Thanks Ginger and Dave!
Yes, Helianthus angustifolia looks a closer match in the flowers, also its habitat, 'mine' were growing on damp soil, the leaves feel like sandpaper indeed, but then I still think the leaves on mine look bigger and broader than on the pics of H.angustifolia...