Laser files are modified to create light version files by adjusting the levels of the files.

A method for controlling quality of screwing or drilling operations performed by means of a tool. The method includes machine learning of a statistical model of the unsupervised type.

A quality control apparatus includes: a test value acquisition unit that acquires test values of respective components that constitute a product; an assembling management information acquisition unit that acquires assembling management information that is information concerning assembling of the product and the components; a step-related information acquisition unit that acquires step-related information that is information related to a production step; and a display that displays a configuration diagram of the product that is hierarchically constituted by the components and shows a combination of elements that are assumed to be likely to have caused a quality defect of the product on the configuration diagram on a basis of the test values, the assembling management information, and the step-related information.

A molding monitoring apparatus acquires an image of a molding molded by an injection molding machine, determines whether abnormality is present in the molding, and specifies an abnormality occurrence position thereof when the abnormality is present. Further, the molding monitoring apparatus calculates the number of abnormality occurrences for each abnormality occurrence position, and compares, among the calculated number of abnormality occurrences for each abnormality occurrence position, the number of abnormality occurrences for each abnormality occurrence position in a certain term with the number of abnormality occurrences for each abnormality occurrence position in another term.

A system for verifying quality of a part using an arm robot includes an arm robot, which includes a camera to acquire image data of a part assembled in each manufacturing process of a vehicle, a carrier, which includes a sliding rail allowing the arm robot to be movable around the vehicle along the sliding rail to acquire the image data, and a server which receives the image data acquired by the camera, compares the image data with modeling data of the vehicle, which is stored in a database, and determines whether the assembled part satisfies a preset inspection item, to verify quality of the assembled part, verifying the quality of the part in each process before the vehicle is completely manufactured.

Method, inspection device, system for transferring a machine learning model and computer-implemented data structure for transferring the machine learning model includes a description for a technical component, a designation for a feature of the component, a classification model for the feature of the component, and at least one sensor parameter that describes the detection of the component by means of at least one sensor element.

A method of aging a substrate-processing apparatus according to the inventive concepts may include receiving advance information of a scheduled substrate-receiving container to be loaded on a load port of the substrate-processing apparatus from a host computer, and loading a test substrate into a process chamber to perform an inspection process by means of the advance information.

A machined surface quality evaluation device includes a machine learning device that learns a result of evaluation on machined surface quality of a workpiece by an observer which correspond to an inspection result on the machined surface quality of the workpiece. The machine learning device observes the inspection result on the machined surface quality of the workpiece as a state variable, acquires label data indicating the result of the evaluation on the machined surface quality of the workpiece by the observer, and learns the state variable and the label data in a manner such that they are correlated each other.

A system and computer-implemented method comprising receiving at a memory device a manufacturing process plan having a plurality of operating steps including data from a bill of specification including manufacturing process step requirements for a manufactured product and data from a bill of characteristics including dimensions and tolerances for the manufactured product where the system or method extract data via a processor executing instructions from both the bill of specification and the bill of characteristics relating to inspection of the manufactured product and define a job to produce the manufactured product wherein the job includes assigning an identification number, specifying the product to be manufactured, identifying the quantity to be made, and identifying the number of manufactured products to be inspected. The system or method further group manufacturing dimensions extracted from the bill of characteristics by operating step in manufacturing process plan and populate a browser-based inspection screen to be viewed by an operator including inspection requirements specific to the operating step to be performed by the operator.

Systems and methods are provided for hanging inspection systems for aircraft from floor beams of those aircraft. One embodiment is a method that includes selecting a floor beam of an aircraft, attaching a hanging support to a floor beam, and placing an inspection system at a mount of the hanging support.