Abstract: A counterweight for an elevator system has an asymmetrical cross section in a horizontal sectional plane. The asymmetrical cross section results in an improved connection of the counterweight to a guide rail, a reduction in a number of components, in particular guide rails, for the elevator system, and a reduction in an installation space for the elevator system thereby simplifying installation of the elevator system.

Abstract: An elevator rail guides moving bodies of an elevator system. The moving bodies serve in particular as a car for the transport of people or goods or as a counterweight. The elevator rail has more than one guide contour including a guide contour 6 that interacts with a guide shoe such that in a first horizontal direction, a relative horizontal movement between the guide contour and the guide shoe is delimited at least on one side, and such that in a second horizontal direction, perpendicular to the first horizontal direction, a relative horizontal movement between guide contour and the guide shoe is delimited on both sides. The elevator rail has a hollow cross section bordered in a closed manner. The elevator rail has at least three of the guide contours that are formed on the outer surface of the elevator rail.

Abstract: A universal bracket for a rail system includes a positionable and alignable main support and at least one mounting point for at least one rail of the rail system. The main support has two guides that are inseparably connected to the main support in order to guide one plumb bob in each case, the mounting point and the guides being arranged in fixed positions relative to one another.

Abstract: A positioning aid positions a nut on a guide rail of an elevator system, the guide rail being formed as a hollow rail, the hollow rail having a plurality of elongated holes arranged one behind the other in the longitudinal direction of the hollow rail in order to be fastened to a guide rail holder. The positioning aid includes an elongate fastening portion to which at least one nut is fastened and which is dimensioned such that it can be passed through one of the elongated holes together with the at least one nut and moved within the hollow rail. The positioning aid also includes a holding portion for holding the fastening portion, the holding portion being fastened to one end of the fastening portion and being configured to be wider than the elongated hole.

Abstract: A computer-implemented system and method for training a neural network with enforced monotonicity are disclosed. An example system includes at least one processor and memory in communication with said at least one processor, wherein the memory stores instructions for providing a data model representing a neural network for predicting an outcome based on input data, the instructions when executed at said at least one processor causes said system to: receive a feature data as input data; predict an outcome based on the input data using the neural network; compute a loss function based on the predicted outcome and an expected outcome associated with the input data, the loss function being dependent on a monotonicity penalty ? computed based on a set of training data including the feature data and on a set of random data; and update weights of the neural network based on the loss function.

Abstract: A system for machine learning architecture for time series data prediction. The system may be configured to: maintain a data set representing a neural network having a plurality of weights; obtain time series data associated with a data query; generate, using the neural network and based on the time series data, a predicted value based on a sampled realization of the time series data and a normalizing flow model, the normalizing flow model based on a latent continuous-time stochastic process having a stationary marginal distribution and bounded variance; and generate a signal providing an indication of the predicted value associated with the data query.

Abstract: An elevator system, suitable both for normal operating situations and for emergency situations, includes an elevator car that can be displaced directly or indirectly within an elevator shaft, a guide means that is connected to the elevator car, a derailment protection device that is connected to the elevator car, and a guide rail that has a first subregion which works together with the guide means and is used to guide the elevator car along the guide rail, and that has a second subregion which works together with the derailment protection device. A clearance between the derailment protection device and the second subregion of the guide rail is large enough that the derailment protection device and the second subregion of the guide rail remain spaced apart from each other during the normal operating situations.

Abstract: A counterweight for an elevator system has an asymmetrical cross section in a horizontal sectional plane. The asymmetrical cross section results in an improved connection of the counterweight to a guide rail, a reduction in a number of components, in particular guide rails, for the elevator system, and a reduction in an installation space for the elevator system thereby simplifying installation of the elevator system.

Abstract: Methods are provided for automatically analyzing and understanding activities and interactions. One method comprises receiving at least location information for one or more individual objects in a scene at a given time; applying at least one machine learning or artificial intelligence technique to automatically learn an informative representation of location trajectory data for each object; and identifying and analyzing individual and group activities in the scene based on the trajectory data.

Abstract: A method for fastening a rail of an elevator system to a bearing element fixed in an elevator shaft utilizes a clamp set having a clamp and a spacer. The clamp is arranged on a side part of a rail foot arranged on the bearing element whereby the clamp connects to the bearing element in a fastening zone of the clamp and a contact zone of the clamp is situated on a bearing side on an upper face of the side part. The spacer defines a mounting distance between the contact zone and the bearing side such that the clamp is partly elastically and plastically deformed in the fastening zone when connected. The spacer is then at least partially removed so that a distance between the contact zone and the bearing side is reduced.

Abstract: A machine (1) for dispensing a beverage (2) includes: a beverage outlet (3) that is located above a dispensing area (4); a machine body or frame (5) having a first connecting part (51) and bearing the beverage outlet (3); and a recipient support (6) having a second connecting part (61) and a support member (62) held by the second connecting part (61). The second connecting part (61) is disconnectably connectable to the first connecting part (51) so that the support member (62) extends into the dispensing area (4) to support a beverage user-recipient (7) under the beverage outlet (3). The first connecting part (51) and the second connecting part (61) have a connection member and a connection receiver arrangement for disconnectably connecting the parts (51,61) such that: the first connecting part forms a connection member and the second connecting part forms a connection receiver; and/or the first connecting part (51) forms a connection receiver and the second connecting part (61) forms a connection member.

Abstract: Systems and methods for machine learning architecture for time series data prediction. The system may include a processor and a memory storing processor-executable instructions. The processor-executable instructions, when executed, may configure the processor to: obtain time series data associated with a data query; generate a predicted value based on a sampled realization of the time series data and a continuous time generative model, the continuous time generative model trained to define an invertible mapping to maximize a log-likelihood of a set of predicted values for a time range associated with the time series data; and generate a signal providing an indication of the predicted value associated with the data query.

Abstract: The invention concerns a unit for controlling transmission of power to a thermal conditioning device e.g. for coffee machine, comprising a controller with a start-up profile for starting-up the device from a temperature of inactivity to an operative temperature for bringing to a target temperature a fluid circulating through said device at start-up end, the controller being arranged to allow circulation of fluid through the device at start-up end and to compare the determined temperature of fluid circulated at start-up end to the target temperature and derive a temperature difference therefrom. The start-up profile has at least one parameter and in that the controller has a self-learning mode for adjusting the parameter as a function of the temperature difference and to store the adjusted parameter for a subsequent starting-up of the device. The invention concerns in particular a method for optimized heating up of a coffee machine.

Abstract: A machine (1) for preparing a beverage from at least one ingredient (2) comprises: an ingredient processing module (3); an ingredient passage (4) having an ingredient mouth (41) for inserting along an insertion direction (42) an ingredient from outside such machine (1) into the ingredient processing module; and a cover (5) pivotable between a position covering the ingredient passage and a position uncovering the ingredient passage, The cover (5) is pivotable about a pivoting axis (51) that is generally parallel to the insertion direction (42) and/or that is generally perpendicular to the mouth (41) of the passage (4).

Abstract: A motorized beverage machine (1) has: —activation means that comprise a motor (3); and —a brewing unit (2) that comprises a first assembly (13) and a second assembly (14) cooperating together, each assembly delimiting part of a brewing chamber (29) for containing an ingredient capsule (30). At least one of these assemblies (14) is: —movable away from the cooperating assembly (13) into an open position within the machine for forming between the assemblies a passage (31) for inserting into and/or removing from the brewing unit the ingredient capsule; and —movable to the cooperating assembly into a closed position for forming the brewing chamber. The motor is a low power motor configured to: —generate a maximum torque of no more than 50 mNm; and/or —consume a maximum power of no more than 50 W, for driving the movable assembly between the open and closed positions.

Abstract: A method for fastening a rail of an elevator system to a bearing element fixed in an elevator shaft utilizes a clamp set having a clamp and a spacer. The clamp is arranged on a side part of a rail foot arranged on the bearing element whereby the clamp connects to the bearing element in a fastening zone of the clamp and a contact zone of the clamp is situated on a bearing side on an upper face of the side part. The spacer defines a mounting distance between the contact zone and the bearing side such that the clamp is partly elastically and plastically deformed in the fastening zone when connected. The spacer is then at least partially removed so that a distance between the contact zone and the bearing side is reduced.

Abstract: A system and method are provided for object tracking in a sequence of images of a scene acquired by an imaging device. The method includes generating a representation of an object and its surroundings; generating a tracking score based on the representation of the object and its surroundings, and a classification scheme; detecting a peak in the tracking score corresponding to a location of the object in the image; and adjusting the representation of the object and its surroundings and the classification scheme according to one or more new appearances of the object.

Abstract: A combination of a flow meter and printed circuit board or flex-print for a liquid food or a beverage preparation machine, which board or flex-print is rigidly connected to the flow meter. This combination is used in a liquid food or beverage preparation machine that includes an in-line heating device in which machine liquid is circulated through the heating device and then guided into a brewing chamber that includes a capsule or pod housing for brewing a food or beverage ingredient supplied into the brewing chamber.

Abstract: A liquid food or beverage preparation machine that includes a fluid arrangement and a printed circuit board for controlling one or more functions of the fluid arrangement, with the printed circuit board being enclosed within a substantially impervious housing to protect the printed circuit board from fluid or vapor emissions from the fluid arrangement.

Abstract: Methods are provided for automatically analyzing and understanding activities and interactions. One method comprises receiving at least location information for one or more individual objects in a scene at a given time; applying at least one machine learning or artificial intelligence technique to automatically learn an informative representation of location trajectory data for each object; and identifying and analyzing individual and group activities in the scene based on the trajectory data.