Abstract: The target density prediction method by area comprises of 4 main steps: Step 1: preparing training dataset; Step 2: analyzing time series characteristics of training dataset; Step 3: training the autoregressive integrated moving average model; Step 4: predicting the target density over a defined time period in the future. The chosen method technically analyzes the time series characteristics of historical dataset by monitoring areas, and determines the cycle property, parameters and the autoregressive integrated moving average model to predict the number of targets that have high probability appearing in monitoring area at some point in the future.

Abstract: Implementations relate to an automated assistant that provides and manages output from one or more elements of output hardware of a computing device. The automated assistant manages dynamic adjustment of access permissions to the computing device according to, for example, a detected presence of one or more users. An active-user queue can be established each time a unique user enters a viewing window of a camera of the computing device when, up to that point, no user was considered active. Multiple image frames can be captured via the camera and processed to determine whether an initial user remains in the viewing window and/or whether another user has entered the viewing window. The initial user can be considered active as long as they are exclusively detected in the viewing window. Restricted content associated with the user may be rendered by the computing device whilst the user is active.

Abstract: A method includes calibrating a cytometric device for analysis of a target cell, by inserting, into the cytometric device, a hydrogel particle. The hydrogel particle has at least one of a background fluorescent property or a spectral property that is substantially similar to the at least one of a background fluorescent property or a spectral property of the target cell. The method also includes measuring at least one property of the hydrogel particle using the cytometric device.

Abstract: Techniques are described herein for reducing false positives in vision sensor-equipped assistant devices. In various implementations, initial image frame(s) may be obtained from vision sensor(s) of an assistant device and analyzed to classify a particular region of the initial image frames as being likely to contain visual noise. Subsequent image frame(s) obtained from the vision sensor(s) may then be analyzed to detect actionable user-provided visual cue(s), in a manner that reduces or eliminates false positives. In some implementations, no analysis may be performed on the particular region of the subsequent image frame(s). Additionally or alternatively, in some implementations, a first candidate visual cue detected within the particular region may be weighted less heavily than a second candidate visual cue detected elsewhere in the one or more subsequent image frames. An automated assistant may then take responsive action based on the detected actionable visual cue(s).

Abstract: Methods and apparatus for use of a fill on demand ampoule are disclosed. The fill on demand ampoule may refill an ampoule with precursor concurrent with the performance of other deposition processes. The fill on demand may keep the level of precursor within the ampoule at a relatively constant level. The level may be calculated to result in an optimum head volume. The fill on demand may also keep the precursor at a temperature near that of an optimum precursor temperature. The fill on demand may occur during parts of the deposition process where the agitation of the precursor due to the filling of the ampoule with the precursor minimally effects the substrate deposition. Substrate throughput may be increased through the use of fill on demand.

Abstract: Systems and methods for using solid high-level disinfection chemistries to producing disinfectant solutions. In an embodiment, an apparatus comprises: a first container and a second container. The first container is configured to receive water, sodium percarbonate and tetraacetylethylenediamine. The water, the sodium percarbonate, the tetraacetylethylenediamine react within the first container to produce a mixture comprising peroxyacetic acid. The second container is in fluid communication with the first container, wherein the second container is configured to receive an acid and the mixture. The mixture and the acid mix in the second container to produce a disinfectant solution having a pH between 5.0 and 7.0.

Abstract: Systems, devices and methods are provided for inserting at least a portion of an in vivo analyte sensor, such as a dermal sensor, for sensing an analyte level in a bodily fluid of a subject. An applicator is positioned against a skin surface and a force is applied to the applicator causing at least a portion of a sharp and an in vivo analyte sensor to be positioned in the body of the subject. In particular, disclosed herein are embodiments of applicators designed to prevent premature sharp withdrawal and/or reduce the likelihood of improper sensor insertion. Also disclosed are embodiments of applicators including sharp modules having an angled sharp which can be configured to create an insertion path for a sensor.

Abstract: An apparatus for insertion of a medical device in the skin of a subject is provided, as well as methods of inserting medical devices.

Abstract: An apparatus for insertion of a medical device in the skin of a subject is provided, as well as methods of inserting medical devices.

Abstract: An apparatus for insertion of a medical device in the skin of a subject is provided, as well as methods of inserting medical devices.

Abstract: An apparatus for insertion of a medical device in the skin of a subject is provided, as well as methods of inserting medical devices. Embodiments include removing a substantially cylindrical cap from an inserter to expose a substantially cylindrical sleeve, removing a cover from a substantially cylindrical container holding sensor components, and fitting the sensor components into the inserter.

Abstract: A system includes a sensor applicator, a sensor control device arranged within the sensor applicator and including an electronics housing and a sensor extending from a bottom of the electronics housing, and a cap coupled to one of the sensor applicator and the sensor control device, wherein the cap is removable prior to deploying the sensor control device from the sensor applicator.

Abstract: An apparatus for insertion of a medical device in the skin of a subject is provided, as well as methods of inserting medical devices.

Abstract: A system includes a sensor applicator, a sensor control device arranged within the sensor applicator and including an electronics housing and a sensor extending from a bottom of the electronics housing, and a cap coupled to one of the sensor applicator and the sensor control device, wherein the cap is removable prior to deploying the sensor control device from the sensor applicator.

Abstract: A system includes a sensor applicator, a sensor control device arranged within the sensor applicator and including an electronics housing and a sensor extending from a bottom of the electronics housing, and a cap coupled to one of the sensor applicator and the sensor control device, wherein the cap is removable prior to deploying the sensor control device from the sensor applicator.

Abstract: An apparatus for insertion of a medical device in the skin of a subject is provided, as well as methods of inserting medical devices. Embodiments include removing a substantially cylindrical cap from an inserter to expose a substantially cylindrical sleeve, removing a cover from a substantially cylindrical container holding sensor components, and fitting the sensor components into the inserter.

Abstract: Exemplary methods of semiconductor processing may include depositing a material on a substrate seated on a substrate support housed in a processing region of a semiconductor processing chamber. The processing region may be at least partially defined by the substrate support and a faceplate. The substrate support may be at a first position within the processing region relative to the faceplate. The methods may include translating the substrate support to a second position relative to the faceplate. The methods may include forming a plasma of an etchant precursor within the processing region of the semiconductor processing chamber. The methods may include etching an edge region of the substrate.

Abstract: Techniques are described herein for reducing false positives in vision sensor-equipped assistant devices. In various implementations, initial image frame(s) may be obtained from vision sensor(s) of an assistant device and analyzed to classify a particular region of the initial image frames as being likely to contain visual noise. Subsequent image frame(s) obtained from the vision sensor(s) may then be analyzed to detect actionable user-provided visual cue(s), in a manner that reduces or eliminates false positives. In some implementations, no analysis may be performed on the particular region of the subsequent image frame(s). Additionally or alternatively, in some implementations, a first candidate visual cue detected within the particular region may be weighted less heavily than a second candidate visual cue detected elsewhere in the one or more subsequent image frames. An automated assistant may then take responsive action based on the detected actionable visual cue(s).

Abstract: An apparatus for insertion of a medical device in the skin of a subject is provided, as well as methods of inserting medical devices.

Abstract: An apparatus for insertion of a medical device in the skin of a subject is provided, as well as methods of inserting medical devices. Embodiments include removing a substantially cylindrical cap from an inserter to expose a substantially cylindrical sleeve, removing a cover from a substantially cylindrical container holding sensor components, and fitting the sensor components into the inserter.