Multi-sensor quality inference and control for additive manufacturing processes
This invention teaches a multi-sensor quality inference system for additive manufacturing. This invention still further teaches a quality system that is capable of discerning and addressing three quality issues: i) process anomalies, or extreme unpredictable events uncorrelated to process inputs; ii) process variations, or difference between desired process parameters and actual operating conditions; and iii) material structure and properties, or the quality of the resultant material created by the Additive Manufacturing process. This invention further teaches experimental observations of the Additive Manufacturing process made only in a Lagrangian frame of reference. This invention even further teaches the use of the gathered sensor data to evaluate and control additive manufacturing operations in real time.
1. An additive manufacturing method, comprising:
monitoring a first portion of a build plane during an additive manufacturing operation using a first optical sensor;
simultaneously monitoring a second portion of the build plane that includes the first portion using a second optical sensor;
detecting a change in phase of material within the first portion as a heat source passes through the first portion of the build plane with the first optical sensor, wherein detecting the change in phase comprises at least one of identifying a thermal arrest or identifying a thermal inversion;
calibrating the second optical sensor by correlating the change in phase detected by the first optical sensor with information collected by the second optical sensor during the detected phase change, the calibrating of the second optical sensor improving characterization of a temperature of a region of the second portion of the build plane outside of a field of view of the first optical sensor; and
changing an amount of energy supplied within the region of the second portion by the heat source in accordance with the calibrated temperature information provided by the second optical sensor.
2. The additive manufacturing method of claim 1 , wherein changing the amount of energy supplied by the heat source comprises shutting off the heat source.
3. The additive manufacturing method of claim 1 , wherein changing the amount of energy supplied by the heat source comprises increasing an amount of heat supplied by the heat source in response to detecting solidification of the material within the first portion of the build plane.
4. The additive manufacturing method of claim 1 , wherein the first optical sensor is a single color pyrometer.
5. The additive manufacturing method of claim 4 , wherein the single color pyrometer detects both melting and solidification of the material within the first portion.
6. The additive manufacturing method of claim 4 , wherein an on heating liquidus temperature is identified by taking a derivative of the temperature and correlating the on heating liquidus temperature with a greatest value from the temperature derivative.
7. An additive manufacturing system, comprising:
a processor;
a heat source configured to direct energy towards a layer of powder arranged on a powder bed in a pattern defined by the processor that corresponds to a shape of a part;
a first optical sensor configured to determine a temperature associated with a fixed portion of the layer of powder; and
a second optical sensor configured to simultaneously receive light emitted by a portion of the layer of powder being melted by the energy from the heat source, wherein the processor is configured to:
receive sensor data from the first and second optical sensors during an additive manufacturing operation,
calibrate the sensor data from the first optical sensor by identifying one or more phase changes during an additive manufacturing operation, wherein identifying one or more phase changes comprises at least one of identifying a thermal arrest or identifying a thermal inversion, and
correlate the calibrated sensor data from the first optical sensor with the sensor data from the second optical sensor to characterize temperatures of the part outside of the fixed portion of the layer of powder,
send a signal to the heat source to change the amount of energy applied to the layer of powder in response to the calibrated data.
8. The additive manufacturing system of claim 7 , wherein the calibrated sensor data indicates a rate at which one or more of the phase changes is occurring is off-nominal.
9. The additive manufacturing system of claim 8 , wherein the processor is further configured to periodically calibrate the sensor data throughout the additive manufacturing operation so that any fluctuations in the application of the energy by the heat source are recorded for characterizing an overall quality of a part produced by the additive manufacturing operation.
10. The additive manufacturing system of claim 7 , wherein the first optical sensor is a pyrometer and the second optical sensor is a photodiode.
11. The additive manufacturing system of claim 10 , wherein the photodiode is configured as a Eulerian sensor and is able to detect heat emitted from the layer of powder in the powder bed.
12. The additive manufacturing system of claim 10 , wherein the photodiode is configured as a Lagrangian sensor and shares optics with the heat source.
13. The additive manufacturing system of claim 7 , wherein the fixed portion of the layer of powder is outside of the shape of the part.
14. The additive manufacturing system of claim 7 , wherein the fixed portion of the powder bed corresponds to portion of the part that is from the-part.
15. The additive manufacturing system of claim 7 , wherein an area across which the first optical sensor measures temperature is larger than an area that is heated by the heat source.