Abstract: A method for interactive explanations in industrial artificial intelligence systems includes providing a machine learning model and a set of test data, a set of training data and a set of historical data simulating a piping and process equipment; predicting a result for the piping and process equipment based on the machine learning model using the set of test data and the set of training data, wherein the set of historical data is used by the machine learning model to predict at least one parameter of the piping and process equipment; and presenting the predicted at least one parameter on a piping and instrumentation diagram of the piping and process equipment.

Abstract: A method for recommending an operational command includes receiving an alarm from a sensor and/or an operator; obtaining the current state of the plant that includes a current process value and/or operational command; comparing the current state to a list of historic states, each comprising a plurality of historic process values and/or historic operational commands; when the current state matches a subset of at least one of the historic states, starting a simulation and running a plurality of simulations, each based on a variation of at least one of the historic operational commands; determining, for each simulation of the plurality of simulations, a quality value, based on at least one quality criterion; and recommending the variation of the operational command that resulted in the simulation with the highest quality value.

Abstract: A method for deciding on a machine learning model result quality based on the identification of distractive samples in the training data includes providing a first result of the model based on initial training data; determining a first performance of the first result of the model; logging input data; providing a second result of the model based on initial training data and the input data, determining a second performance of the second result of the model and thereon based identifying erroneous data within the input data and/or the training data.

Abstract: A method for enabling user feedback and summarizing return of investment for machine learning systems includes providing a training data set and an initial machine learning model; providing a result of the initial machine learning model; receiving feedback on the result of the initial machine learning model from a user enriching the training dataset based on the feedback to an enriched data set; and retraining the initial machine learning model to a retrained machine learning model based on an enriched data set.

Abstract: A method for explanation of machine learning results based on using a model collection includes training at least two machine learning models with at least two competing strategies for the at least one dataset; and using the least two machine learning models to yield at least two different predictions and/or at least two explanations for the at least one dataset.

Abstract: A valve unit comprises an operating piston for closing and opening a connection between a process pressure input line and a process pressure output line, at least one control line and at least one control chamber for controlling the operating piston. The operating piston has a closing ring which in the closed state of the connection sealingly abuts a valve seat of the valve housing (or the valve housing has a closing ring which in the closed state of the connection sealingly abuts against a valve seat of the operating piston). The valve seat consists of a softer and more elastic material than a circumferential sealing edge abutting said valve seat. An annular sealing element is present which comprises the valve seat. The sealing element has the shape of a truncated cone with an outwardly widening base.

Abstract: A process for producing a coated transition metal oxide involves subjecting a transition metal oxide and a pyrogenically produced lithium titanate and/or pyrogenically produced lithium aluminate to dry mixing. A coated transition metal oxide is obtainable by this process; and cathode for a lithium ion battery and a lithium ion battery containing such coated particles is useful.

Abstract: A laundry treating appliance includes a chassis defining an interior and having a front panel defining a front panel opening. A rotatable treating chamber is located within the interior and accessible through the front panel opening. A door assembly is mounted to the chassis for movement between opened and closed positions to selectively open or close the front panel opening. The door assembly includes a window or panel slidable between first and second positions.

Abstract: A laundry appliance includes a cabinet defining an aperture in a front surface thereof. A drum is disposed within the cabinet. The drum defines an access opening that aligns with the aperture. A door is coupled to the cabinet and is operable between closed and opened positions relative to the aperture. A bellows extends along a perimeter of the aperture and proximate the access opening. A deflector extends along at least a portion of the perimeter of the aperture. The deflector extends into an interior of the drum over the bellows.

Abstract: A laundry treating appliance includes a chassis defining an interior and having a front panel defining a front panel opening. A rotatable treating chamber is located within the interior and accessible through the front panel opening. A door assembly is mounted to the chassis for movement between opened and closed positions to selectively open or close the front panel opening. The door assembly includes a window or panel slidable between first and second positions.

Abstract: A laundry appliance includes a cabinet that has a front panel. A tub is positioned within the cabinet. A door is coupled to the front panel of the cabinet. The door moves vertically between a closed position and an opened position. A bellows assembly is coupled to the front panel. The bellows assembly extends between the cabinet and the tub. A sealing assembly includes a first seal and a second seal that are each coupled to the bellows assembly.

Abstract: A laundry appliance includes a cabinet defining an aperture in a front surface thereof. A drum is disposed within the cabinet. The drum defines an access opening that aligns with the aperture. A door is coupled to the cabinet and is operable between closed and opened positions relative to the aperture. A bellows extends along a perimeter of the aperture and proximate the access opening. A deflector extends along at least a portion of the perimeter of the aperture. The deflector extends into an interior of the drum over the bellows.

Abstract: A laundry appliance includes a cabinet that has a front panel. A tub is positioned within the cabinet. A door is coupled to the front panel of the cabinet. The door moves vertically between a closed position and an opened position. A bellows assembly is coupled to the front panel. The bellows assembly extends between the cabinet and the tub. A sealing assembly includes a first seal and a second seal that are each coupled to the bellows assembly.

Abstract: A combination washer/dryer appliance is described that includes a tub mounted within an appliance housing and a drum rotatably supported within the tub. A seal assembly that closes an air gap between a rear drum wall and a rear tub wall is mounted to the drum. The seal assembly includes a resilient flap and a travel limiter, which limits the amount of deflection of the resilient flap, thereby defining a maximum deflection limit for the resilient flap.

Abstract: A laundry appliance includes a cabinet that has a front panel. A tub is positioned within the cabinet. A door is coupled to the front panel of the cabinet. The door moves vertically between a closed position and an opened position. A bellows assembly is coupled to the front panel. The bellows assembly extends between the cabinet and the tub. A sealing assembly includes a first seal and a second seal that are each coupled to the bellows assembly.

Abstract: A laundry appliance includes a cabinet that has a front panel. A tub is positioned within the cabinet. A door is coupled to the front panel of the cabinet. The door moves vertically between a closed position and an opened position. A bellows assembly is coupled to the front panel. The bellows assembly extends between the cabinet and the tub. A sealing assembly includes a first seal and a second seal that are each coupled to the bellows assembly.

Abstract: A laundry treating appliance includes a chassis defining an interior and having a front panel defining a front panel opening. A rotatable treating chamber is located within the interior and accessible through the front panel opening. A door assembly is mounted to the chassis for movement between opened and closed positions to selectively open or close the front panel opening. The door assembly includes a window or panel slidable between first and second positions.

Abstract: A laundry appliance includes a cabinet defining an aperture in a front surface thereof. A drum is disposed within the cabinet. The drum defines an access opening that aligns with the aperture. A door is coupled to the cabinet and is operable between closed and opened positions relative to the aperture. A bellows extends along a perimeter of the aperture and proximate the access opening. A deflector extends along at least a portion of the perimeter of the aperture. The deflector extends into an interior of the drum over the bellows.

Abstract: A laundry treating appliance includes a chassis defining an interior and having a front panel defining a front panel opening. A rotatable treating chamber is located within the interior and accessible through the front panel opening. A door assembly is mounted to the chassis for movement between opened and closed positions to selectively open or close the front panel opening. The door assembly includes a window or panel slidable between first and second positions.

Abstract: A laundry appliance includes a cabinet defining an aperture in a front surface thereof. A drum is disposed within the cabinet. The drum defines an access opening that aligns with the aperture. A door is coupled to the cabinet and is operable between closed and opened positions relative to the aperture. A bellows extends along a perimeter of the aperture and proximate the access opening. A deflector extends along at least a portion of the perimeter of the aperture. The deflector extends into an interior of the drum over the bellows.