those continuous $f: \mathbb{R} \to \mathbb{R}$ such that the the image of the function $(a,b) \mapsto af(x + b)$, where $a, b \in \mathbb{R}$, is closed under addition. We'll call this function $T:\mathbb{R}^2 \mapsto C(\mathbb{R})$ ie $T(a,b) = x \mapsto af(x + b)$.
Notice that the image of the plane under $T$ will also be closed under scalar multiplication, so its a vector subspace of $C(\mathbb{R})$.
If $f$ is the $0$ function, the image is just the $0$ function. In every other case, it has a subgroup that is isomorphic to $\mathbb{R}$, generated by $\{(a,0)\}$.
If that's all there is, then I think there's a pretty clear argument that we have a function of the form $x \mapsto A\cdot B^x$ where $a, b \in \mathbb{R}$ and $B>0$. To outline, the image of $\{(0,b)\}$ must be contained in the image of $\{(a,0)\}$. So, let $A= f(0)$ and $B = f(1)/f(0)$ ($f(0)$ being non zero is implied by not being in the boring case). I claim that $f(x) = A\cdot B^x$. To get there you need a lemma like "$f(x + b) = Cf(x)$ iff $f(x + 2b) = C^2f(x)$" and continuity.
I feel like there can only be two dimensions in the image, but I don't have a good proof of that, and I don't have a good argument treating that case, but I thought the treatment of the 1D case was worth putting in black and white.