where U and V are unitary matrices (i.e. UU† = In and V V † = Im) and is the diagonal matrix of
singular values of H. Now suppose the transmitter chooses M = V † and the receiver chooses F = U†.
The Multiple Input Multiple Output (MIMO) channel is then transformed into r ( min(m, n)) parallel
non-interfering Single Input Single Output (SISO) channels: