Abstract: Embodiments of the present disclosure include obtaining a text prompt describing an element, layout information indicating a target region for the element, and a precision level corresponding to the element. Some embodiments generate a text feature pyramid based on the text prompt, the layout information, and the precision level, wherein the text feature pyramid comprises a plurality of text feature maps at a plurality of scales, respectively. Then, an image is generated based on the text feature pyramid. In some cases, the image includes an object corresponding to the element of the text prompt at the target region. Additionally, a shape of the object corresponds to a shape of the target region based on the precision level.

Abstract: The present disclosure discloses a high precision channel flow measurement device and method based on a principle of multi-point head loss. A flow velocity of a designated position is acquired by using a flow measurement tube; the flow measurement tube is moved in a vertical direction through a convex sliding block and a motion guide pillar to measure the flow velocity at different measurement points on a measurement line; an overall flow measurement part is integrally ascended, that is, the motion guide pillar leaves a water body, in combination with a load bearing telescopic lifting frame; the overall flow measurement part integrally moves left and right in a longitudinal direction through a telescopic guide rod to reach a set position; the overall flow measurement part is integrally descended through the load bearing telescopic lifting frame, that is, the motion guide pillar enters the water body to acquire the flow velocity.

Abstract: A method may include receiving input for a multiwell structure and subsurface target locations, where the multiwell structure includes slots; generating, based at least in part on the input, a position for the multiwell structure, slot-well assignments for the slots, and well trajectories, where each of the well trajectories extends from an assigned one of the slots to one or more of the subsurface target locations; and outputting a set of specifications for the position for the multiwell structure, the well trajectories, and an order for drilling the well trajectories.

Abstract: This disclosure relates to the field of metallurgical automation technologies, and discloses a method and device for cross-process use of cold/hot-rolled excess material, medium, and program product. The method is applied in an electronic device. In this method, multiple futures contracts and multiple cold/hot-rolled excess materials with same steel grade are obtained, forming at least one matching pair consisting of a futures contract and a cold/hot-rolled excess material by taking the multiple futures contracts and the multiple cold/hot-rolled excess materials as nodes in a weighted binary graph, to construct a matching relationship graph. In addition, a matching weight of each matching pair in the at least one matching pair is determined. Then, a use solution is obtained by computing the matching relationship graph based on a binary graph maximum weight matching algorithm.

Abstract: The embodiments of the present disclosure provide a full recovery process for carbon dioxide emitted from a catalytic cracking regeneration device, which is executed by a processor of a full recovery system for carbon dioxide. The full recovery process includes recovering, through a flue gas recovery device, a circulated flue gas generated by the catalytic cracking regeneration device, and mixing the circulated flue gas and oxygen to produce a carbon-based gas; determining a concentration sequence and a gas flow rate sequence in a connection pipe, and a reaction parameter of the catalytic cracking regeneration device; determining a combustion feature based on the concentration sequence and the gas flow rate sequence; and in response to the combustion feature satisfying a first preset condition, determining a target opening combination of a target flow rate regulating valve based on at least the combustion feature and the reaction parameter.

Abstract: Computer-implemented machines, systems and methods for providing insights about misalignment in a latent space of a machine learning model. A method includes initializing a second weight matrix of a second artificial neural network based on a first weight matrix from a first artificial neural network. The method further includes applying transfer learning between the first artificial neural network and the second artificial neural network. The method further includes comparing the first latent space with the second latent space. The method further includes determining, responsive to the comparing, a first score indicating alignment of the first latent space and the second latent space. The method further includes determining, and responsive to the first score satisfying a threshold, an appropriateness of the machine learning model.

Abstract: A method can include receiving input for a multiwell pad; selecting, based at least in part on a portion of the input, a template for the multiwell pad; generating, based at least in part on the template, well trajectories for the multiwell pad, where each of the well trajectories extends from a surface location of the multiwell pad to one or more reservoir target locations and where each of the well trajectories includes at least one curve generated using one or more dogleg severity values and one or more geometric control points that are not required to lie on one or more of the well trajectories; and outputting specifications for the generated trajectories of the multiwell pad.

Abstract: Various disclosed embodiments are directed to resizing, via down-sampling and up-sampling, a high-resolution input image in order to meet machine learning model low-resolution processing requirements, while also producing a high-resolution output image for image inpainting via a machine learning model. Some embodiments use a refinement model to refine the low-resolution inpainting result from the machine learning model such that there will be clear content with high resolution both inside and outside of the mask region in the output. Some embodiments employ new model architecture for the machine learning model that produces the inpainting result—an advanced Cascaded Modulated Generative Adversarial Network (CM-GAN) that includes Fast Fourier Convolution (FCC) layers at the skip connections between the encoder and decoder.

Abstract: Disclosed herein are diamino lipid (dal) compounds and pharmaceutical compositions including mRNA encoding an immunotherapeutic agent and methods of making and use thereof. Also disclosed herein are diamino lipid (DAL) nanoparticles. These nanoparticles can encapsulate a nucleic acid, such as an mRNA, for example. This mRNA can encode a cytokine, such as IL-12, IL-27 and GM-CSF. Also disclosed are methods of treating a subject in need thereof, such as a subject with cancer.

Abstract: The present disclosure provides a method for preparing a catalyst for pyrolysis of waste plastics to produce oil, comprising: washing and modifying coal gangue powder with acid, and then placing in an alkaline solution, etching under magnetic stirring for 20-30 minutes, and washing with water until neutral; placing the catalyst washed until neutral in a metal solution, loading the metal by impregnation, and then filtering and washing; then placing the catalyst in the molding machine and adding adhesive and water, to compress into a suitable shape, drying, and finally calcinating to activate to obtain a product. The present disclosure not only solves the problem of waste plastic pollution, but also obtains fuel oil with high valuable products while reducing the cost of waste plastic treatment, and also improves the yield of fuel oil.

Abstract: Novel semiconductors and fabrication techniques are provided. In various embodiments, a semiconductor includes a source, a drain, a first gate, a second gate, and a channel. The second gate is electrically coupled to the first gate. The first gate and the second gate are configured to control current between the source and the drain. The channel is in contact with the first gate and the second gate. The channel is configured such that the current flows through the channel. Other aspects, embodiments, and features are also claimed and described.

Abstract: An area-efficient LDMOS FinFET is provided. An apparatus includes a substrate having a first doping, the substrate comprising a first well having a second doping, and a second well having a third doping, and a fin disposed on the substrate. The fin is positioned over the first well and extends, at least in part, over the second well. The fin includes a first doped region disposed on the first well and having a doping lighter than the second doping, and a second doped region disposed on the first well having the third doping.

Abstract: A semiconductor device, such as a fin field-effect transistor (FinFET), that can provide advantages in terms of electrostatic discharge protection. The semiconductor device includes a fin with an undoped region, a first doped region, a second doped region, and a third doped region positioned between the first doped region and the second doped region. The semiconductor device further includes a gate disposed on the undoped region of the fin, a silicide layer disposed on the third doped region, and an interconnect disposed on the silicide layer to form a drain.

Abstract: A gate all-around laterally diffused metal-oxide semiconductor device is provided. An apparatus includes a substrate, two or more first sheets disposed on the substrate, a gate disposed on the substrate and at least part of the two or more first sheets, and a first epitaxial layer disposed on the substrate on a first side of the gate and at least part of the two or more first sheets. At least part of the two or first more sheets extends longitudinally from the gate to the first epitaxial layer.

Abstract: The present invention relates to methods of synthesizing long-chain polyunsaturated fatty acids, especially eicosapentaenoic acid, docosapentaenoic acid and docosahexaenoic acid, in recombinant cells such as yeast or plant cells. Also provided are recombinant cells or plants which produce long-chain polyunsaturated fatty acids. Furthermore, the present invention relates to a group of new enzymes which possess desaturase or elongase activity that can be used in methods of synthesizing long-chain polyunsaturated fatty acids. In particular, the present invention provides ?3 destaurases, ?5 elongases and ?6 desaturases with novel activities. Also provided are methods and DNA constructs for transiently and/or stably transforming cells, particularly plant cells, with multiple genes.

Abstract: The subject invention pertains to compositions and methods for the activation of beige adipocytes. The subject invention further pertains to methods of treating obesity, diabetes, and metabolic diseases. In certain embodiments, the subject composition comprises SP-8356 or a derivative thereof, emodin or a derivative thereof, IT603 or a derivative thereof, or any combination thereof.

Abstract: The present invention relates to methods of synthesizing long-chain polyunsaturated fatty acids, especially eicosapentaenoic acid, docosapentaenoic acid and docosahexaenoic acid, in recombinant cells such as yeast or plant cells. Also provided are recombinant cells or plants which produce long-chain polyunsaturated fatty acids. Furthermore, the present invention relates to a group of new enzymes which possess desaturase or elongase activity that can be used in methods of synthesizing long-chain polyunsaturated fatty acids. In particular, the present invention provides ?3 destaurases, ?5 elongases and ?6 desaturases with novel activities. Also provided are methods and DNA constructs for transiently and/or stably transforming cells, particularly plant cells, with multiple genes.

Abstract: Inpainting dispatch techniques for digital images are described. In one or more examples, an inpainting system includes a plurality of inpainting modules. The inpainting modules are configured to employ a variety of different techniques, respectively, as part of performing an inpainting operation. An inpainting dispatch module is also included as part of the inpainting system that is configured to select which of the plurality of inpainting modules are to be used to perform an inpainting operation for one or more regions in a digital image, automatically and without user intervention.