 Normal equation for a linear inverse problem

The normal equation for $Au=f$ is $A^{\ast }Au=A^{\ast }f$. Its solutions minimize $\Vert Au-f\Vert$; when they exist, the unique solution orthogonal to $\ker A$ is the Moore--Penrose solution $A^{†}f$.