Abstract: Some embodiments relate to a method, a decoder and/or an encoder for entropy coding of parameters of neural networks and their incremental updates, and in particular to reduced value set coding and history depended significance coding.

Abstract: Radio-frequency identification (RFID) systems use readers to query and locate passive RFID tags in stores, warehouses, and other environments. An interrogation signal emitted by an antenna array from a reader powers up the tag, which replies by modulating and backscattering incident radiation toward the reader. The antenna array in the reader detects the modulated and backscattered radiation, which is usually several of orders of magnitude weaker than the interrogation signal, as the tag's reply. Unfortunately, crosstalk between the antenna elements in the antenna array limits the reader's sensitivity, which in turn limits the range at which the reader can detect and locate tags. Increasing the pitch of the antenna array to greater than half the wavelength of the interrogation signal reduces crosstalk but introduces grating lobes that produce spurious replies. Fortunately, filtering these spurious replies yields sensitive measurements from an antenna array with a pitch large enough to suppress crosstalk.

Abstract: The invention is related to a method of manufacturing a wall panel and a wall panel system. The method includes forming a glass-fiber reinforced cementitious layer including the steps of: pouring or injecting a slurry of uncured cementitious product into a mold, embedding glass fiber reinforcing material therein, and curing the cementitious product to obtain a cured cementitious product having a first side and a second side; and applying, to the second side of the cured cementitious product, an insulation layer, the insulation layer comprising a foam.

Abstract: The invention is related to a method of manufacturing a wall panel and a wall panel system. The method includes forming a glass-fiber reinforced cementitious layer including the steps of: pouring or injecting a slurry of uncured cementitious product into a mold, embedding glass fiber reinforcing material therein, and curing the cementitious product to obtain a cured cementitious product having a first side and a second side; and applying, to the second side of the cured cementitious product, an insulation layer, the insulation layer comprising a foam.

Abstract: The invention is related to a method of manufacturing a wall panel and a wall panel system. The method includes: forming a glass-fiber reinforced rigid magnesium oxide layer including the steps of: pouring or injecting a slurry of uncured magnesium oxide into a mold, embedding glass fiber reinforcing material therein, and curing the magnesium oxide to obtain the glass-fiber reinforced rigid magnesium oxide layer having a first side and a second side; applying, to the second side of the rigid magnesium oxide layer, an insulation layer, the insulation layer comprising a foam; and optionally applying to the first side of the rigid layer a veneer layer.

Abstract: The invention is related to a method of manufacturing a wall panel and a wall panel system. The method includes forming a glass-fiber reinforced cementitious layer including the steps of: pouring or injecting a slurry of uncured cementitious product into a mold, embedding glass fiber reinforcing material therein, and curing the cementitious product to obtain a cured cementitious product having a first side and a second side; and applying, to the second side of the cured cementitious product, an insulation layer, the insulation layer comprising a foam.

Abstract: Processes for determining carbon dioxide emission impact. In one process, a carbon dioxide emission impact is determined for each stage of a multi-stage trip. A traveler may make adjustments to the trip to offset the carbon dioxide emission impact of the entire trip and achieve a desired sustainability level for the trip. In another process, that may be used in the first process, the carbon dioxide emission impact for a vehicle is determined based on the entire life span of the vehicle, including a carbon dioxide emission impact for a production stage, a carbon dioxide emission impact for a usage stage, and a carbon dioxide emission impact for an end of life stage.

Abstract: Bin and shelf mounting systems including at least one mounting bracket and a bin or shelf and methods of installing said bins or shelves to a wall. The at least one mounting bracket configured with a truncated wedge shape and beveled side edges. The bin and shelf include at least one recess on a rear wall thereof. The at least one recess includes (i) a downward-facing cavity at a top portion of the recess, (ii) side edges that are beveled, and (iii) a truncated wedge shape complimentary to the at least one mounting bracket. The recess is configured to slidably engage the at least one mounting bracket. A multi-hook system including a mounting bracket and a plurality of face plates.

Abstract: The disclosure provides genetically engineered microorganisms and methods for improved biological production of ethylene glycol and precursors of ethylene glycol. The microorganism of the disclosure produces ethylene glycol or a precursor of ethylene glycol through one or more of 5,10-methylenetetrahydrofolate, oxaloacetate, citrate, malate, and glycine. The disclosure further provides compositions comprising ethylene glycol or polymers of ethylene glycol such as polyethylene terephthalate.

Abstract: The disclosure relates to the system comprising a combination of a primary bioreactor with a secondary bioreactor to convert a gaseous stream comprising CO and optionally H2, or CO2 and H2 to at least one target product. Bioreactors may be any combination of aerobic and anaerobic, batch and continuous. The bioreactors comprise fermenting microorganisms that may typically be bacterial or fungal.

Abstract: The disclosure relates to the combination of a primary fermentation that converts gas to acetate with a secondary fermentation that converts acetate to a target product. Preferably, the gas contains carbon dioxide, such that the disclosure enables the fixation of carbon dioxide into useful products. The fermentations may be any combination of aerobic and anaerobic, batch and continuous. The fermenting microorganisms may typically be bacterial or fungal.

Abstract: Bin and shelf mounting systems including at least one mounting bracket and a bin or shelf and methods of installing said bins or shelves to a wall. The at least one mounting bracket configured with a truncated wedge shape and beveled side edges. The bin and shelf include at least one recess on a rear wall thereof. The at least one recess includes (i) a downward-facing cavity at a top portion of the recess, (ii) side edges that are beveled, and (iii) a truncated wedge shape complimentary to the at least one mounting bracket. The recess is configured to slidably engage the at least one mounting bracket. A multi-hook system including a mounting bracket and a plurality of face plates.

Abstract: The disclosure provides genetically engineered microorganisms and methods for improved biological production of ethylene glycol and precursors of ethylene glycol. The microorganism of the disclosure produces ethylene glycol or a precursor of ethylene glycol through one or more of 5,10-methylenetetrahydrofolate, oxaloacetate, citrate, malate, and glycine. The disclosure further provides compositions comprising ethylene glycol or polymers of ethylene glycol such as polyethylene terephthalate.

Abstract: A device for generating pressure waves of high amplitude, in particular for boiler cleaning, has a pressure-resistant container (21, 40) with a combustion chamber (121) inserted therein, which can be filled with a flowable burn-off material via supply lines. The pressure-resistant container has a discharge opening (306) for the directional discharge of gas pressure generated by ignition of the combustible material. A piston (70) closes the discharge opening, can release it for directional discharge and can be pushed back into the initial position by a spring device.

Abstract: The disclosure relates to the combination of a primary fermentation that converts gas to acetate with a secondary fermentation that converts acetate to a target product. Preferably, the gas contains carbon dioxide, such that the disclosure enables the fixation of carbon dioxide into useful products. The fermentations may be any combination of aerobic and anaerobic, batch and continuous. The fermenting microorganisms may typically be bacterial or fungal.

Abstract: Disclosed are compositions, methods, and kits for performing cell-free RNA transcription and/or cell-free protein synthesis (CFPS). The disclosed compositions, methods, and kits include or utilize components prepared from a species of Clostridia such as cellular extracts from Clostridium autoethanogenum.

Abstract: A method for the transmission and adaption of data can include the steps of generating generic requirement documents, identifying a plurality of suitable communication patterns on the basis of the generic requirement documents, determining currently available transport options and their service quality across at least one communication network, and selecting a communication pattern from a plurality of suitable communication patterns based on the network transmission qualities of the at least one communication network. The method can utilize a first functional layer and a second functional layer that are integrated between a software application layer and a network access layer that each receive input documents that are independent of each other. The input documents of the second functional layer can contain transport-related information while the input documents of the first functional layer can contain application-related information.

Abstract: The invention provides a recombinant, carboxydotrophic Clostridium bacterium that expresses one or more of pyruvate:ferredoxin oxidoreductase (EC 1.2.7.1), acetolactate synthase (EC 2.2.1.6), and acetolactate decarboxylase (EC 4.1.1.5). The invention further provides a method of producing a fermentation product by fermenting the recombinant bacterium in the presence of a gaseous substrate comprising CO to produce one or more of ethanol, butanol, isopropanol, isobutanol, higher alcohols, butanediol, 2,3-butanediol, succinate, isoprenoids, fatty acids, biopolymers, and mixtures thereof.

Abstract: A vehicle includes at least one and/or one or more in-vehicle and/or onboard controller(s) that is/are coupled to spaced apart sensor groups that are arrayed within a headliner and/or seats of the vehicle cabin. Each sensor group generally corresponds to and/or with a plurality of and/or one or more seat positions, each having a single seat, and which include a driver zone seat position that has a driver seat. Each sensor group in the array includes at least one signal processor, and a plurality of transceivers, antennas, and/or sensors configured for and tuned to different electromagnetic frequencies and/or powers. Also included are electromagnetically active, directional waveguides that adjust, amplify, and/or attenuate the sensitivity of each of the respective antennas, to electromagnetic energy detected and received from mobile devices located in the vehicle cabin, such that the sensitivity is limited to electromagnetic emissions within a limited effective range for each antenna.