Disclosed herein is an atmospheric water generation system. The atmospheric water generation system may include a solar collector including a heat absorbing roof and an interior enclosure adjacent the heat absorbing roof. The heat absorbing roof may include a perforated dark panel that may be configured to allow ambient air into the interior enclosure. The system may further include a central tower extending upward from the solar collector such that heated air in the interior enclosure flows from the interior enclosure through the central tower creating an upward air flow stream in the central tower, a water-absorption unit disposed within the central tower and on a path of the air flow stream, in which the air flow stream may contact a water-absorbent liquid stream thereby generating a hydrated solution stream and a moisture-free air stream, and a membrane separation unit comprising a water-selective membrane that may receive the hydrated solution stream and generate a permeate stream including water and a retentate stream including water-absorbent liquid.