Abstract: Embodiments presented herein describe techniques for generating a linguistic model of input data obtained from a data source (e.g., a video camera). According to one embodiment of the present disclosure, a sequence of symbols is generated based on an ordered stream of normalized vectors generated from the input data. A dictionary of words is generated from combinations of the ordered sequence of symbols based on a frequency at which combinations of symbols appear in the ordered sequence of symbols. A plurality of phrases is generated based an ordered sequence of words from the dictionary observed in the ordered sequence of symbols based on a frequency by which combinations of words in ordered sequence of words appear relative to one another.

Abstract: Neural Normalized MinSum (N-NMS) decoding for improving frame error rate (FER) performance on linear block codes over conventional normalized MinSum (NMS). Dynamic multiplicative weights are assigned to each check-to-variable message in each iteration to efficiently provide training parameters of N-NMS that support N-NMS for longer block lengths. Embodiment are described for neural two-dimensional normalized MinSum (N-2D-NMS) decoders requiring fewer training parameters. The N-2D-NMS approaches for example use the same weight for edges with the same check and/or variable node degree. Simulation results indicate that that this LDPC decoding performs similarly to previous techniques while substantially reducing the amount of training necessary.

Abstract: In an aspect a computer-implemented method is described. The method may include: causing a point-of-sale terminal processing a transaction to display a machine-readable code, the machine-readable code encoding a web address; receiving a request from a device that scanned the machine-readable code, the request received at the web address and the request including data; determining, based on data encoded in the machine-readable code and data included in the request, that the transaction may be processed using a value-added service; and in response to determining that the transaction may be processed using the value-added service, enabling completion of the transaction using the value-added service.

Abstract: A detonation module for a perforation tool is described herein. The detonation module includes a detonator, a switch circuit disposed in a fluid-sealed housing and electrically coupled to the detonator, a shielding circuit coupled to the switch circuit, an annular electrical contact electrically coupled to the switch circuit, and an annular, electrically conductive, compressive member to form a compressive electrical connection with an end of a perforation unit.

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 photovoltaic module having a superstrate layer, an encapsulant having an upper layer and a lower layer, the upper layer being juxtaposed with a lower surface of the superstrate layer, and a photovoltaic layer intermediate the upper layer and the lower layer of the encapsulant. A first portion of the upper layer of the encapsulant includes a first light scattering value as measured in accordance with an ASTM E430 standard, and a second portion of the upper layer of the encapsulant has a second light scattering value as measured in accordance with the ASTM E430 standard. The second light scattering value is greater than the first light scattering value.

Abstract: A system including a plurality of photovoltaic modules and a plurality of roofing shingles installed on a roof deck. Each of the photovoltaic modules includes a plurality of solar cells. Each of the plurality of roofing shingles includes a core layer and a cap layer composed of a first polymer material and having a first surface and a pattern printed on the first surface. The pattern includes a depiction of a plurality of solar cells that extends between the first end and the second end.

Abstract: A system includes a plurality of photovoltaic modules installed in an array on an exterior wall of a structure. Each of the photovoltaic modules includes at least one solar cell, a first encapsulant encapsulating the at least one solar cell, and a frontsheet juxtaposed with the encapsulant. The frontsheet includes a glass layer. The system includes a plurality of siding panels installed on the exterior wall. The plurality of siding panels is adjacent to the plurality of photovoltaic modules.

Abstract: Provided are various embodiments relating to caninized TNF? antibodies and caninized NGF antibodies. Such antibodies can be used in methods to treat canines with inflammatory conditions, such as inflammatory bowel disease and/or in methods to treat canines with pain, such as osteoarthrititic pain, back pain, cancer pain, and/or a neuropathic pain.

Abstract: A magneto-electrophoretic medium that can be globally and locally addressed and erased. The medium provides a writeable display with no perceivable lag and the ability to write and erase with only minimal power requirements. In particular, the magneto-electrophoretic medium can be erased by providing a subthreshold electric stimulus and supplementing a second non-electric stimulus that disturbs the written state and allows the magneto-electrophoretic particles to return to their original state.

Abstract: A method including: obtaining a flexible underlayment, wherein the flexible underlayment comprises: a first sensor, wherein the first sensor comprises a first flexible circuit, and wherein the first flexible circuit is configured to: measure a first value representative of a first roofing system condition measurement, wherein the first flexible circuit measures the first value at a first location, wherein a first location identifier indicative of the first location is stored in a database in communication with the first sensor; determine a first roofing system condition in the first location based at least in part on the first value and the first location identifier; and generate a first notification representative of the first roofing system condition; installing the flexible underlayment on a roof deck of a steep slope roof of a structure; installing a first roofing shingle over the flexible underlayment and above at least the first sensor.

Abstract: Provided are various embodiments relating to anti-IL4R antibodies that bind to canine IL4R. In various embodiments, such anti-IL4R antibodies can be used in methods to treat IL4/IL13-induced conditions, such as atopic dermatitis, allergic dermatitis, pruritus, asthma, psoriasis, scleroderma and eczema, in companion animals, such as canines and felines. Also provided are various embodiments relating to variant IgG Fc polypeptides and variant light chain constant regions of companion animal species for the preparation of antibodies or bispecific antibodies.

Abstract: A composition for topical administration to an epithelium is disclosed. The composition comprises a deconstructed matrisome including one or more enzymatically fragmented peptides derived from biological tissue. The composition further comprises one or more pharmaceutically acceptable or cosmetically acceptable excipients. The deconstructed matrisome may be fragmented through degradation by one or more enzymes to produce the one or more peptides. The one or more peptides may be configured to retain cell signaling ability, thereby promoting one or more of tissue homeostasis, tissue repair, and tissue regeneration. The composition may be used to treat a tissue such as skin tissue exhibiting scarring, acne, eczema, psoriasis, and other skin conditions.

Abstract: A system for automated collection of Raman spectra from ex-vivo tissue samples is provided. The system may comprise a cartesian robot that moves a detachable Raman probe to points on the ex-vivo tissue sample that have been predetermined through a 3D image of the sample. Accordingly, methods of rapid acquisition of multiple Raman spectra from a heterogeneous tissue sample are provided. The inventive methods consider variable contours of the sample to provide Raman spectra from multiple points while generating optimal coverage of the sample. The inventive methods include cleaning the Raman probe between acquisitions of Raman spectra from the multiple points.

Abstract: Aspects of the disclosure are directed to apparatuses and methods involving particulate sampling. As may be consistent with one or more embodiments, an apparatus includes a flow direction structure, a flow sampler and a particle collector having a collecting surface. The flow direction structure has interior sidewalls that direct the flow of particulate-laden gas along a flow path. The flow sampler is located in the flow path within the interior sidewalls, and operates with the flow direction structure to sample a portion of the particulate-laden gas at a reduced velocity, while allowing another portion of the particulate-laden gas to exhaust around the flow sampler. The flow sampler operates with the particle collector to direct the sampled portion of the particulate-laden gas to the collecting surface, and to adhere particulates from the particulate-laden gas to the collecting surface.

Abstract: Aspects of the disclosure are directed to apparatuses and methods involving particulate sampling. As may be consistent with one or more embodiments, an apparatus includes a flow direction structure, a flow sampler and a particle collector having a collecting surface. The flow direction structure has interior sidewalls that direct the flow of particulate-laden gas along a flow path. The flow sampler is located in the flow path within the interior sidewalls, and operates with the flow direction structure to sample a portion of the particulate-laden gas at a reduced velocity, while allowing another portion of the particulate-laden gas to exhaust around the flow sampler. The flow sampler operates with the particle collector to direct the sampled portion of the particulate-laden gas to the collecting surface, and to adhere particulates from the particulate-laden gas to the collecting surface.

Abstract: A temperature sensor configured to generate a temperature-indicating signal with improved accuracy over a wide temperature range is disclosed. The temperature sensor includes a first oscillator configured to generate a first oscillating signal with a first frequency that varies with a sensed temperature and a reference parameter; a second oscillator configured to generate a second oscillating signal with a second frequency that varies with the reference parameter; and a time-to-digital converter (TDC) configured to generate a digital output indicative of the sensed temperature based on a ratio of the first frequency to the second frequency. Because the first and second frequencies depend on the reference parameter, and the temperature-indicating signal is a function of the ratio of the first and second frequencies, temperature-variation in the reference parameter cancels out in the temperature-indicating signal.

Abstract: A temperature sensor configured to generate a temperature-indicating signal with improved accuracy over a wide temperature range is disclosed. The temperature sensor includes a first oscillator configured to generate a first oscillating signal with a first frequency that varies with a sensed temperature and a reference parameter; a second oscillator configured to generate a second oscillating signal with a second frequency that varies with the reference parameter; and a time-to-digital converter (TDC) configured to generate a digital output indicative of the sensed temperature based on a ratio of the first frequency to the second frequency. Because the first and second frequencies depend on the reference parameter, and the temperature-indicating signal is a function of the ratio of the first and second frequencies, temperature-variation in the reference parameter cancels out in the temperature-indicating signal.