METHOD AND SYSTEM FOR INTERLAYER FEEDBACK CONTROL AND FAILURE DETECTION IN AN ADDITIVE MANUFACTURING PROCESS
An additive manufacturing system configured to: during a first build cycle of an additive manufacturing process for manufacturing a first layer of a build, sampling a first set of sensor data streams via the sensor suite; calculate a first likelihood of failure of the build based on the first set of sensor data streams; in response to calculating the first likelihood of failure within a first likelihood range, flag the build to indicate the first likelihood of failure; and in response to calculating the first likelihood of failure within a second likelihood range greater than the first likelihood range, pause the additive manufacturing process, and notify an operator of the additive manufacturing system of the first likelihood of failure.
1 . An additive manufacturing system comprising:
a build window;
a projection system:
arranged beneath a lower surface of the build window; and
configured to project electromagnetic radiation toward an upper surface of the build window;
a build platform:
facing the build window; and
configured to retract and advance relative to the build window;
a sensor suite; and
a controller configured to:
during a first build cycle of an additive manufacturing process for manufacturing a first layer of a build, sample a first set of sensor data streams via the sensor suite;
calculate a first likelihood of failure of the build based on the first set of sensor data streams;
in response to calculating the first likelihood of failure within a first likelihood range, flag the build to indicate the first likelihood of failure; and
in response to calculating the first likelihood of failure within a second likelihood range greater than the first likelihood range:
pause the additive manufacturing process; and
notify an operator of the additive manufacturing system of the first likelihood of failure.
2 . The additive manufacturing system of claim 1 :
wherein the sensor suite comprises an image sensor arranged below the build window and configured to record images depicting the build window;
wherein the controller is configured to:
during the first build cycle of the additive manufacturing process:
record the first set of sensor data streams via the sensor suite, the first set of sensor data streams comprising a first image recorded by the image sensor;
access a geometry of the first layer of the build; and
calculate, via the failure detection model, the first likelihood of failure based on:
the geometry of the first layer of the build; and
the first set of sensor data streams comprising the first image.
3 . The additive manufacturing system of claim 2 , wherein the controller is configured to:
detecting a real geometry of the first layer based on the first image; and
calculate, via the failure detection model the first likelihood of failure of the build based on a comparison between the geometry of the first layer and the real geometry of the first layer and based on the first set of sensor data streams.