Abstract: In an embodiment, there is provided a method of predicting respiratory motion in real-time. The method includes training, by a training module, a recurrent neural network circuitry in real time. The training is performed over a training time interval. The training is based, at least in part, on a training data set. The training data set includes a training number of measured position samples. The measured position samples are related to respiratory motion of a patient target region. The method further includes predicting, by the trained recurrent neural network circuitry, a future position of the patient target region at a future point in time based, at least in part, on a prediction data set. The future point in time is a look ahead time interval in the future relative to a prediction time interval. The prediction data set includes a prediction number of measured position samples.

Abstract: An apparatus and method for producing strapless bales of highly compressible textile fibers is disclosed, wherein a compressed block of the fibers is ejected and expanded into a flexible bag. The apparatus includes a supply chamber for supplying loose fibers to a tramping chamber which is stationary. A ram assembly repeatedly tramps the fibers to form a compacted fiber mass which is then formed into a compressed fiber block within a stationary compression chamber disposed in fiber transfer relation to the stationary tramping chamber. The compressed fiber block is ejected transverse to the compression chamber through an ejection sleeve about which an oversized flexible bag is fitted. Due to the fact that the bag is of a greater size than the cross section of the ejection sleeve and due to the stretch and flexibility of the bag, the compressible fibers in the compressed fiber block undergo an expansion process wherein the flexible bag is filled with the compressible fibers to form a strapless bale.

Abstract: A distribution system for a tobacco press is disclosed which includes a distribution conveyor system (50) and distributor blade assembly that includes a first blade mechanism (B) and a second blade mechanism (C). The blade mechanisms are disposed in upper and lower hopper portions (80a, 80b), and distribute tobacco into a charger (30a). The charger includes a vertical chute (32a)and an internal container (34a) which inserts into a tobacco container (22a) which tobacco is distributed and compressed by means of a press head (12a). First blade mechanism (B) includes a primary distributor blade (82) which can be moved in both a linear motion and a pivotal motion to primarily control the deflection and distribution of tobacco. Second blade mechanism (C) may include secondary distributor blades (94) and (96) which, when utilized in combination with primary distributor blade (82), provide for quadrant (a, b, c, d) distribution of tobacco into container (22a).