An apparatus for a dividing wall column in an isomerization unit is disclosed. The apparatus includes a at least one primary vertical wall located at a first set of predetermined plurality of trays and configured to separate a feed from a first side cut; one or more walls placed at a second set of predetermined plurality of trays and configured to enable a second side cut wherein each of the one or more walls includes at least one predetermined shape, wherein the dividing wall column produces four cuts wherein one is hexane cut, wherein there are two walls in different sections of the column. The at least one primary vertical wall includes one of a straight wall, an ‘L’ shaped wall, an ‘Γ’ shaped wall, or a zig-zag wall. The one or more walls are mechanically coupled to form a second vertical wall.