Abstract: The present invention relates to a method for identifying a cell (group), a method comprising a cell stratifying process utilizing quantitative physical property data, a method for separating a cell (group) utilizing the cell stratifying process, a method for identifying a molecular marker that identifies a cell (group) utilizing the cell stratifying process, a method for culturing a cell (group) utilizing the cell stratifying process, a program for causing a computer to execute a step of identifying a cell (group) utilizing the cell stratifying process, and a system for analyzing, identifying, or separating a cell (group) utilizing the cell stratifying process.

Abstract: A computer divides a character string included in text data into a plurality of tokens. The computer searches, by performing matching processing between a token string indicating a specific number of consecutive tokens among the plurality of tokens and dictionary information including a plurality of named entities, the plurality of named entities for a similar named entity whose similarity to the token string is equal to or more than a threshold. The computer converts matching information indicating a result of the matching processing between the token string and the similar named entity into first vector data. The computer generates input data by using a plurality of pieces of vector data converted from the plurality of tokens and the first vector data. The computer generates a named entity recognition model that detects a named entity by performing machine learning using the input data.

Abstract: A non-transitory computer-readable recording medium stores a program for causing a computer to execute a process, the process includes acquiring training data that includes a first sentence expressed in a first language and a second sentence expressed in a second language, identifying a named entity and parts of speech from the first sentence, and generating, based on the training data, a translation model that includes an attention mechanism for the named entity and the parts of speech.

Abstract: A nebulizer (10) comprising a housing which defines, a chamber that has an outlet to the chamber for the egress of atomised fluid particles from within the chamber. The nebulizer (10) further including solid substrate (11) within the chamber of the housing. A linear channel (12) being formed in the substrate (11) that has a closed base, opposite side walls and an opening that opens through an upper surface of the substrate (11). A vibration generator (17) being attached to the substrate (11) at a position spaced from the channel (12) for generating high frequency vibration that transmits through the substrate (11) to the channel (12) to atomise fluid within the channel (12). A feeding facility (15) being provided for feeding fluid to the channel (12).

Abstract: A three-way heat exchanger for a liquid desiccant air-conditioning system and method of manufacture. The heat exchanger includes a plurality of panel assemblies. Each panel assembly has a frame bordering a given space. The frame includes desiccant inlet and outlet ports and heat transfer fluid inlet and outlet ports. Two plates joined to the frame define a heat transfer fluid channel in the given space. The heat transfer fluid inlet and outlet ports are in fluid communication with the heat transfer fluid channel. Microporous sheets cover the outer surfaces of the plates and define a desiccant channel. The desiccant inlet and outlet ports are in fluid communication with the desiccant channel. The plurality of panel assemblies have a stacked arrangement such that a microporous sheet on one panel assembly faces a microporous sheet on an adjacent panel assembly and defines an airflow channel therebetween.

Abstract: A three-way heat exchanger includes multiple panel assemblies that are stacked into a block and supported in a housing structure. Each panel assembly includes a frame and two plates joined on opposite sides of the frame. A method of manufacturing the three-way heat exchanger is also disclosed.

Abstract: A device receives information associated with machine-to-machine (M2M) devices connected to a host server device via a network. The information associated with the M2M devices include one or more of device information associated with components of the M2M devices, application information generated by the M2M devices, or network information associated with interactions of the M2M devices, with the network, when the M2M devices provide the application information to the host server device via the network. The device performs an analysis of the information associated with the M2M devices via one or more analytics techniques, and generates analysis information based on the analysis of the information associated with the M2M devices. The device provides the analysis information for display by the host server device.

Abstract: A device receives user information associated with users of user devices, and receives vendor information associated with vendors. The device identifies a performance metric for the vendors based on a request received from a particular vendor of the vendors, and determines performance information for the vendors based on the identified performance metric, the user information, and the vendor information. The device anonymizes the performance information for the vendors to produce anonymous performance information, without anonymizing the performance information for the particular vendor. The device generates a user interface that visually depicts the anonymous performance information and the performance information for the particular vendor, and provides the user interface to a device associated with the particular vendor.

Abstract: A device receives information associated with machine-to-machine (M2M) devices connected to a host server device via a network. The information associated with the M2M devices include one or more of device information associated with components of the M2M devices, application information generated by the M2M devices, or network information associated with interactions of the M2M devices, with the network, when the M2M devices provide the application information to the host server device via the network. The device performs an analysis of the information associated with the M2M devices via one or more analytics techniques, and generates analysis information based on the analysis of the information associated with the M2M devices. The device provides the analysis information for display by the host server device.

Abstract: The present invention discloses a gas delivery apparatus for control of process and purge gases is disclosed that is suitable for use in a semiconductor processing system. The gas delivery apparatus includes a base plate integrating a printed circuit board and a heating layer. In addition, the gas delivery apparatus includes a plurality of gas stick components mounted on the base plate. Specific gas components are coupled to the integrated printed circuit board, which provides an electrical interface to the control electronics.

Abstract: Disclosed is an apparatus and method for verifying the authenticity of a circuit board incorporated in a system. The method employs signal representing a unique identifier, such as a serial number and an associated error check code, to identify the circuit board. The identifier signal is passed from the circuit board to the system when the circuit board is initialized. To verify that a circuit board is authentic, the error check code (ECC) represented in the second part of the circuit board's identifier signal is verified. If the ECC is not correct then the circuit board is left unused. Next, the first part of the identifier signal (e.g. the serial number) is compared to the identifier signals for all other circuit boards mounted within the system. If a match of any two identifier signals is found, all circuit boards associated with the common identifier signal are left unused. If no duplicates are found and the ECC was correct, the circuit board is permitted to function.