Sparse unmixing of hyperspectral data with bandwise model.

•We propose a new bandwise sparse unmixing model.•The proposed bandwise model can take different intensities of Gaussian noise of all bands of HSI and different types of noise into consideration simultaneously.•We propose a novel sparse unmixing method based on the bandwise model (SUBM).