Abstract: A high-mobility resource allocation system and method for simulated users are provided, including a base station, antennas and a simulated mobile-user generator. The simulated mobile-user generator organizes a test field by taking the base station as the circle center, and measures and records multiple channel information based on the detection signals of the antennas. The machine learning module is used to perform simulation channel training according to channel information to generate simulated user channels that approximates real-world scenarios. A mobile-user organizing module organizes multiple simulated mobile users and their mobile channel information in the test field based on the simulated user channel, generates multiple simulated mobile user signals, and uses a resource-allocation optimizing module based on simulated mobile user signals, channel interference information upon moving, etc. to maximize the number of simulated mobile users while considering the quality of service.

Abstract: An image processing method includes the steps of lighting up at least a part of light emitting units of a light emitting device; capturing a plurality of detection images corresponding to a plurality of sections of the light emitting device respectively, wherein each section includes a plurality of lighted-up light emitting units, each detection image includes a plurality of light spots respectively corresponding to the light emitting units of the associated section, and every two adjacent sections have an overlap area including at least one lighted-up light emitting unit; and stitching the detection images of the adjacent sections together by taking the light spots corresponding to at least one lighted-up light emitting unit of the overlap area as alignment reference spots, so that the light emitting statuses of all the light emitting units are presented by a single image.

Abstract: A system and method including receiving numeric data of a first dataset including a plurality of columns having numeric values with one of the plurality of columns specified as a target column; generating a trained generative model based on numeric values in non-target columns of the plurality of columns; generating a trained predictive model based on numeric values in non-target columns of the plurality of columns being input variables and the target column being a target variable; generating, by the trained generative model, a new set of numeric data for the non-target columns; generating predicted target values for the non-target columns by the trained predictive model using the new set of numeric data as an input to the predictive model; and generating anonymized numeric data for the first dataset by combining the new set of numeric data and the target column populated with the generated predicted target values.

Abstract: A method includes following steps. A first III-V compound layer is epitaxially grown over a semiconductive substrate. The first III-V compound layer has an energy gap in a gradient distribution. A source/drain contact is formed over the first III-V compound layer. A gate structure is formed over the first III-V compound layer.

Abstract: A system and method including determining, for a specified target measure column of a first dataset including a plurality of records, the metadata of the first dataset, including a probability distribution for the specified target column and dimension scores for the dimensions for the first dataset conditioned on the specified target measure column, where the first dataset comprises a plurality of columns including the at least one target measure column and a plurality of non-numeric, dimension columns for the records of the first dataset; determining, for a subset of data of the first dataset based on one or more specified variables, dimension scores for the dimensions of the subset of data approximately derived from the determined metadata of the first dataset; and providing recommendations of top contributors based on the approximated dimension scores of dimensions of the subset of data.

Abstract: Embodiments of the present disclosure generally relate to an integrated substrate processing system for cleaning a substrate surface and subsequently performing an epitaxial deposition process thereon. A processing system includes a film formation chamber, a transfer chamber coupled to the film formation chamber, and an oxide removal chamber coupled to the transfer chamber, the oxide removal chamber having a substrate support. The processing system includes a controller configured to introduce a process gas mixture into the oxide removal chamber, the process gas mixture including a fluorine-containing gas and a vapor including at least one of water, an alcohol, an organic acid, or combinations thereof. The controller is configured to expose a substrate positioned on the substrate support to the process gas mixture, thereby removing an oxide film from the substrate.

Abstract: Systems and methods include reception of a set of data including continuous features and a discrete feature, each continuous feature associated with a plurality of values and the discrete feature associated with a plurality of discrete values, determine, for each continuous feature, a relationship factor representing a relationship between the discrete feature and the continuous feature based on the plurality of values associated with the continuous feature and the plurality of discrete values, identify one of the continuous features associated with a largest one of the determined relationship factors, generate, for each of the other features, a correlation factor representing a correlation between the continuous feature and the identified continuous feature, determine, for each of the continuous features other than the identified continuous feature, a composite relationship score based on the relationship factor and the correlation factor associated with the feature, and present a visualization associated wi

Abstract: Systems and methods include reception of a set of data, the set of data comprising a plurality of features, building, for each of a plurality of subsets of the plurality of features, a dimension reduction model based on the subset of features and associated values of the set of data, and, for each dimension reduction model, determination of a weight associated with each of subset of features based on the dimension model, identification of a predetermined number of features associated with the highest weights, and generation, for each dimension reduction model, of a data structure comprising the predetermined number of features and the weight associated with each of the predetermined number of features. A plurality of top features are determined based on the plurality of data structures, and a supervised learning model is trained based on the plurality of top features of the set of data.

Abstract: The type V-U1 system from the bacterium Mycobacterium mucogenicum CCH10-A2 (Mmu) has a nuclease which binds dsDNA but it does not cleave it. Additionally, after dsDNA binding by the nuclease an RuvC-dependent interference of nascent transcript (mRNA) takes place and this mechanism has not been described before for any CRISPR system. CRISPR based gene manipulation can therefore use CRISPR endonucleases from the Type V-U1 system from Mycobacterium mucogenicum, including variant and modified endonucleases, so as to provide for methods of expression control and gene editing in cells of any living organism or of any nucleic acid in vitro.

Abstract: A wheeled vehicle includes a vehicle body, a vibration absorbing element, an auxiliary arm, a wheel, and a driving member. The vibration absorbing element includes a first end and a second end. The first end is fixed to the vehicle body. The auxiliary arm includes a connecting end and a free end. The connecting end is connected to the vehicle body. The free end is configured to swing relative to the connecting end. The free end is fixed to the second end. The wheel includes an axle, and the axle is rotationally connected to the free end. The driving member is fixed to the vehicle body and configured to drive the wheel.

Abstract: A physical vapor deposition (PVD) system is provided. The PVD system includes a PVD chamber defining a PVD volume within which a target material of a target is deposited onto a wafer. The PVD system includes the target in the PVD chamber. The target is configured to overlie the wafer. An edge of the target extends from a first surface of the target to a second surface of the target, opposite the first surface of the target. A first portion of the edge of the target has a first surface roughness. The first portion of the edge of the target extends at most about 6 millimeters from the first surface of the target to a second portion of the edge of the target. The second portion of the edge of the target has a second surface roughness less than the first surface roughness.

Abstract: A method of fabricating a photonic device includes: forming a photonic device structure that includes a SOI substrate, which includes a bulk substrate layer, a buried oxide layer on the bulk substrate layer and an active semiconductor layer on the buried oxide layer; forming an electrically conducting layer in electrical contact of the buried oxide layer, and forming a BEOL structure on a surface of the active silicon layer.

Abstract: A data management system comprises: a storage appliance configured to store a snapshot of a virtual machine; and one or more processors in communication with the storage appliance. The one or more processors are configured to perform operations including: identifying a plurality of shards of the virtual machine; requesting a snapshot of each of the plurality of shards; receiving the shards asynchronously; ordering the received snapshot shards sequentially into a results queue; and storing a single snapshot of the virtual machine based on the ordered snapshot shards. Operations may further include maintaining a flow control queue that limits the number of snapshot shards requested.

Abstract: At least one doped silicon region is formed in a silicon layer of a semiconductor substrate, and a silicon oxide layer is formed over the silicon layer. A germanium-containing material portion is formed in the semiconductor substrate to provide a p-n junction or a p-i-n junction including the germanium-containing material portion and one of the at least one doped silicon region. A capping material layer that is free of germanium is formed over the germanium-containing material portion. A first dielectric material layer is formed over the silicon oxide layer and the capping material layer. The first dielectric material layer includes a mesa region that is raised from the germanium-containing material portion by a thickness of the capping material layer. The capping material layer may be a silicon capping layer, or may be subsequently removed to form a cavity. Dark current is reduced for the germanium-containing material portion.

Abstract: A method of monitoring wear of a buffer includes holding a pipe for transporting a fluid and an electrical cable using a buffer placed on a support plate. The buffer includes a base, a plurality of fingers, and a roller contacting the support plate. The plurality of fingers includes a first finger, a second finger, and a third finger. The first finger and the second finger define a first cavity for receiving the pipe, and the second finger and the third finger defines a second cavity for receiving the electrical cable. The method includes detecting acoustic waves generated by the roller on the support plate. The method further includes analyzing changes in frequencies of the acoustic waves to determine an extent of the wear of the roller over time. The method includes triggering an alert when an increase in the frequencies of the acoustic waves exceeds a pre-determined threshold value.

Abstract: A method includes epitaxially growing a first III-V compound layer over a semiconductive substrate. A second III-V compound layer is epitaxially grown over the first III-V compound layer. A source/drain contact is formed over the second III-V compound layer. A gate structure is formed over the second III-V compound layer. A pattern is formed shielding the gate structure and the source/drain contact, in which a portion of the second III-V compound layer is free from coverage by the pattern.

Abstract: The present disclosure involves systems, software, and computer implemented methods for ranking time dimensions. One example method includes receiving a request for an insight analysis for a dataset that includes a value dimension and a set of multiple date dimensions. Each date dimension is converted into a time series and a value quality factor is determined for each time series that represents a level of data quality for the time series. A time series informative factor is determined for each time series that represents how informative the time series is within a specified time window. An insight score is determined, for each time dimension, based on the determined value quality factors and the determined time series informative factors. The insight score for the time dimension is provided, for at least some of the time dimensions.

Abstract: The invention uses intestinal microbial flora and combinations thereof as a liver cancer biomarker and provide a method for detection, in short, the intestinal microbial flora of the invention can be used as a liver cancer biomarker and can be used as a non-invasive method for detecting or predicting liver cancer, combined with conventional blood tests, not only capable of improving the accuracy rate of detection, but also capable of increasing the willingness of patients to participate in detection to achieve the efficacies of early prevention and early treatment.

Abstract: A modular cooling system can include thermal bridges for separate modules of a computer system that passively transfer heat away from heat sources of the modules. The thermal bridges can be thermally connected to a cold plate having a fluid path for liquid coolant. The cold plate can be positioned in, or linked to, a cooling dock having a pump and at least one cooling element such as a radiator or fan system. Heat from separate modules can be passively transferred via thermal bridges to cold plates, where liquid pumped through the cold plates can transfer the heat to the cooling elements of the cooling dock to be dissipated.

Abstract: Systems and methods for etching different features in a substantially equal manner are described. One of the methods includes applying a low frequency bias signal during a low TCP state and applying a high frequency bias signal during a high TCP state. The application of the low frequency bias signal during the low TCP state facilitates generation of hot neutrals, which are used to increase an etch rate of etching dense features compared to an etch rate for etching isolation features. The application of the high frequency bias signal during the high TCP state facilitates generation of ions to increase an etch rate of etching the isolation features compared to an etch rate of etching the dense features. After applying the low frequency bias signal during the low TCP state and the high frequency bias signal during the high TCP state, the isolation and dense features are etched similarly.