Abstract: Systems and methods for implementing a reinforcement machine learning framework for dynamic demand forecasting. A method includes generating estimated booking data for an initial time with a demand model trained using a training set of historical booking data. A variance is detected between the estimated booking data and transient booking data observed at the initial time that exceeds a defined threshold. In response to detecting the variance, a reinforcement learning service is activated. An updated training set including enhanced booking data observed at a subsequent time is created after activating the reinforcement learning service. A parameter of the demand model is updated by training the demand model using the updated training set.

Abstract: Systems and methods for implementing a machine learning framework for demand shock detection for dynamic demand forecasting. A method includes generating predicted booking observations with a demand model trained using a training set of historical booking data. Transient booking observations are obtained from an active database. An observed likelihood score is computed from the transient booking observations based on the demand model trained on the historical booking data. A demand shock threshold is computed based on the statistical relationship between a time to detection of the demand shock event and at least one shock detection criterion. An occurrence of a demand shock event is determined by comparing the observed likelihood score to the demand shock threshold.

Abstract: A tyre for off-road motorcycles has a tread band provided with blocks, a carcass structure with crossed plies and at least one zero degree belt layer with limited angular extension, i.e., a zero degree belt layer which does not extend up to the axially outer edges of the tread band.

Abstract: A tyre for off-road motorcycles has a tread band provided with blocks, a carcass structure with crossed plies and at least one zero degree belt layer with limited angular extension, i.e., a zero degree belt layer which does not extend up to the axially outer edges of the tread band.

Abstract: A transmission assembly of a motor vehicle is provided with a gearbox having a motion output shaft, whose end 5 carries, in fixed position, a sprocket wheel, coupled to the crown of a differential to transmit motion from the gearbox to the drive wheels; a drive chain or belt transmits motion from the sprocket wheel to the crown, making the output shaft and the crown turn in the same 10 rotation direction; the crown and the sprocket wheel (5) are interchangeable with a toothed crown and a gear directly meshing with the same transmission ratio.

Abstract: A structure insulated for example by expanded polyurethane or the like, such as a refrigerator cabinet or freezer cabinet, comprises a plurality of compartments separated from each other by an interspace, the insulating material injected into said structure enclosing said compartments on all sides except the access side and positioning itself in the interspace. At opposing ends of said interspace there are positioned separator means openable in the manner of an envelope and arranged to separate, during its injection into the structure, the insulating material directed around the compartments from that directed into the interspace, said separator means comprising a flat portion parallel to the sides of the insulated structure.