I am working on some things that require Laplace, Fourier, and Mellin transforms (and a few others lurking in the background).
Simply put, if seems a transform is any function $G$ such that $F(g)=F(f(x))$, often in the form $F(g)=\int_{-\infty}^\infty f(x)q(x, g)dx$ or some such.
We could have simpler transforms: for any complex number $Z=u+iv$ we could have a transform $F(Z)\to(u+1)+i(v+1)$ It migh not have much use (maybe it does), but it is obvious it has certain useful qualities - e.g., it is bi-directional, unique, and has an inverse. On the other hand $F(Z)\to(u\cdot 0)+i(v+1)=i(v+1)$ "loses" a whole lot of information for no good purpose.
Is there a braoder theoretical basis for transforms - particularly but not only integral transforms of complex numbers - that drives their usefulness, or explains why 'transforms' are useful and well-behaved? Obviously, each example I gave has its mechanical benefits (turning convolution into multiplication, say), but I am seeking an understanding of the deeper abstract logic or structre that lets these things arise in the first place.