Method and system for monitoring a set-up for manufacture of a biopharmaceutical product

    公开(公告)号:US11966988B2

    公开(公告)日:2024-04-23

    申请号:US17292203

    申请日:2019-11-12

    Abstract: The present disclosure relates to a system and method (10) for monitoring a set-up for manufacture and/or setting up for manufacture and/or tearing down after manufacture of a biopharmaceutical product. The method comprises: processing (S2, S3, S4) at least one image of a scene comprising the set-up for manufacture of the biopharmaceutical product. The processing of the at least one image comprises performing (S2) a first process on the at least one image for classifying first objects in the image, said first objects being devices such as clamps, pumps, valves and/or sensors and/or any other bio processing equipment. The first process comprising identifying, localizing and classifying the first objects in the image. A second process is performed (S3) on the at least one image for identifying and localizing connections in the images. The second process comprises classifying each pixel with an associated second object classifier, said second object classifier classifying a second object selected from a group comprising the first objects and connections, segmenting out pixels associated with a connection and identifying connection mappings with the first objects. The method further comprises forming (S4) compiled information comprising information relating to the identified connection mappings obtained from the second process and the first objects as identified by the first process.

    System and method for automatically detecting damages in vehicles

    公开(公告)号:US11915278B2

    公开(公告)日:2024-02-27

    申请号:US17437714

    申请日:2020-03-09

    Applicant: RAVIN AI LTD.

    Abstract: An automatic system for detecting a damage to a vehicle, comprising: (a) at least one camera for capturing “handover” and “return” images irrespective of the vehicle's movement or orientation relative to the camera; (b) a memory for storing images of basic-parts (c) a first determination unit for, based on the basic-parts images, determine the location of one or more basic-parts within the “handover” and “return” images; (d) a second determination unit configured to, based on the determined locations of the basic parts within the images, determine the locations of “other parts” within the “handover” and “return” images, thereby to form “handover” and “return” part-images, respectively; (e) a transformation unit configured to separately transform each pair of “handover” and “return” part-images, respectively, to a same plane; (f) a comparison unit configured to separately compare pixel-by-pixel each transformed pairs of “handover” and “return” part-images, to detect a difference above a predefined threshold.

    Wear detection in mechanical equipment

    公开(公告)号:US11842553B2

    公开(公告)日:2023-12-12

    申请号:US17287821

    申请日:2019-11-15

    CPC classification number: G06V20/64 G06V10/764 G06V2201/06

    Abstract: Aspects of the technology described herein describe a system for detecting and reducing wear in industrial equipment. Aspects of the technology use 3D image data from a field inspection of industrial equipment to identify and quantify wear. The wear can be detected by providing the images from the field inspection to a computer classifier for recognition. Aspects of the technology also use machine learning to recommend a change to the operation of the equipment to minimize wear. Such a change could include load shedding, lube oil feed rate changes, prompts for maintenance, etc. Through incorporation of the wear data into the control system, the equipment can automatically change operation to improve wear performance and increase the durability and lifetime of the equipment.

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