Figure 1

The principle of HPLC-DAD dataset. The vector of $s_i$ represents chromatogram peaks and the vector of $a_i$ represents spectra. The matrix of $D_i$ represents 3D dataset containing only one compound, which is formed by $a_i\times s_i^T$. The matrix of X represents the dataset containing more than one compound.