According to the explanation of Noether's theorem in Peskin & Schroeder's QFT book, pp. 17-18,
If the Lagrangian $\mathcal{L}(x)$ change to $$\mathcal{L}(x)+\alpha\partial_\mu\mathcal{J}^\mu\tag{2.10}$$ when the field $\phi(x)$ is change to $$\phi^\prime(x)=\phi(x)+\alpha\Delta\phi(x),\tag{2.9}$$ there is a current $$j^\mu=\frac{\partial\mathcal{L}}{\partial(\partial_\mu\phi)}\Delta\phi-\mathcal{J}^\mu,\tag{2.12}$$ that is conserved.
I don't understand why use the parameter $\alpha$ though it is vanished after all. What meaning does it have? in the book, $\alpha$ refers to an infinitesimal parameter and $\Delta\phi$ is some deformation of the field. If $\Delta\phi$ is a deformation of the field, why just define the field as $$\phi^\prime=\phi+\Delta\phi~?$$