Abstract: Systems and methods of the present disclosure enable automated roof planning using a processor. The processor receives a digital image of a roof of a structure and models each roof plane of the roof to generate a roof model. The processor determines dimensions of each roof plane based on the roof model. The processor retrieves roofing accessory data from a database, the roofing accessory data solar roofing accessory part identifiers and solar roofing accessory part performance characteristics for solar roofing accessories. The processor simulates multiple candidate roof layouts based on the dimensions of each roof plan and the solar roofing accessory parts and determines a utilization prediction for each candidate layout. Based on each utilization prediction, the processor determines a particular roof layout having selected solar roofing accessory parts, and generates a solar roof design, including a list of materials, for the particular roof layout.

Abstract: Hot restart of a hypervisor by replacing a running first hypervisor by a second hypervisor with minimally perceptible downtime to guest partitions. A first hypervisor is executed on a computing system. The first hypervisor is configured to create one or more guest partitions. During the hot restart, a service partition is generated and initialized with a second hypervisor. At least a portion of runtime state of the first hypervisor is migrated and synchronized to the second hypervisor using inverse hypercalls. After the synchronization, the second hypervisor is devirtualized from the service partition to replace the first hypervisor. Devirtualizing includes transferring control of hardware resources from the first hypervisor to the second hypervisor, using the previously migrated and synchronized runtime state.

Abstract: Cloud-based methods and systems for content sharing are disclosed. In some embodiments, the systems may include one or more processors configured to: receive, from a client device, an instruction for sharing a designated digital asset; retrieve the designated digital asset from a storage device; determine provenance of the designated digital asset based on metadata of the designated digital asset; generate authentication information based on the provenance of the designated digital asset; identify sensitive information in the designated digital asset; generate a redacted version of the designated digital asset by modifying content of the designated digital asset to alter the identified sensitive information; and provide the redacted version and authentication information of the designated digital asset to a recipient of the designated digital asset.

Abstract: A retrofittable rear aft suspension assembly comprises an air spring retained between an air spring upper mount and an air spring lower mount. The air spring lower mount is attached to the leaf spring or axle, while the air spring upper mount is attached to the vehicle chassis through U-bolts, quarter turn nuts, C-straps or an adjustable chassis hook. This allows an installer to quickly install and remove an air spring to a wide variety of chassis types without having to access the difficult-to-reach regions behind the chassis, or damage the chassis through welding, cutting or drilling additional holes. A cradle extends from the air spring upper mount under the chassis to carry the majority of the vertical load from the air spring to the bottom of the chassis.

Abstract: A combination default write-blocking system may include a host computer. The host computer may include at least one general storage device storing program instructions for a blocking driver assembly and a host processor configured as the blocking driver assembly while executing the program instructions for the blocking driver assembly. A connection interface device physically separate from the host processor, and the connection interface device is configured to be operatively coupled to the host processor and to a protected storage device physically separate from the general storage device, receive a communication from the blocking driver assembly, and establish communication between the protected storage device and the host processor after receiving the communication from the blocking driver assembly. The blocking driver assembly is further configured to communicate with the connection interface device and conditionally allow a host computer process to alter data stored on the protected storage device.

Abstract: A method for treating a forage to increase digestibility by a ruminant comprises providing a forage for a ruminant comprising a level of ammonia that is from 0.0% to about 1.4% of dry matter (wt/wt). An alkali is applied at a dosage of from about 0.25% to about 0.75% of dry matter (wt/wt) to the forage. At least one exogenous carbohydrase enzyme is applied to the forage after application of the alkali and the forage is subsequently fed to the ruminant.

Abstract: Embodiments of golf club heads and methods to manufacture golf club heads are generally described herein. In one example, a golf club head includes a body portion having a toe portion, a heel portion, a front portion, a rear portion, a top portion, and a sole portion. A retention cavity is located at the sole portion and includes an opening and a plurality of interior side walls connected to the opening. The plurality of interior side walls define two or more ball retention areas configured to frictionally engage at least a portion of a golf ball within the retention cavity. The two or more ball retention areas are located at or proximate the opening and frictionally engage the golf ball along a ball circumference located above an equator of the golf ball. Other examples and embodiments may be described and claimed.

Abstract: Presented herein are embodiments of systems and methods for training a system and for using a trained system to generate super-resolution imagery from low-resolution imagery. Embodiments for generating super-resolution imagery from low-resolution imagery include obtaining an input trade-off parameter that indicates a preference regarding low distortion or high perceptual quality for a generated SR image and obtaining a latent variable from a distribution defined, at least in part, by a trade-off parameter. Embodiments include inputting an LR image and the latent variable into an embodiment of an invertible rescaling network (IRNN) in an inverse upscaling direction of the IRNN to generate an output SR image that comprises accuracy and perception qualities conditioned by the input trade-off parameter. In one or more embodiments, a trained IRNN uses a trade-off parameter that indicates a desired trade-off between whether the trained IRNN generates an SR image having lower distortion or higher perceptual quality.

Abstract: Innovations in control and use of chroma quantization parameter (“QP”) values that depend on luma QP values. More generally, the innovations relate to control and use of QP values for a secondary color component that depend on QP values for a primary color component. For example, during encoding, an encoder determines a QP index from a primary component QP and secondary component QP offset. The encoder maps the QP index to a secondary component QP, which has an extended range. The encoder outputs at least part of a bitstream including the encoded content. A corresponding decoder receives at least part of a bitstream including encoded content. During decoding, the decoder determines a QP index from a primary component QP and secondary component QP offset, then maps the QP index to a secondary component QP, which has an extended range.

Abstract: This disclosure relates to the once weekly dosing regimen of a dual GLP-1R and GCGR agonist, formulations, and methods of using the same for treatment of chronic weight management, obesity and/or blood glucose control, including but not limited to dual agonist peptide product of SEQ ID NO. 1.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for determining, for each pair of adjacent chips in a plurality of chips connected in a series-ring arrangement of a semiconductor device, a corresponding loop latency for round trip data transmissions between the pair of chips. Identifying, from among the loop latencies, a maximum loop latency. Determining a ring latency for a data transmission originating from a chip of the plurality chips to be transmitted around the series-ring arrangement and back to the chip. Comparing half of the maximum loop latency to one N-th of the ring latency, where N is the number of chips in the plurality of chips, and storing the greater value as an inter-chip latency of the semiconductor device, the inter-chip latency representing an operational characteristic of the semiconductor device.

Abstract: A method is provided comprising: obtaining a counterparty contract, the counterparty contract including a contract that is being proposed by a counterparty to a user; performing a segmentation of the counterparty contract to identify a plurality of sentence clusters, each of the sentence clusters corresponding to a different provision in the counterparty contract; generating a plurality of counterparty provision vectors based on the counterparty contract, each of the counterparty provision vectors being generated based on a different one of the plurality of sentence clusters; retrieving a user provision vector, the user provision vector corresponding to a user provision; calculating a plurality of similarity scores for the user provision vector; detecting whether the plurality of similarity scores satisfies a condition that is associated with the user provision; and outputting a notification associated with the user provision when the condition is satisfied.

Abstract: Cell culture systems and methods provide improved immunotherapeutic product manufacturing with greater scalability, flexibility, and automation. Cell culture systems are configured with interchangeable cartridges, allowing versatility and scalability. Systems are configured to have multiple connected cell culture chambers, which allows parallel processing of different types of cells. Gas-impermeable cell culture chambers and methods for generating cells in closed systems prevent contamination and user error. Methods for recycling cell culture medium provide additional efficiencies.

Abstract: The disclosure includes a stabilizing device comprising a shell and a base located on a bottom portion of the shell, wherein the base may be configured to contact a ground surface. In some embodiments, the stabilizing device includes a first face extending at an angle with respect to the base, the first face comprising a first upper ledge and a first lower section, a second face extending at an angle with respect to the base and the first face, the second face comprising a second upper ledge and a second lower section. In some embodiments, the first and second face are configured to support at least one object. The stabilizing device may include a foot located along the base and a foam rubber pad configured to removably couple to the foot.

Abstract: A roofing membrane is provided that includes at least one substrate at least partially impregnated with a first asphalt coating composition and a liquid parting agent emulsion applied to the upper surface of the asphalt-coated substrate. The liquid parting agent emulsion comprises one or more thermoplastic polymers and about 15 wt. % to about 40 wt. % of at least one mineral filler, based on the weight of the total solids in the emulsion. The first asphalt coating composition is free of oxidized asphalt.

Abstract: Methods, systems, apparatuses, and computer-readable storage mediums described herein are configured to detect anomalous post-authentication behavior with respect to a user identity. For example, one or more audit logs that specify a plurality of actions performed with respect to the user identity of a platform-based identity service, while the user identity is authenticated with the platform-based identity service, are analyzed. The audit log(s) are analyzed via an anomaly prediction model that generates an anomaly score indicating a probability whether a particular sequence of actions of the plurality of actions is indicative of anomalous behavior. A determination is made that an anomalous behavior has occurred based on the anomaly score. In response to determining that anomalous behavior has occurred, a mitigation action may be performed that mitigates the anomalous behavior.

Abstract: A dielectrically-enhanced polyethylene formulation made from (A) a polyethylene-nucleation agent, a dielectrically-enhanced (B) a multimodal ultra-high density polyethylene (multimodal uHDPE) composition, and, optionally, (C) a low density polyethylene (LDPE) polymer. A method of making same, an insulated electrical device comprising same, and a method of using same.

Abstract: In one embodiment, a method for developing a virtual programmable logic controller (PLC) application using a graphical user interface (GUI) is disclosed. The method including generating the virtual PLC application comprising at least two objects arranged in at least a horizontal section, wherein the horizontal section is configured to execute the two objects at the same time, and wherein at least one of the two objects uses a template that specifies mappings between a first data format of first data associated with a first data source and a second data format of second data associated with a third-party application. The method also including executing the virtual PLC application by: identifying when a change has been made to the first data, and converting, via the at least one of the two objects using the template, the first data having the first data format to the second data having the second data format.

Abstract: A unit test generation system employs a neural transformer model with attention to generate candidate unit test sequences given a focal method of a programming language. The neural transformer model is pre-trained with source code programs and natural language text and fine-tuned with mapped test case pairs. A mapped test case pair includes a focal method and a unit test case for the focal method. In this manner, the neural transformer model is trained to learn the semantics and statistical properties of a natural language, the syntax of a programming language and the relationships between the code elements of the programming language and the syntax of a unit test case.

Abstract: LiDAR systems and methods for detecting objects in a region of interest, the system comprising: a radiation source for emitting an output beam; an oscillating component having a oscillating component reflective surface for receiving the output beam, the oscillating component arranged to oscillate to modulate the output beam to a first spread beam having a first spread beam interval along a first spread axis; at least two static optical components having respective optical component reflective surfaces for receiving the first spread beam, the respective optical component reflective surfaces being angularly offset from one another such that: each one of the respective optical component reflective surfaces receives and reflects a respective portion of the first spread beam; the reflected respective portions together comprise a second spread beam having a second spread beam interval along a second spread axis which is larger than the first spread beam interval.