Abstract: Among other things, the techniques described herein include a method for receiving a plurality of images of one or more containers while the one or more containers are being emptied, the plurality of images comprising a training set of images and a validation set of images; labeling each image of the plurality of images as including either an overfilled container or a not-overfilled container; processing each image of the plurality of images to reduce bias of a machine learning model; training, and based on the labeling, the machine learning model using the plurality of images; and optimizing the machine learning model by performing learning against the validation set, the optimized machine learning model being used to generate a prediction for a new image of a container, the prediction indicating whether the container in the new image was overfilled prior to the new container being emptied.

Abstract: The invention relates to a power tool that can be held with one hand for reversing, comprising: a casing having a grip part and a manipulation port; a driving device having a control member; the control member is capable of controlling an actuation direction of the driving device; a power source disposed below the driving device and capable of driving the driving device; a reversing assembly disposed at a periphery of the power source and having a reversing member; the reversing member controls the control member to generate changes of displacement, a driving direction of the driving device is changed by action of turning the reversing assembly that is away from the driving device, and there is an appropriate manipulating distance between the grip part and the manipulation port, so that a user is capable of manipulating by holding and reversing the power tool with one hand at a same position.

Abstract: To provide a pouch that allows a displacement of the formation position of a film through portion to be detected. A pouch includes an inner film (70) disposed in a pouch body (20), the inner film (70) including a first fixing portion (71) fixed to a pouch body (20), a second fixing portion (72) fixed to the pouch body (20), an inner placement portion (75) that is disposed in the pouch body (20) without being fixed to the pouch body (20), and a plurality of film through portions (76) penetrating in a film thickness direction, the plurality of film through portions (76) including a first film-through portion (76a) at least partially formed on the first fixing portion (71) and an inner film-through portion (76c) formed on the inner placement portion (75), the first film-through portion (76a) being overlapped on the body film in a bag-making sealing portion (23).

Abstract: An operation assistance system for a work machine includes an operation assistance function and a work assistance function. Both of the operation assistance function and the work assistance function are switchable between enabled and disabled states. When the work assistance function is in an enabled state and when the work area is set outside of the stop area to surround the stop area, the operation assistance system sets the work area as the stop area such that the stop area is extended and overlaid on the work area, and automatically enables the operation assistance function when the operation assistance function is in a disabled state.

Abstract: An organometallic compound and an organic light-emitting device including the same are provided. The organometallic compound is represented by Formula 1: wherein the description of each substituent in Formula 1 is the same as provided in connection with the detailed description.

Abstract: Disclosed is a method with different exemplary embodiments for determining a degree of damage to hair. Said method can comprise the following steps: during the exposure of a hair sample to near-infrared and/or infrared light, recording a spectrum of at least part of the near-infrared and/or infrared light that has interacted with the hair sample, comparing at least part of the spectrum with a spectroscopic calibration model obtained by near-infrared and/or infrared spectra and degrees of damage of a plurality of calibration hair samples, and determining the degree of damage to the hair using said comparison.

Abstract: A stage light fixture with high-accuracy rotary positioning includes a supporting member and a pivoting member pivoted to the supporting member. The pivoting member has at least one light source for generating a lighting effect and is driven to rotate by at least one flat motor. The flat motor includes a stator generating a magnetic field by energization, and a rotor sleeve on the stator and driven by the magnetic field. The pivoting member is fixedly connected with the rotor, and the supporting member is fixedly connected with the stator; or the pivoting member is fixedly connected with the stator, and the supporting member is fixedly connected with the rotor. With respect to the conventional rotating shaft motor, no transmission assembly is provided, a transmission error thus can be avoided to achieve more accurate positioning, and a height of the motor can further be reduced.

Abstract: A method of compensating for stains caused by deterioration of a display device, the display device including an illuminance sensor and a display panel including pixels and an optical fingerprint sensor, the method including determining, while in a test mode of the display device and via the illuminance sensor, whether an illuminance is a reference value or less, emitting, while in the test mode of the display device, first color light from the display panel when the illuminance is the reference value or less, and acquiring, while in the test mode of the display device, afterimage compensation data relating to amounts of deterioration of the pixels by receiving the first color light through an optical fingerprint sensor.

Abstract: An electronic device is provided. The electronic device includes a plurality of antenna modules, and a communication processor.

Abstract: A power control device includes a mode setter configured to effect a change from a normal mode to a low-power mode upon detecting a light load in a burst operation, and a minimum on-period setter configured to, in response to a change to the low-power mode, change the minimum on-period of the switching transistor from a first minimum on-period to a second minimum on-period longer than the first minimum on-period.

Abstract: An active resistor array of a semiconductor memory device comprises a first active resistor in a first active resistor region; a second active resistor in the first active resistor region and arranged in parallel with the first active resistor, and an isolation element layer interposed therebetween; a third active resistor formed in a second active resistor region; a first selection transistor formed in a first selection transistor region and connected to the second active resistor; and a second selection transistor formed in a second selection transistor region and connected to the third active resistor. The first and second selection transistors are connected to the same gate layer. The gate layer of the first and second selection transistors is on the isolation element layer. Since example embodiments may help to ensure the uniformity of the layout pattern, active resistance distribution may be improved due to reduction in process variation.

Abstract: A communication method and a communications apparatus to transmit data of V2X services on appropriate frequency bands, where the method includes: A transmit end determining a layer-2 address pair of a first V2X service based on a frequency band of the first V2X service, where the layer-2 address pair of the first V2X service includes a source layer-2 address of the first V2X service and a destination layer-2 address of the first V2X service, and where the layer-2 address pair of the first V2X service corresponds to the frequency band of the first V2X service; and the transmit end sending data of the first V2X service to a receive end on the frequency band of the first V2X service based on the layer-2 address pair of the first V2X service.

Abstract: A method to form an inductor, the method comprising: forming a metal structure by removing unwanted portions of the metal plate to form a first electrode, a second electrode, and a bare conductor wire between the first electrode and the second electrode, wherein a first thickness of the first electrode is greater than a thickness of the bare conductor wire, and a second thickness of the second electrode is greater than said thickness of the bare conductor wire; and forming a magnetic body to encapsulate the bare conductor wire, and a least one portion of the first electrode and a least one portion of the second electrode.

Abstract: An outdoor unit of an air conditioner includes a housing, a fan inside the housing and configured to cause air to flow and a machine room inside the housing at one side of the fan. A first partition inside the housing includes an inlet hole through which air flow from the fan enters the machine room. A second partition inside the housing, between the fan and the machine room, includes an outlet hole through which air in the machine room is sucked toward the fan. A fan guard is in front of the fan and includes an opening portion on one side of the fan guard that is positioned toward the first partition such that the air flow from the fan moves toward the machine room. A front cover, in front of the first partition, is configured to guide air having passed through the opening portion of the fan guide to the inlet hole of the first partition.

Abstract: A flexible display device includes a flexible display module including a flexible display panel; a first frame and a second frame supporting the flexible display module; and a fixing coupler and an aligning coupler coupling the flexible display module with the first frame and the second frame, and the fixing coupler includes: a first fixing coupler fixing at least a portion of the first frame and at least a portion of the flexible display module; and a second fixing coupler fixing at least a portion of the second frame and at least a portion of the flexible display module, and the aligning coupler includes: a first aligning coupler fixed to another portion of the flexible display module; and a second aligning coupler fixed to another portion of the first frame and detachably coupled to the first aligning coupler.

Abstract: An electronic device with a detachable plug includes a main body and a plug body. The main body has a fitting recess, a first conductive terminal group, and a press portion. The first conductive terminal group is disposed in the fitting recess. The press portion is located on at least one side of the fitting recess, and the press portion is formed by at least one exterior side plate and at least one interior side plate of the main body together. A press space exists between the at least one exterior side plate and the at least one interior side plate. The at least one interior side plate has an opening communicating with the fitting recess, and the at least one exterior side plate has a bump passing through the opening. The plug body is detachably configured in the fitting recess of the main body.

Abstract: Disclosed herein are ropes containing bundles of filaments, where each bundle includes at least 70% by volume of liquid crystal polymer filaments, and where at least one bundle includes liquid crystal polymer filaments of at least 10 denier per filament in size. Also disclosed herein are methods of pulling or lifting an object by applying tension to such a rope connected to the object, where the rope is arranged over a sheave or a non-rotating guide surface, and a ratio of a diameter of the sheave or an effective diameter of the non-rotating guide surface, D, to a diameter of the rope, d, is at least 20:1.

Abstract: An air purifier includes a case having an air inlet and an air outlet, a fan disposed adjacent the air inlet, a UV LED unit and a filter unit arranged over the fan along a flow path of air, and a fluid control structure disposed between the fan and the filter unit.

Abstract: A method for processing floorboards using digital printing, comprising: preparing a base material layer; arranging a printing layer on the base material layer, wherein the printing layer is directly printed by a digital printing apparatus and is formed on a surface of the base material layer; and arranging a protection layer on the printing layer, wherein the protection layer is attached to the printing layer by means of one or a combination of processes selected from roll-coating, shower-coating, spray-coating, transfer-printing and printing, wherein the protection layer displays one or a combination of artistic effects selected from flat, sunken, raised, finely creased, patterned and crackled by means of one or a combination of processes selected from levelling, flatting, printing, embossing, corroding, carving, brushing and crackling.

Abstract: A faucet includes a spout configured to direct fluid into a sink, a camera arranged to capture images of the sink, and a processing circuit. The processing circuit may receive an image from the camera. The image may include an object positioned beneath the spout. The processing circuit may analyze the image received from the camera to assign a classification to the object included in the image. The processing circuit may cause the spout to direct fluid into the sink with fluid flow characteristics that correspond to the classification of the object in the image.