Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for jointly learning the architecture of a neural network during the training of the neural network. In particular, the architecture of the neural network is learned using differentiable parametric masks.

Abstract: Embodiments provide a liquid handling system arranged for preparation of small volume liquid formulations and dispensing these into output vessels. The system can be utilised for a variety of low volume liquid formulation preparation applications, with cell therapies being one example application.

Abstract: Techniques for control of an instrument include a device having an actuator. To perform an operation with an instrument coupled to the actuator, the instrument is operated according to a state machine by: transitioning the instrument from a gripped state to a clamped state in response to receiving a clamp command; transitioning the instrument from the clamped state to a firing state in response to receiving a fire command; transitioning the instrument from the firing state to a pause state in response to detecting a stall in the actuator used to actuate the instrument; transitioning the instrument from the pause state to a stop firing state in response to a pause limit being reached; and transitioning the instrument from the pause state to the firing state in response to the actuator beginning to move again or after a first predetermined period of time has elapsed since entering the pause state.

Abstract: A method of monitoring a heating operation on a component by a flame torch, including the steps of producing a flame with the flame torch, rotating the component with respect to the flame so that a circular weld is created on the component, and providing a first sensor that is operatively engaged with the component so that the first sensor monitors rotation or non-rotation of the components.

Abstract: Provided is a weatherproof enclosure for an electro-optic infrared camera core with male lens threads and exposed electronics. The enclosure includes a lens cover with female threads, a front and rear main body, a first and second gasket, a cable gland opening in the rear main body, and mounting holes. The female threads attach to the male threads to secure the lens cover to the front main body. The gaskets create a weatherproof seal, and the cable gland opening enables power and data cabling to pass to the exterior of the enclosure. The mounting holes permit attachment to a variety of surfaces. An alternative internal compression bracket can be used to secure a variety of OEM camera modules that all utilize the same bolt pattern. The enclosure provides superior protection from water intrusion and impact forces, permitting camera use in austere environments.

Abstract: Embodiments include methods for generating automated responses to event feed items in a multiplatform collaboration system. The methods can include receiving event notifications for events generated at a respective application service of a set of applications services, rendering a set of event cards corresponding to the events, and identifying a subset of event cards that include an update to a comment field. Methods include generating, for each event card in the subset of event cards, a comment field and causing the client device to display event cards of the set of event cards in an event feed. Methods include a, in response to a user selecting a reply option in an event card, causing the client device to launch an application platform associated with the application service and generate a response interface including a pre-populated response comment.

Abstract: A lever for adjusting output of a hybrid-electric powerplant of an aircraft includes a lever configured to move over an overall range of positions. Movement of the lever adjusts the output of the hybrid-electric powerplant between at least two modes of operation. In a first subset of positions within the overall range of positions, the hybrid electric powerplant is configured to operate an engine having a mechanical output, output first electrical energy from a motor/generator driven by the mechanical output of the engine, and drive a propulsion mechanism by the mechanical output of the engine. In a second subset of positions within the overall range of positions, the hybrid electric powerplant is configured to operate the engine having the mechanical output, receive second electrical energy at the motor/generator, drive the mechanical output with the motor/generator using the second electrical energy, and drive the propulsion mechanism by the mechanical output.

Abstract: An aerial analysis system including an image gathering unit that gathers images of a field, an image analysis unit that analyzes images gathered by the image gathering unit, an information display unit that visualizes images identified in the gathered images, an information gathering unit that gathers information related to each gathered image, and a rule unit that generates a digital twin of the field based on the analyzed images and gathered information.

Abstract: The present disclosure provides compositions and methods that permit detection of nucleic acids in samples (e.g., biological and/or environmental samples). The present disclosure describes “split reporter” sensor system technologies.

Abstract: Systems and methods are described for evaluating and gamifying maintenance for a property by a user. The method may include: (1) retrieving training data captured by one or more sensors associated with one or more properties or one or more users; (2) retrieving at least one of home data for a property or user data for a user; (3) determining, using a machine learning model, home score factors based upon at least one of the home data or the user data, wherein the machine learning model is trained with the training data; (4) generating, based upon the home score factors, a home score for the property; (5) determining, based upon at least one of the home data or the user data, difference factors between the property and a previous property associated with the user; and (6) causing a user device to display the home score and difference factors.

Abstract: Techniques for collecting, synchronizing, and displaying various types of data relating to a road segment enable, via one or more local or remote processors, servers, transceivers, and/or sensors, (i) enhanced and contextualized analysis of vehicle events by way of synchronizing different data types, relating to a monitored road segment, collected via various different types of data sources; (ii) enhanced and contextualized analysis of filed insurance claims pertaining to a vehicle incident at a road segment; (iii) advantageous machine learning techniques for predicting a level of risk assumed for a given vehicle event or a given road segment; (iv) techniques for accounting for region-specific driver profiles when controlling autonomous vehicles; and/or (v) improved techniques for providing a GUI to display collected data in a meaningful and contextualized manner.

Abstract: Systems and methods are described for evaluating and gamifying maintenance for a property by a user. The method may include: (1) retrieving first home data for a first property and second home data for a second property, wherein a user is associated with the first property; (2) calculating, using a trained machine learning evaluation model, one or more second home score factors based upon the second home data; (3) detecting that the user is to be associated with the second property; (4) detecting, based upon the first home data and the second home data, one or more local environmental differences between the first property and the second property; and (5) generating a learning module for the user for improving or maintaining the one or more second home score factors based upon the one or more local environmental differences.

Abstract: An occupant or object sensing system in a vehicle includes electrical circuits for resistive and/or capacitive sensing and corresponding circuits shielding the sensing system from interference. A sensing circuit and a shielding circuit may be printed by screen printing with conductive ink on opposite sides of a non-conductive substrate. The substrate is a plastic film or other fabric that has an elastic memory structure that is resilient to stretching. The conductive inks used to print circuits onto the substrate have a similar resilience to stretching such that the substrate and the circuits thereon can be subject to deforming forces without breaking the printed circuits. The substrate may be covered with a carbon polymer layer to provide alternative conductive paths that enable fast recovery for conduction in the presence of any break in the printed conductive traces on the substrate.

Abstract: Apparatus and methods for page-based soft post package repair are disclosed. Based on data stored in a storage element, an address may be decoded to a prime row, a row-based redundant row, or a page-based redundant row. A match logic circuit may determine whether the address corresponds to a defective prime row and generate a match signal. A decoder can select a redundant row to be accessed instead of a prime row in response to the match signal indicating that the address data corresponding to the address to be accessed matches defective address data stored in a volatile memory. A page-based redundant row allows for page-by-page substitution for defective memory, allowing functional portions of memory to continue to be used.

Abstract: Devices and methods that can detect and control an individual polymer in a mixture is acted upon by another compound, for example, an enzyme, in a nanopore are provided. The devices and methods also determine (˜>50 Hz) the nucleotide base sequence of a polynucleotide under feedback control or using signals generated by the interactions between the polynucleotide and the nanopore. The invention is of particular use in the fields of molecular biology, structural biology, cell biology, molecular switches, molecular circuits, and molecular computational devices, and the manufacture thereof.

Abstract: A medical instrument comprising: (a) a first joint comprising a first member and a second member, the first member configured to be repositionable with respect to the second member in a first degree of freedom; (b) a second joint operatively coupled to the first joint, the second joint comprising a third member and a fourth member, the third member configured to be repositionable with respect to the fourth member in a second degree of freedom; (c) a pair of repositionable jaws operatively coupled to the first joint and the second joint; (d) an open-ended occlusion clip detachably mounted to the pair of repositionable jaws; and, (e) a controller operatively coupled to the first joint, the second joint, and the pair of repositionable jaws, the controller including a first control configured to direct repositioning of at least one of the first member and the second member, and a second control configured to direct repositioning of at least one of the third member and the fourth member, and a third control config

Abstract: A system and method of variable velocity control of an instrument by a computer-assisted device includes a computer-assisted device that includes an actuator and one or more processors. To perform an operation with an instrument coupled to the computer-assisted device, the one or more processors are configured to set a velocity set point of the actuator to an initial velocity, monitor force or torque applied by the actuator to actuate the instrument, when the applied force or torque is above a first force or torque limit, determine whether a total duration of a set of pauses occurring during the operation of the instrument is below a maximum pause threshold, and in response to determining that the total duration is below the maximum pause threshold, pause the operation of the instrument.

Abstract: A dispensing tip assembly includes a foodstuff additive dispenser for a pressurized foodstuff container. A tip body of the dispensing tip assembly may have low pressure zone in which fluid pressure is lower than fluid pressure upstream of the low pressure zone as flowable foodstuff from the foodstuff container flows through the internal flow passage toward an open downstream end of the tip body. The dispenser tip assembly may include one or more of duckbill valves tethered to one another, and/or a plurality of injection ports and/or structure for one-direction dispensing, and/or internal fins to couple to an actuator of the foodstuff container, and/or an anti-rotation device, and/or a collar for attaching a bulb or pod of the tip body, and/or an ergonomic and functional bulb.

Abstract: Bioreactors and methods for growing a chemoautotrophic culture of a microorganism, such as a hydrogen-oxidizing or carbon monoxide-oxidizing microorganism, are provided. The bioreactors and methods provide for enhanced growth and productivity of microorganisms that use gaseous sources of carbon and energy and provide an environment for carbon fixing to produce organic molecules of interest and/or biomass. The present bioreactors and methods achieve enhanced growth with respect to cell density, culture duration and/or growth rate, while maintaining safe operating conditions.

Abstract: Provided is a chamber configuration for a reverse flow centrifuge, and a reverse flow centrifuge system configured for low fluid volume and small radius rotation. The compact reverse flow centrifuge system has a reusable subsystem and a single use replaceable subsystem. The replaceable subsystem comprises a separation chamber, fluid delivery manifold and rotational mounting connecting the separation chamber to the fluid manifold. The single use replaceable subsystem provides a closed environment for execution of reverse flow centrifugation processes. The separation chamber has a substantially conical fluid enclosure portion connected to a neck portion, and a dip tube extends centrally through the conical fluid enclosure to provide a fluid path to the tip of the conical fluid enclosure.