For the case where the functional of interest is the l2-distance J(p) = ||F(p)i - pi||, the adjoint solution for the linearization J'(p)(·) is given in terms of the vector normal to the manifold Σ. Denoting Ni and Ns as the components of the normal vector in Pi and Ps respectively, it can be shown that (up to sign),