The category of smooth Banach manifolds has a full and faithful functor into the category of diffeological spaces. In terms of Chen smooth spaces this was observed in (Hain). For more see at Fréchet manifold – Relation to diffeological spaces.
For general references see at infinite-dimensional manifold.
The embedding into the category of diffeological spaces is discussed in