METHODS AND SYSTEMS FOR ADDITIVELY MANUFACTURING DENSIFIED COMPONENTS

    公开(公告)号:WO2022236249A1

    公开(公告)日:2022-11-10

    申请号:PCT/US2022/072049

    申请日:2022-05-02

    Abstract: A method of additive manufacturing may include disposing a layer of a powder material on a surface of a build platform of an additive manufacturing apparatus. The method may also include placing a compaction platform comprising one or more transducers in contact with an upper surface of the layer of the powder material. The method may additionally include activating at least one transducer of one or more transducers of the compaction platform of the compactor to densify a portion of the layer of the powder material below the at least one transducer while at least the weight of the compaction platform applies a normal force to the layer of the powder material. Related systems for densifying additively manufactured components are also described.

    ANOMALY DETECTION IN ADDITIVE MANUFACTURING USING MELTPOOL MONITORING, AND RELATED DEVICES AND SYSTEMS

    公开(公告)号:WO2022186847A1

    公开(公告)日:2022-09-09

    申请号:PCT/US2021/033906

    申请日:2021-05-24

    Abstract: Methods for anomaly detection in additive manufacture using meltpool monitoring are disclosed. A method includes obtaining a process model representative of an object to be generated through additive manufacture. The method also includes generating, based on the process model and using a hybrid machine-learning model, an instruction for generating the object through additive manufacture. Another method includes generating a layer of an object, and taking a reading relative to the generation of the layer. The other method also includes updating, based on the reading and using a hybrid machine-learning model, a process model, the process model representative of the object. The other method also includes generating, based on the updated process model and using the hybrid machine- learning model, an instruction for generating a subsequent layer of the object through additive manufacture. Related systems and devices are also disclosed.

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