Abstract: A transcript of a conference (e.g., a video conference, an audio conference, or a telephone call with two or more participants) is processed to extract a conference summary. The transcript includes strings that are associated with respective timestamps and respective speaker identifiers. Speaker segments—sequences of consecutive strings attributed to the same speaker—are identified in the transcript. A speaker segment is selected based on its duration in time and one or more strings are selected from with the selected speaker segment for inclusion in the conference summary. A short video conference summary or a short audio conference summary is then generated using timestamps from the transcript associated with strings (e.g., sentences) that have been selected for inclusion in the conference summary. The short video or audio summary may be presented to users to enable efficient storage and transmission of information from the conference within a unified communications system.

Abstract: A method of generating a consolidated asset inventory database. The method creates a consolidated asset inventory based on asset information obtained from various sources, in which asset objects are associated with various asset attributes. The consolidation includes, for a given network infrastructure asset, identifying asset data from multiple sources relating to the same asset based on common identifier values and combining the identified asset data into a consolidated data representation of the asset associated with the common identifier value(s) and including attributes from the multiple sources. After identifying an asset attribute for which a value in the consolidated asset data representation is missing or invalid, a trained prediction model is applied to other attributes of the asset to generate a predicted value for the identified attribute which is stored in the consolidated asset data representation in the database.

Abstract: A method for calibrating a sensor with respect to a reference trajectory indicating a number of timely successive data values using an encoder/decoder neural network with an encoder function and a successive decoder function. The method includes training the encoder function and the decoder function of the encoder/decoder neural network with respect to a reference trajectory so that a reconstruction error of the reference trajectory at an input of the encoder function and a reconstructed reference trajectory at an output of the decoder function is minimized; training a calibration vector with respect to a sensor trajectory so that a reconstruction error between an output sensor trajectory and a corresponding reference trajectory is minimized, the output sensor trajectory is obtained by applying the calibration vector on the sensor trajectory and the encoder function and decoder function on the the calibrated sensor trajectory; and applying the calibration vector to calibrate the sensor.

Abstract: A method for calibrating a sensor with respect to a reference trajectory indicating a number of timely successive data values using an encoder/decoder neural network with an encoder function and a successive decoder function. The method includes training the encoder function and the decoder function of the encoder/decoder neural network with respect to a reference trajectory so that a reconstruction error of the reference trajectory at an input of the encoder function and a reconstructed reference trajectory at an output of the decoder function is minimized; training a calibration vector with respect to a sensor trajectory so that a reconstruction error between an output sensor trajectory and a corresponding reference trajectory is minimized, the output sensor trajectory is obtained by applying the calibration vector on the sensor trajectory and the encoder function and decoder function on the the calibrated sensor trajectory; and applying the calibration vector to calibrate the sensor.

Abstract: A flow-adjustable shower unit comprises a water path connector, a water outlet assembly, and a connecting base arranged between the water path connector and the water outlet assembly to make the water path connector communicate with the water outlet assembly; the connecting base is a cylindrical cavity, a fixed baffle transversely dividing the cavity of the connecting base is arranged in the connecting base, and a first through groove is formed in the fixed baffle in a penetrating mode; a movable baffle is further movably mounted on the connecting base and abuts against the fixed baffle, and a second through groove is formed in the position, corresponding to the first through groove, of the movable baffle; the overlapping area between the first through groove and the second through groove can be adjusted by adjusting the position of the movable baffle, and thus the flow of the connecting base is adjusted.

Abstract: A flow-adjustable shower unit comprises a water path connector, a water outlet assembly, and a connecting base arranged between the water path connector and the water outlet assembly to make the water path connector communicate with the water outlet assembly; the connecting base is a cylindrical cavity, a fixed baffle transversely dividing the cavity of the connecting base is arranged in the connecting base, and a first through groove is formed in the fixed baffle in a penetrating mode; a movable baffle is further movably mounted on the connecting base and abuts against the fixed baffle, and a second through groove is formed in the position, corresponding to the first through groove, of the movable baffle; the overlapping area between the first through groove and the second through groove can be adjusted by adjusting the position of the movable baffle, and thus the flow of the connecting base is adjusted.

Abstract: A handheld shower unit with the water outlet state switched through a key, comprises a water outlet assembly mounted at one end of a housing and provided with water outlet channels, a water inlet pipe communicates with the water outlet channels through a switching valve which comprises a valve body, the key, a transmission swing rod, a sliding rod, a reset spring, a driving disc, a driving shaft, a ratchet wheel, a pawl, and a water distribution pan which is provided with water distribution holes corresponding to different water inlets; the key is pressed which rotates the transmission swing rod, which pushes the sliding rod, which rotates the driving disc so that the pawl hinged to the driving disc can drive the ratchet wheel to rotate, which then drives the driving shaft and the water distribution pan to rotate. Single-hand operation, high switching speed and high reliability can be achieved.

Abstract: A shower unit, comprises a water inlet assembly and a water outlet assembly mounted on a housing, water outlet channels are arranged on the water outlet assembly, a water inlet and a water outlet are formed in the water inlet assembly, two water inlet channels are arranged in the water inlet assembly, each water inlet channel can communicate with the water inlet and the water outlet independently, and the water outlet channels communicate with the water outlet to spray water; an electromagnetic valve is mounted in one water inlet channel, a circuit board mounted on the housing is electrically connected with a switch, each time the switch is pressed, the circuit board powers on and then powers off the electromagnetic valve after a set delay, which respectively opens and closes the water inlet channel. The water outflow rate of the shower unit can be changed rapidly, and has water-saving effects.