Abstract: A vacuum cleaner with a battery unit for powering the vacuum cleaner is provided. The battery unit includes a plurality of serially connected battery cells and battery management electronics operatively coupled to the battery cells. Two enclosures are provided on either side of a central axis of the vacuum cleaner, each enclosure including a portion of the plurality of battery cells, and a portion of the battery management electronics operatively coupled to the respective portion of the plurality of the battery cells. A link strap interconnects the portions of the battery management electronics.

Abstract: A method of improving integrity of a computer system includes executing certifiable and qualifiable software applications. The certifiable software application is composed of static program instructions executed sequentially to process input data to produce an output, and the qualifiable software application uses a model iteratively built using a machine learning algorithm to process the input data to produce a corresponding output. The certifiable software application is certifiable for the computer system according to a certification standard, and the qualifiable software application being non-certifiable for the computer system according to the certification standard. The method also includes cross-checking the output by comparison with the corresponding output to verify the output, and thereby improve integrity of the computer system.

Abstract: A disclosed computer-implemented method may include partitioning, based on a social graph representative of social connections among a plurality of users of a social networking system, the plurality of users into a plurality of user buckets. Each user bucket may include at least one user of the social networking system. The method may further include selecting a set of user buckets from the plurality of user buckets, assigning the set of user buckets to a data center included in a networking infrastructure, and routing data sent from a user device associated with a user included in the set of user buckets to the data center. Various other methods, systems, and computer-readable media are also disclosed.

Abstract: The present invention relates to a method for preparing a fat-based flavour concentrate, comprising the following steps: (i) providing a fat/oil base ranging from 40 to 75% w/w and further providing a flavour precursor composition comprising at least one added polyol, at least one added amino compound, at least a dairy ingredient, and at least a particulate processing aid, wherein the ratio of the dairy ingredient to the particulate processing aid is from 1:1 to 4:1 (measured as w/w); (ii) continuous thermal processing of the flavour precursor composition with particulate processing aid suspended in the fat/oil base to generate a fat-based flavour concentrate, wherein heating step is performed in a continuous oil phase at a low moisture content ranging from 0 to 5% added water; and (iii) cooling the fat-based flavour concentrate.

Abstract: A disclosed computer-implemented method may include receiving, via a monitoring infrastructure that monitors an operational state of a networking infrastructure, data representative of the operational state of the networking infrastructure during a period of time. The networking infrastructure may include (1) a plurality of data centers, and (2) at least one point-of-presence (POP) edge node. The method may also include (1) accessing data representative of a set of predefined policies associated with the networking infrastructure, and (2) based on the data representative of the operational state (a) determining a set of edge load factors associated with the edge node, and (b) generating, via a linear solver and further based the set of edge load factors associated with the edge node and the set of predefined policies associated with the networking infrastructure, a routing table for the POP edge node. Various other methods, systems, and computer-readable media are also disclosed.

Abstract: Methods, apparatuses, devices, and systems are disclosed herein for upscaling an input image to a higher resolution while simultaneously converting the image data from a multi-drop state to a binary state. These systems and methods use a probabilistic combination of randomized and biased positioning of inkjet firings in order to yield perceptibly lower graininess in low-coverage areas of output prints without introducing new artefacts.

Abstract: Methods, apparatuses, devices, and systems are disclosed herein for upscaling an input image to a higher resolution while simultaneously converting the image data from a multi-drop state to a binary state. These systems and methods use a probabilistic combination of randomized and biased positioning of inkjet firings in order to yield perceptibly lower graininess in low-coverage areas of output prints without introducing new artefacts.

Abstract: A method of improving integrity of a computer system includes executing certifiable and qualifiable software applications. The certifiable software application is composed of static program instructions executed sequentially to process input data to produce an output, and the qualifiable software application uses a model iteratively built using a machine learning algorithm to process the input data to produce a corresponding output. The certifiable software application is certifiable for the computer system according to a certification standard, and the qualifiable software application being non-certifiable for the computer system according to the certification standard. The method also includes cross-checking the output by comparison with the corresponding output to verify the output, and thereby improve integrity of the computer system.

Abstract: The present invention relates to a method for preparing a fat-based flavour concentrate, comprising the following steps: (i) providing a fat/oil base ranging from 40 to 75% w/w and further providing a flavour precursor composition comprising at least one added polyol, at least one added amino compound, at least a dairy ingredient, and at least a particulate processing aid, wherein the ratio of the dairy ingredient to the particulate processing aid is from 1:1 to 4:1 (measured as w/w); (ii) continuous thermal processing of the flavour precursor composition with particulate processing aid suspended in the fat/oil base to generate a fat-based flavour concentrate, wherein heating step is performed in a continuous oil phase at a low moisture content ranging from 0 to 5% added water; and (iii) cooling the fat-based flavour concentrate.

Abstract: Provided herein are, inter alia, methods and systems for detecting mucus in the lungs of a subject. Aspects provide methods and systems for the diagnosis, prognosis, characterization, detection, and treatment of asthma, chronic obstructive pulmonary disease, and type 2 inflammation.

Abstract: Systems and methods to track and manage individualized redox homeostasis are described. Tracking individualized redox homeostasis detects an increased risk of injury and/or illness thereby allowing appropriate interventions to reduce this risk.

Abstract: The present invention relates to a process for manufacturing a fat-based flavour concentrate obtained by a thermal reaction wherein the process comprises the step of providing a flavour precursor composition comprising at least one polyol and at least one amino compound comprising amino acids, amino acid derivatives and peptides with a dairy ingredient;followed by heating the flavour precursor composition with the dairy ingredient to generate a fat-based flavour concentrate; and cooling the fat-based flavour concentrate.

Abstract: Disclosed is a diagnostic test to determine suitable therapeutic intervention of subjects suffering from subclinical Cushing's syndrome [SCS] and also agents that antagonise the action of cortisol or inhibit excess cortisol production in the treatment of conditions such as SCS in the presence of an adrenal incidentaloma.

Abstract: We disclose a diagnostic test to determine suitable therapeutic intervention of subjects suffering from subclinical Cushing's syndrome [SCS] and also agents that antagonize the action of cortisol or inhibit excess cortisol production in the treatment of conditions such as SCS in the presence of an adrenal incidentaloma.

Abstract: An apparatus and method control fix levels in a printing apparatus. The apparatus can include a media transport configured to transport a media sheet having marking material on at least a first side of the media sheet. The apparatus can include a media sheet rub module configured to rub a rub material against the first side of the media sheet. The apparatus can include a sensor configured to sense marking material on the rub material, the marking material rubbed from the first side of the media sheet onto the rub material. The apparatus can include a controller configured to determine a fix level of marking material on the media sheet based on the sensed marking material on the rub material, the fix level indicating how well the marking material is affixed to the media sheet.

Abstract: An apparatus and method control fix levels in a printing apparatus. The apparatus can include a media transport configured to transport a media sheet having marking material on at least a first side of the media sheet. The apparatus can include a media sheet rub module configured to rub a rub material against the first side of the media sheet. The apparatus can include a sensor configured to sense marking material on the rub material, the marking material rubbed from the first side of the media sheet onto the rub material. The apparatus can include a controller configured to determine a fix level of marking material on the media sheet based on the sensed marking material on the rub material, the fix level indicating how well the marking material is affixed to the media sheet.

Abstract: We disclose a diagnostic test to determine suitable therapeutic intervention of subjects suffering from subclinical Cushing's syndrome [SCS] and also agents that antagonise the action of cortisol or inhibit excess cortisol production in the treatment of conditions such as SCS in the presence of an adrenal incidentaloma.

Abstract: The present invention greatly enhances the user experience when the user is attempting to “teach” an electronic control device the code set used by a remote control unit. In one embodiment, the user is simply instructed to depress a button on the remote control unit. The electronic control device captures the overall waveform of the transmission corresponding to the code representing the depressed button and matches it against codes found in a code set database. If a unique match is found, the full code set data describing the matched code set is retrieved from the code set database and is used by the first electronic control device.

Abstract: An apparatus for paving a narrow gauge trench in a concrete roadway is adapted to be attached to a vehicle having a supply of pressurized hydraulic fluid and includes a frame having opposing ends and operable to be attached to the vehicle. The frame includes a hopper attached at a first end thereof, an auger disposed therein, and a concrete dispensing aperture extending through a lower wall thereof at a second end of the frame opposite the hopper. A strike-off member is hingedly attached to the frame and a roller is hingedly attached to the frame and extends rearwardly of the strike-off member. A hydraulic system is connected to the pressurized hydraulic fluid supply of the vehicle and is operable to control the auger, the roller, and the vertical orientation of the strike-off member and the roller.

Abstract: An apparatus for paving a narrow gauge trench in a concrete roadway is adapted to be attached to a vehicle having a supply of pressurized hydraulic fluid and includes a frame having opposing ends and operable to be attached to the vehicle. The frame includes a hopper attached at a first end thereof, an auger disposed therein, and a concrete dispensing aperture extending through a lower wall thereof at a second end of the frame opposite the hopper. A strike-off member is hingedly attached to the frame and a roller is hingedly attached to the frame and extends rearwardly of the strike-off member. A hydraulic system is connected to the pressurized hydraulic fluid supply of the vehicle and is operable to control the auger, the roller, and the vertical orientation of the strike-off member and the roller.