Abstract: Disclosed are methods and devices of processing cytometric data. The present disclosure provides a method of processing cytometric data. The method comprises: dividing a first data matrix into a first plurality of first submatrices; encoding each of the first submatrices into one corresponding vector representation to acquire a first plurality of vector representations; and aggregating the first plurality of vector representations into a first ensemble representation. The first data matrix is indicative of a first plurality of properties of a first set of cells.

Abstract: One embodiment of a method for controlling a robot includes receiving sensor data associated with an environment that includes an object; applying a machine learning model to a portion of the sensor data associated with the object and one or more trajectories of motion of the robot to determine one or more path lengths of the one or more trajectories; generating a new trajectory of motion of the robot based on the one or more trajectories and the one or more path lengths; and causing the robot to perform one or more movements based on the new trajectory.

Abstract: In implementation of techniques for progressively generating fine polygon meshes, a computing device implements a mesh progression system to receive a coarse polygon mesh. The mesh progression system generates a fine polygon mesh that has a higher level of resolution than the coarse polygon mesh by decoding the coarse polygon mesh using a machine learning model. The mesh progression system then receives additional data describing a residual feature of a polygon mesh. Based on the additional data, the mesh progression system generates an adjusted fine polygon mesh that has a higher level of resolution than the fine polygon mesh.

Abstract: A computer-implemented method for recommending vehicle location is provided. Said method takes considerations of drifting effect during positioning of vehicle under a static state and analysis using various geographic data and historical positioning locations of the vehicle to recommend possible location of the vehicle to user, thereby assist user in finding the vehicle quickly on-site. Further provided is a system for recommending vehicle location.

Abstract: Disclosed are a semiconductor sensing chip and a microfluidic sensing system. The microfluidics sensing system includes a first inlet and a second inlet, a fluidic structure, and a semiconductor sensing chip. The first inlet and the second inlet are respectively configured for injection of a sample and a reagent. The fluidic structure is coupled to the first inlet and the second inlet. The fluidic structure is configured to mix the sample and the reagent to generate a biofluid under test. The semiconductor sensing chip is disposed at the end of the fluidic structure and configured to sense the biofluidic under test and generate a concentration sensing result corresponding to the sample.

Abstract: A mask includes a plurality of deposition pattern portions, each of the plurality of deposition pattern portions including rib portions disposed between the plurality of deposition pattern portions. A plurality of openings is defined in each of the plurality of deposition pattern portions, the mask has a width in a first direction and a length in a second direction which intersects the first direction, sides of each of openings which are parallel to the first direction, among the plurality of openings, have a first taper angle, and the first taper angle is about 54 degrees or less.

Abstract: A data collecting system including a component assembled in an electric vehicle, a data collector connected to the component through a bus of the electric vehicle, and a debug server connected to the data collector is disclosed. The component collects different data from the electric vehicle and performs different sending procedures respectively under different situations including: a regular sending-procedure sends regular data to the bus based on a regular frequency; a high-speed sending-procedure starts collecting high-speed data and sending the same to the bus based on a high-speed frequency after a condition is satisfied; and a high-resolution sending-procedure sends high-resolution data to the bus after an error occurs, wherein the high-resolution data is collected within a period of time before and after the error occurs. The data collector collects these data from the bus. The debug server analyzes the data collected by the data collector.

Abstract: A method for fabricating a high electron mobility transistor (HEMT) includes the steps of forming a buffer layer on a substrate, forming a barrier layer on the buffer layer, forming a p-type semiconductor layer on the barrier layer, forming a gate electrode layer on the p-type semiconductor layer, and patterning the gate electrode layer to form a gate electrode. Preferably, the gate electrode includes an inclined sidewall.

Abstract: One embodiment of a method for controlling a robot includes receiving sensor data associated with an environment that includes an object; applying a machine learning model to a portion of the sensor data associated with the object and one or more trajectories of motion of the robot to determine one or more path lengths of the one or more trajectories; generating a new trajectory of motion of the robot based on the one or more trajectories and the one or more path lengths; and causing the robot to perform one or more movements based on the new trajectory.

Abstract: A display panel is provided. The display panel includes a sensing region. The display panel includes a capping substrate, a light shielding layer, and a transparent material. The light shielding layer is disposed under the capping substrate. The light shielding layer includes a plurality of holes. The transparent material is disposed under the light shielding layer. The plurality of holes and the transparent material correspond to the sensing region.

Abstract: A display panel is provided. The display panel includes a sensing region. The display panel includes a capping substrate, a light shielding layer, and a transparent material. The light shielding layer is disposed under the capping substrate. The light shielding layer includes a plurality of holes. The transparent material is disposed under the light shielding layer. The plurality of holes and the transparent material correspond to the sensing region.

Abstract: A data collecting system including a component assembled in an electric vehicle, a data collector connected to the component through a bus of the electric vehicle, and a debug server connected to the data collector is disclosed. The component collects different data from the electric vehicle and performs different sending procedures respectively under different situations including: a regular sending-procedure sends regular data to the bus based on a regular frequency; a high-speed sending-procedure starts collecting high-speed data and sending the same to the bus based on a high-speed frequency after a condition is satisfied; and a high-resolution sending-procedure sends high-resolution data to the bus after an error occurs, wherein the high-resolution data is collected within a period of time before and after the error occurs. The data collector collects these data from the bus. The debug server analyzes the data collected by the data collector.

Abstract: A degradable aroma product with seeds wrapped therein includes plant seeds and growth carriers coated or mixed with plant nutrients and aromatizers. The degradable aroma product may be in the form of an aroma card with the growth carriers being made of paper pulp, or alternatively, in the form of an aroma sachet with the plant seeds and the growth carriers or the aroma card wrapped in a degradable packaging bag. When the degradable aroma product has been used over a period of time and no longer produces fragrance, it can be directly buried in soil without forming any pollutant and accordingly, meets the requirement of plastic and waste reduction. Further, with the plant nutrients, the plant seeds can grow into trees, flowers or fruits more easily to enable sustainable development of healthy circle of life (i.e. the product design concept of cradle-to-cradle), carbon reduction and environmental protection.

Abstract: The present disclosure relates to methods and associated systems for operating a battery exchange station. The present technology (1) receives battery information from a memory attached to each of a plurality of exchangeable batteries positioned in the battery exchange station; (2) receives a battery demand prediction associated with the battery exchange station; and (3) identifying one or more uninterruptible-power-supply (UPS) batteries from the plurality of exchangeable batteries at least partially based in part on the battery demand prediction and individual state of charges (SoCs) of the plurality of exchangeable batteries.

Abstract: The present disclosure relates to methods and associated systems for providing two energy storage devices positioned in a device-exchange station. The method includes, for example, (1) receiving a request for retrieving two energy storage devices in the device-exchange station; (2) selecting a first energy storage device from a plurality of energy storage devices positioned in the device-exchange station based on characteristic information of each of the energy storage devices; (3) selecting a second energy storage device from the rest of the plurality of energy storage devices positioned in the device-exchange station based on the characteristic information of the first energy storage device and the rest of the plurality of energy storage devices; and (4) releasing the first and second energy storage device.

Abstract: The present disclosure relates to methods and associated systems for maintaining energy storage devices positioned in a device-exchange station. The method includes, for example, (1) periodically sending, by the device-exchange station, a request to a battery management system (BMS) associated with an energy storage device positioned in the device-exchange station; (2) receiving, by the device-exchange station, maintenance information from the BMS; and (3) in response to the maintenance information, determine whether to perform a maintenance action.

Abstract: Methods and associated systems for managing a battery-exchange station are provided. The method includes (1) receiving, from a server, demand information for the battery-exchange station corresponding to a first time period; and (2) forming a charging plan for a plurality of batteries positioned in the battery-exchange station corresponding to the first time period based on a first instruction set stored in the battery-exchange station and the demand information corresponding to the first time period. The first instruction set includes one or more charging rules and information indicative of assigning the one or more charging rules to each of the batteries positioned in the battery-exchange station. The charging plan comprises one or more assigned charging rules for each of the batteries positioned in the battery-exchange station.

Abstract: The present disclosure relates to methods and associated systems for charging exchangeable energy storage devices positioned in a device-exchange station. The method includes, for example, (1) receiving demand information; (2) determining a charging plan for the device-exchange station at least partially based on a state-of-charge (SoC) of each of the exchangeable energy storage devices positioned in the device-exchange station, the demand information, and an available power of the device-exchange station; (3) generating a charging command for each of the exchangeable energy storage devices based on the charging rule for each of the exchangeable energy storage devices; and (4) transmitting the charging commands to the device-exchange station.

Abstract: The present disclosure relates to methods and associated systems for managing energy storage devices positioned in a device-exchange station. The method includes, for example, (1) receiving, by the device-exchange station from a server, information indicative of at least one characteristic associated with the energy storage devices; (2) selecting, by the device-exchange station, at least one energy storage device based on the at least one characteristic; and (3) adjusting the swapping priority of the at least one selected energy storage device.

Abstract: The present disclosure relates to methods and associated systems for charging exchangeable energy storage devices positioned in a device-exchange station. The method includes, for example, (1) receiving demand information; (2) determining a charging plan for the device-exchange station at least partially based on a state-of-charge (SoC) of each of the exchangeable energy storage devices positioned in the device-exchange station, the demand information, and a charging threshold for each of the exchangeable energy storage devices positioned in the device-exchange station; (3) generating a charging command for each of the exchangeable energy storage devices based on the charging rule for each of the exchangeable energy storage devices; and (4) transmitting the charging commands to the device-exchange station.