Abstract: A system for faster object attribute and/or intent classification may include an machine-learned (ML) architecture that processes temporal sensor data (e.g., multiple instances of sensor data received at different times) and includes a cache in an intermediate layer of the ML architecture. The ML architecture may be capable of classifying an object's intent to enter a roadway, idling near a roadway, or active crossing of a roadway. The ML architecture may additionally or alternatively classify indicator states, such as indications to turn, stop, or the like. Other attributes and/or intentions are discussed herein.

Abstract: A user equipment (UE) executes a small data transmission method. The UE obtains small data transmission (SDT) physical random access channel (PRACH) resource configuration for small data transmission. The SDT PRACH resource configuration comprises at least one of a first random access preamble or a first set of radio resources for transmission of the first random access preamble and is differentiated from non-SDT PRACH resource configuration. The UE initiates a random access procedure by transmitting the first random access preamble on the first set of radio resources for the SDT. The small data transmission includes transmission of a first data payload in a PRACH uplink message of the random access procedure.

Abstract: A warning light includes a light case assembly and a light emitting assembly. The light case assembly includes a base, a covering component, a base plate, two fastening components and two shielding components. The covering component is made of resilient or deformable material and mounted on the base. The base plate and the light emitting assembly are disposed an accommodating space between the base and the covering component. The two fastening components pass through two fixing portions of the covering component, respectively. The two shielding components are mounted on the two fixing portions of the covering component for concealing the two fastening components, respectively. When the light case assembly is positioned on a surface of a vehicle body of the vehicle by the two fastening components, the covering component is resiliently deformed, such that the light case assembly is attached onto the surface of the vehicle body of the vehicle.

Abstract: An intrusion detection and prevention system (IDPS) has detection probes and detection hubs that are deployed onboard a connected vehicle and a detection correlation backend that is deployed on the cloud. A detection probe receives raw packets of network traffic of a communication network of the connected vehicle. The detection probe filters the raw packets in accordance with packet filter rule entries to generate packets of interest. The detection probe scans the packets of interest for data indicative of network threats and outputs corresponding unfiltered detection logs. The detection probe filters the unfiltered detection logs in accordance with detection filter rule entries to generate detection logs of interest. A detection hub aggregates detection logs of interest from one or more detection probes to generate aggregated detection logs. A detection correlation backend evaluates the aggregated detection logs to detect network threats.

Abstract: An application based on nucleotide fragments of Lactobacillus rhamnosus GM-020, to prepare a composition for anti-lipogenesis. The Lactobacillus rhamnosus GM-020 was deposited on Dec. 18, 2003 and has the CCTCC designation number CCTCC M203098. Also provided is a composition containing Lactobacillus rhamnosus GM-020 or nucleotide fragments thereof as effective ingredients for anti-lipogenesis.

Abstract: A flexible and intuitive system is disclosed, and is disposed to be coupled to at least one camera, at least one robotic arm and a host electronic device of an AVI system. During a normal operation of the system, a configuration parameter setting of the AVI system can be completed after at least one time of robotic arm setting operation and at least one time of camera setting operation are conducted. After that, a plurality of article images acquired from a specific article by the camera are upload to a remote electronic device by the system, such that the remote electronic device utilizes the article images to update (re-train) a defect recognition model. Consequently, after the system integrates the defect recognition model into a defect recognition program that is installed in the host electronic device, the AVI system is hence configured for conducting an appearance inspection of the article.

Abstract: A folding chair armrest locking device and a folding chair are introduced to enhance user safety of the folding chair. The folding chair armrest locking device includes a casing having therein a storage and an armrest fitting portion in communication with the storage; a rack having an armrest coupling portion and a first dentate portion and being partially disposed in the armrest fitting portion, with the first dentate portion partially facing the storage; and a locking module having a locking element, a wrench and a resilient component, the locking element having a first end with a second dentate portion, the second dentate portion being disposed in the storage and facing the first dentate portion, the wrench having a pivotal connection portion eccentrically positioned and pivotally connected to a second end of the locking element, and the resilient component being disposed in the storage and resiliently supporting the locking element.

Abstract: Present invention teaches the method of using a keratin hydrolysis peptide (“KHP”) solution to prevent cabbage black spot disease caused by the pathogen of Alternaria brassicicola. By selectively choosing specific weights of feathers and water, and treating the mixture to a high-temperature high-pressure hydrolysis process, the resulting solution is confirmed to contain at least 253 peptides and then apply to the cabbage plants by infusing to the soil containing the cabbage plants. Optionally, the KHP solution can be diluted by water, as disclosed in the specification before infusing to the soil.

Abstract: A folding table includes a table frame, having two crossbars and a plurality of stands, the two crossbars each have a folding portion, the plurality of stands are respectively pivoted to two ends of the two crossbars; a table plate, detachably mounted on the two crossbars; and at least one gravity lock, disposed at the folding portion, the gravity lock has a body provided with two longitudinal long grooves, two side sheets are respectively located at two sides of the body, one end of the two side sheets is combined with the crossbar, and the other end is pivoted to the body, the two side sheets each have a hook portion to shade a partial opening of a slot.

Abstract: A method of forming a semiconductor device includes forming a gate electrode in a wafer. The formation of the gate electrode includes depositing a work-function layer, after the work-function layer is deposited, performing a treatment on the wafer, wherein the treatment is performed by soaking the wafer using a silicon-containing gas; after the treatment, forming a metal capping layer over the work-function layer; and depositing a filling metal over the metal capping layer.

Abstract: A classification method and a classification device for classifying a level of an age-related macular degeneration are provided. The classification method includes the following. An object detection model and a first classification model are pre-stored. A fundus image is obtained. A bounding box is generated in the fundus image according to a macula in the fundus image detected by the object detection model. An intersection over union between a predetermined area and the bounding box in the fundus image is calculated. A classification of the fundus image is generated according to the first classification model in response to the intersection over union being greater than a threshold.

Abstract: An assist device for a knee joint is provided. The assist device includes a knee joint assist mechanism including a first bracket connected to a waist fixation mechanism and fixed to the lower limb and arranged along the user's thigh, a first spacing adjustment member pivotally connected to one end of the first bracket, a second bracket arranged along the user's calf, and a second spacing adjustment member pivotally connected to one end of the second bracket, in which the first spacing adjustment member and the second spacing adjustment member are engaged with each other, and respectively have coupling structures with different sizes. When the knee joint is in an extended state, the first spacing adjustment member and the second spacing adjustment member have a larger center distance formed therebetween, such that support is provided to the user's knee joint to reduce wear and defect thereof.

Abstract: A layout pattern of a magnetoresistive random access memory (MRAM) includes a substrate having a first cell region and a second cell region and a diffusion region on the substrate extending through the first cell region and the second cell region. Preferably, the diffusion region includes a first H-shape and a second H-shape according to a top view.

Abstract: An ultrasonic transducer includes a piezoceramic element with a first surface and a second surface opposite to each other through the piezoceramic element and a lateral surface connecting the first surface and the second surface, an acoustic matching layer with a third surface and a fourth surface opposite to each other through the acoustic matching layer and the third surface connecting with the second surface of the piezoceramic element, a first damping element with a fifth surface and a sixth surface opposite to each other through the first damping element and the sixth surface connecting with the first surface of the piezoceramic element, and a second damping element encapsulating the first damping element and the lateral surface of the piezoceramic element.

Abstract: The present invention provides a spin-orbit torque magnetic random access memory (SOT-MRAM) circuit, including a read transistor pair with two read transistors in parallel, a write transistor pair with two write transistors in parallel, a SOT memory cell with a magnetic tunnel junction (MTJ) and a SOT layer, wherein one end of the MTJ is connected to the source of the read transistor pair and the other end of the MTJ is connected to the SOT layer, and one end of the SOT layer is connected to a source line and the other of the SOT layer is connected to the source of the write transistor pair, a read bit line is connected to the drain of the read transistor pair and a write bit line is connected to the drain of the read transistor.

Abstract: A method includes providing a semiconductor substrate, and forming first and second metal gate stacks in a dummy region of the semiconductor substrate and third metal gate stacks in an active device region of the semiconductor substrate. The active device region is surrounded by the dummy region and includes a main area and a tip area protruding from the main area in a top view. The first metal gate stacks are associated with the tip area and having a first pattern density, and the second metal gate stacks are associated with the main area and having a second pattern density greater than the first pattern density. The method further includes performing a chemical mechanical polishing (CMP) process to the first, the second, and the third metal gate stacks. After the CMP process, the third metal gate stacks in the tip area and in the main area have a same height.

Abstract: A use of Lactobacillus paracasei GM-080 and peptides thereof for preparing an antimicrobial composition. The composition is a pharmaceutical composition, a nutritional supplement, or a health care food, wherein the deposit number of Lactobacillus paracasei GM-080 is BCRC 910220 or CCTCC M 204012. In addition, a peptide of Lactobacillus paracasei GM-080 and compositions thereof are provided.

Abstract: A system for maximizing utilizations of medical equipment in a medical facility, including a server configured to receive a medical service station data comprising a quantity of queued people and the medical equipment usage data in the medical service station; and a first stop service station data comprising a quantity of waiting people and the medical equipment usage data in the first stop service station. The server is further configured to classify, by employing a supervised learning classifier, whether or not to first service a user in the first stop service station using the medical service station data and the first stop service station data, so to maximize the probability of continuous utilizations of all medical equipment and to minimize the user's queuing time in the medical service station and waiting time in the first stop service station.

Abstract: The present disclosure describes a semiconductor structure with a metal ion capture layer and a method for forming the structure. The method includes forming a first fin structure and a second fin structure on a substrate and forming a first gate structure over the first fin structure and a second gate structure over the second fin structure, where the first gate structure adjoins the second gate structure. The method further includes forming a dielectric layer on the first and second gate structures, removing a portion of the dielectric layer above an adjoining portion of the first and second gate structures to form an opening, and forming a metal ion capture layer in the opening.

Abstract: An automatic target image acquisition and calibration system for application in a defect inspection system is disclosed. During the defect inspection system working normally, the automatic target image acquisition and calibration system is configured to find a recognition structure from an article under inspection, and then determines a relative position and a relative 3D coordinate if the article. Therefore, a robotic arm is controlled to carry a camera to precisely face each of a plurality of inspected surfaces of the article, such that a plurality of article images are acquired by the camera. It is worth explaining that, during the defect inspection of the article, there is no need to modulate an image acquiring height and an image acquiring angle of the camera and an illumination of a light source.