Abstract: A method for making a customized earpiece includes creating a unique identifier associated with a user, scanning an ear of the user with an electronic device that includes at least one camera system that configured to perform three dimensional mapping image scans, associating the unique identifier with one or more scans obtained via the electronic device, receiving, at a database, the one or more scans via transmission from the electronic device, receiving, at the database, one or more earpiece parameters via transmission from the electronic device, forming, via a three-dimensional printer, a mold having an internal configuration corresponding to the one or more scans and the one or more earpiece parameters. The mold can then be utilized to create a custom-fit earpiece that includes customized internal components and other features that match the earpiece parameters provided by the user. A system utilizing the above method is also included.

Abstract: Embodiments presented herein describe a method for processing streams of data of one or more networked computer systems. According to one embodiment of the present disclosure, an ordered stream of normalized vectors corresponding to information security data obtained from one or more sensors monitoring a computer network is received. A neuro-linguistic model of the information security data is generated by clustering the ordered stream of vectors and assigning a letter to each cluster, outputting an ordered sequence of letters based on a mapping of the ordered stream of normalized vectors to the clusters, building a dictionary of words from of the ordered output of letters, outputting an ordered stream of words based on the ordered output of letters, and generating a plurality of phrases based on the ordered output of words.

Abstract: A heat exchanger assembly including a housing with an external air inlet, an external air outlet, an internal air inlet, and an internal air outlet. The heat exchanger assembly further includes a heat exchanger with an angled condenser panel, an angled evaporator panel, and a working fluid. The heat exchanger assembly further includes a first fan positioned at the internal air inlet configured to create an internal airflow through the housing from the internal air inlet to the internal air outlet, and a second fan positioned at the external air inlet configured to create an external airflow through the housing from the external air inlet to the external air outlet. The external airflow is isolated from the internal airflow.

Abstract: In general, in one aspect, embodiments relate to a method that includes assembling a downhole tool from a plurality of subassemblies with a robotic tool assembly disposed on a subsea tree at a sea-floor in a subsea environment. The method may also include introducing the downhole tool into a wellbore, traversing the wellbore with the downhole tool to reach one or more target depths, performing at least a wellbore operation with the downhole tool at the one or more target depths, and retrieving the downhole tool from the wellbore after performing the wellbore operation.

Abstract: In some implementations, a user device may present, on a user interface (UI) associated with a user account, a first UI element. The user device may detect a user interaction, with the user device, indicating the first UI element. The user device may present, on the UI and based on the user interaction, a second UI element, which increases in length in a first direction from a start point, along a closed path around the first UI element and ending at the start point, while the user interaction is being detected. The second UI element completes the closed path when an interaction duration satisfies a duration threshold, which indicates a confirmation of a request for an action associated with the user account. The duration threshold is based on one or more parameters associated with one or more of the action, the user account, or the user interaction.

Abstract: Techniques for performing fine-scale movement tracking of underwater objects are described. A computing device or system may receive timestamps corresponding to acoustic signals detected using an underwater acoustic receiver. The device or system may select a period of a known acoustic transmitter, and generate raw image data plotting the timestamps as graphical elements with respect to a first axis corresponding to linear time, and a second axis having a magnitude corresponding to the selected period. A first machine learning (ML) model may process the raw image data to generate segmented image data include a subset of the graphical elements determined to correspond to the selected period. A portion of the segmented image data, including the graphical elements, may be input to a second ML model to generate image data comprising a subset of the graphical elements corresponding to the selected period.

Abstract: Techniques for performing fine-scale movement tracking of underwater objects are described. A computing device or system may receive timestamps corresponding to acoustic signals detected using an underwater acoustic receiver. The device or system may select a period of a known acoustic transmitter, and generate raw image data plotting the timestamps as graphical elements with respect to a first axis corresponding to linear time, and a second axis having a magnitude corresponding to the selected period. A first machine learning (ML) model may process the raw image data to generate segmented image data include a subset of the graphical elements determined to correspond to the selected period. A portion of the segmented image data, including the graphical elements, may be input to a second ML model to generate image data comprising a subset of the graphical elements corresponding to the selected period.

Abstract: Embodiments presented herein describe a method for processing streams of data of one or more networked computer systems. According to one embodiment of the present disclosure, an ordered stream of normalized vectors corresponding to information security data obtained from one or more sensors monitoring a computer network is received. A neuro-linguistic model of the information security data is generated by clustering the ordered stream of vectors and assigning a letter to each cluster, outputting an ordered sequence of letters based on a mapping of the ordered stream of normalized vectors to the clusters, building a dictionary of words from of the ordered output of letters, outputting an ordered stream of words based on the ordered output of letters, and generating a plurality of phrases based on the ordered output of words.

Abstract: Building panels, assemblies of building panels, and associated methods are provided. A building panel includes a set gypsum core; optionally a filamentous scrim associated with the set gypsum core, said filamentous scrim comprising a mesh constructed of elongated yarns defining a plurality of openings therebetween; and a fibrous mat facer associated with the filamentous scrim. In the panel, the set gypsum core penetrates into at least one of the filamentous scrim or the fibrous mat facer; the panel displays a wind uplift resistance between 90 lb/ft2 and 300 lb/ft2 on a roofing assembly having from between four and six fasteners thereon; a total thickness of the panel is between ¼? and ¾?; the set gypsum core encapsulates the elongated yarns of the filamentous scrim; and/or the panel has a weight ranging from about 1,400 lbs/msf to about 2,600 lb/msf.

Abstract: A polymerisation process for consecutive batch production of a copolyamide comprising terephthalic acid, adipic acid and hexamethylenediamine, said process comprising the steps of: (a) introducing into a batch vessel said copolyamide monomeric units of terephthalic acid, adipic acid and hexamethylenediamine to provide a reaction mixture, (b) introducing into said batch vessel an end-capping agent and at least one comonomer(s) other than terephthalic acid, adipic acid and hexamethylenediamine; (c) subjecting the batch vessel contents to conditions sufficient to form said copolyamide; and (d) recovering said copolyamide product from the vessel, wherein the batch vessel is not cleaned out between batches.

Abstract: A vehicle management system comprising a computer system and an agent. The agent comprises a machine learning model and a rule system. The machine learning model system is trained to receive observations for the vehicle system and select a behavior for the vehicle system in response to receiving the observations. The rule system is configured to select a set of actions to execute the behavior for the vehicle system in response to a selection of the behavior by the machine learning model system.

Abstract: In general, in one aspect, embodiments relate to a method that includes assembling a downhole tool from a plurality of subassemblies with a robotic tool assembly disposed on a subsea tree at a sea-floor in a subsea environment. The method may also include introducing the downhole tool into a wellbore, traversing the wellbore with the downhole tool to reach one or more target depths, performing at least a wellbore operation with the downhole tool at the one or more target depths, and retrieving the downhole tool from the wellbore after performing the wellbore operation.

Abstract: An ultraviolet (“UV”) emission device may emit energy towards a movable surface of a conveyor system. A housing of the UV emission device may attach to a frame of the conveyor system. A lateral edge of the housing may extend across the moveable surface. The housing and a portion of the moveable surface may be inclined with respect to the frame. A barrier bracket of the UV emission device may support an absorptive barrier along the lateral edge, the absorptive barrier configured to contact the moveable surface. In a first position of the barrier bracket, the absorptive barrier contacts the moveable surface and the barrier bracket activates an interlock switch. In a second position of the barrier bracket, the barrier bracket deactivates the interlock switch. Responsive to deactivation of the interlock switch, a controller may provide a control signal to decrease power to the UV energy emission element.

Abstract: A new cultivar of Leucanthemum plant named ‘Real Solar’ that is distinguishable by its vigorous basal-branching and upright plant habit, uniformly long and narrow leaves with prominent dentate margins, a fully expanded inflorescence that is 8.5 cm-9 cm in diameter and is comprised of yellow to cream colored ray florets arranged around a dark mustard-yellow central disc. The ray florets of ‘Real Solar’ are arranged in three concentric whorls with overlapping ray floret petals and are yellow in color when first opening, becoming soft cream in color when fully expanded.