A harvesting machine is disclosed along with a method of operating the harvesting machine. The harvesting machine includes a frame having a first end and a second end. A rotatable pick-up head is pivotally mounted on the first end and is capable of urging a crop into the machine. A cutting mechanism is mounted on a bottom plate of the frame for cutting the stems of the plants and forming a movable web. First and second moisture removal mechanisms are positioned downstream of the cutting mechanism, and each includes a suction roll and a press roll. A moving belt forms a closed loop around the pair of suction and press rolls, and has a plurality of apertures formed therethrough. The moving belt forms first and second nips between each pair of suction and press rolls for squeezing moisture out of said stems as the movable web is routed through the first and second nips.