Exemplary embodiments provide methods, mediums, and systems for providing services and systems for managing data in a chromatography data processing environment. The system may implement one or more autonomous services that read encoded data and decode the data for use by one or more applications. To communicate with the autonomous services, the autonomous services may expose endpoints accessible to requesting applications. For instance, the endpoints may apply decoders to read a stream of data generated by a chromatography instrument. Each of the decoders may be configured to read different configurations of data (e.g., to parse the stream based on the way that the instrument encodes the stream). Accordingly, the acquired data from many different instruments can be stored in a centralized repository, and may be accessed by any authorized application through the endpoints. The data processing environment therefore serves as a single access point for many different types of data.

Provided is a display device. The display device includes a display panel including a display area where an image is displayed and a non-display area surrounding the display area, a light blocking layer disposed in the non-display area and on the display panel, and a primer layer disposed between the display panel and the light blocking layer, and configured to planarize the display panel. Thus, it is possible to provide a borderless display device having an excellent appearance with minimized defects in a bezel pattern caused by foreign materials.

A method and apparatus are provided to control of a flotation separation process, including parameters of the flotation process and reagent addition to optimize mineral recovery. The apparatus includes a signal processor or processing module configured at least to receive signalling containing information about at least one acoustic characteristic of a froth layer in a flotation cell or tank of a flotation separation process; and determine a control characteristic related to the flotation separation process based at least partly on the signalling received. The signal processor or processing module may also be configured at least to: provide corresponding signalling containing information to control the flotation separation process based at least partly on the control characteristic determined.

The present invention relates to a method for optimizing an alkane dehydrogenation operation. The method comprises the steps of obtaining historical data of a plurality of production parameter data, filtering abnormal data of the said historical data, developing a product yield prediction model and a coking rate prediction model, and processing the product yield prediction model and the coking rate prediction model, and determining optimum production parameter data based on the predicted product yield and the predicted coking rate. The present invention further relates to a system for optimizing an alkane dehydrogenation operation which comprises a production data detecting and storage unit and a processor configured to obtain historical data of the production parameter data, filter abnormal data of the historical data of the production parameter data, develop a product yield prediction model and a coking rate prediction model, and provide a process efficiency analysis model with a machine learning processing unit for processing the product yield prediction model and the coking rate prediction model to predict a product yield and a coking rate, and determine optimum production parameter data based on the predicted product yield and the predicted coking rate.

A method for controlling a device system is disclosed, and the device system includes a tool device and a motorized advancing apparatus during the machining of a workpiece composed of a first material and a second material different from the first material. The method includes machining the workpiece by the device system initially in a first operating mode with first machining parameters that are stored for the first material. After the start of the machining of the workpiece in the first operating mode, the method includes measuring and storing a first machining progress of the tool device as a reference value. During the machining of the workpiece in the first operating mode, the method also includes regularly measuring and comparing with a first threshold value a current machining progress of the tool device.

Provided is a display device. The display device includes a display panel including a display area where an image is displayed and a non-display area surrounding the display area, a light blocking layer disposed in the non-display area and on the display panel, and a primer layer disposed between the display panel and the light blocking layer, and configured to planarize the display panel. Thus, it is possible to provide a borderless display device having an excellent appearance with minimized defects in a bezel pattern caused by foreign materials.