Layer-based defect detection using normalized sensor data
The disclosed embodiments relate to the monitoring and control of additive manufacturing. In particular, a method is shown for removing errors inherent in thermal measurement equipment so that the presence of errors in a product build operation can be identified and acted upon with greater precision. Instead of monitoring a grid of discrete locations on the build plane with a temperature sensor, the intensity, duration and in some cases position of each scan is recorded in order to characterize one or more build operations.
1. A method of using an additive manufacturing system including a processor, the method comprising:
generating an energy beam;
directing the energy beam across a work piece along a plurality of scan lines to fuse a layer of powder to the work piece, wherein each scan line of the plurality of scan lines includes a respective scan length;
using the processor to acquire data from an optical sensor arranged to receive optical emissions from the layer while the energy beam is directed across the work piece;
using the processor to generate, using the acquired data, a characteristic curve of a variation of optical emission intensity for the plurality of scan lines, wherein the optical emission intensity is corrected for a variation in the scan length of the plurality of scan lines; and
using the processor to compare the characteristic curve to a baseline characteristic curve to detect a potentially defective region in the work piece.
2. The method of claim 1 wherein a unique baseline characteristic curve is generated for each respective layer that is fused to the work piece.
3. The method of claim 1 wherein the baseline characteristic curve is a characteristic curve of a same layer of a different work piece and the potentially defective region is identified by a deviation of the characteristic curve from the baseline characteristic curve.
4. The method of claim 1 further comprising correcting the optical emission intensity for a variation in a distance between the optical sensor and each respective scan line of the plurality of scan lines.
5. The method of claim 1 wherein the acquired data comprises an intensity of the optical emissions from the layer for each scan line of the plurality of scan lines.
6. The method of claim 1 wherein the acquired data from the optical sensor indicates a temperature at the layer.
7. The method of claim 1 wherein the energy beam is a laser beam.
8. The method of claim 7 wherein the acquired data from the optical sensor indicates a duration of each scan line of the plurality of scan lines based on a change in detected intensity.
9. The method of claim 7 wherein the optical sensor shares optics with the laser beam.
10. An additive manufacturing system comprising:
a powder bed adapted to hold a work piece;
an energy beam arranged to fuse a layer of powder to a work piece via a plurality of scan lines distributed across the work piece, wherein each scan line has a respective scan line length;
a sensor arranged to receive optical emissions from the layer of powder; and
a processor arranged to receive data from the sensor and adapted to:
generate a characteristic curve of a variation of an intensity of the optical emissions related to each scan line of the plurality of scan lines, wherein the intensity is corrected for a variation in the scan line length of the plurality of the plurality of scan lines; and
compare the characteristic curve to a baseline characteristic curve to detect a potentially defective region of the work piece.
11. The additive manufacturing system of claim 10 wherein the baseline characteristic curve is generated for each respective layer that is fused to the work piece.
12. The additive manufacturing system of claim 10 wherein the baseline characteristic curve is a characteristic curve of a same layer of a different work piece.
13. The additive manufacturing system of claim 10 wherein the intensity is further corrected for a variation in a distance between the sensor and each respective scan line.
14. The additive manufacturing system of claim 10 wherein the optical emissions are a peak intensity of the optical emissions.
15. The additive manufacturing system of claim 10 wherein the optical emissions indicate a temperature at the layer.
16. The additive manufacturing system of claim 15 wherein the energy beam is a laser beam.
17. The additive manufacturing system of claim 16 wherein the processor is further adapted to determine a duration of each scan line of the plurality of scan lines based on a change in detected intensity.