In this work, a Fourier-based technique for 1H MR spectroscopy based on split-slice-GRAPPA is introduced to decompose simultaneously acquired dual-voxel data. In contrast to the existing sensitivity-map-based approach, this technique does not need any additional image acquisitions. The autocalibration lines are derived by additional low SNR spectral data. 2SPECIAL was used to simultaneously acquire data from two voxels at short echo times. The proposed decomposition algorithm was first validated in a multi-compartment phantom, and its application was then demonstrated at 7T in vivo.