“…Few academic studies focus on the combination with Hyperspectral or Lidar sensors to minimize radiometric confusion (Deronde et al ., 2008), or even radar data (Valle et al ., 2010) for the specificity of sand dunes’ wavy shape. Other studies concentrated on physical/chemical characteristics of sand grain (Kerosky and Chaussard, 2016; Knight and Abd Elbasit, 2022), or even using airborne spectrometer (Kaiser, Aziz, and Ghieth, 2014); however, all those approaches had as the principal aim either shoreline dynamics (line of contact water-land) or sand grain characteristics. It is also remarkable that the majority are applied on small geographic scales (local scale “one or few beaches”) and unfortunately are not reproducible on a large scale (Algerian national scale).…”