METHODS AND SYSTEMS FOR QUALITY INFERENCE AND CONTROL FOR ADDITIVE MANUFACTURING PROCESSES
This disclosure describes an additive manufacturing method that includes monitoring a temperature of a portion of a build plane during an additive manufacturing operation using a temperature sensor as a heat source passes through the portion of the build plane; detecting a peak temperature associated with one or more passes of the heat source through the portion of the build plane; determining a threshold temperature by reducing the peak temperature by a predetermined amount; identifying a time interval during which the monitored temperature exceeds the threshold temperature; identifying, using the time interval, a change in manufacturing conditions likely to result in a manufacturing defect; and changing a process parameter of the heat source in response to the change in manufacturing conditions.
1 . An additive manufacturing method comprising:
monitoring a temperature of a portion of a layer during an additive manufacturing operation as a heat source passes across the portion of the layer; and
determining a cooling rate of the portion of the layer, wherein the cooling rate is based on the monitored temperature.
2 . The additive manufacturing method of claim 1 , wherein the layer includes a build plane.
3 . The additive manufacturing method of claim 1 , wherein the monitored temperature includes a peak temperature.
4 . The additive manufacturing method of claim 3 , wherein when the peak temperature is identified in response to the monitored temperature exceeding a predetermined threshold temperature.
5 . The additive manufacturing method of claim 1 , wherein the cooling rate is based at least in part on a peak temperature.
6 . The additive manufacturing method of claim 1 , wherein a time associated with the cooling rate is determined from a cooling rate fit line that approximates the cooling rate.
7 . The additive manufacturing method of claim 1 , wherein the monitoring is performed using a pyrometer.
8 . The additive manufacturing method of claim 7 , wherein the pyrometer is an “on axis” pyrometer that is aligned with optics used by the heat source.
9 . An additive manufacturing system comprising:
a heat source;
an optical sensor arranged to receive optical emissions from a portion of a layer of material during an additive manufacturing operation in which the portion of the layer of material is heated by the heat source; and
at least one processor arranged to collect data from the optical sensor, the at least one processor being further configured to:
convert the collected data to temperature data indicative of a temperature of the portion of the layer of material; and
determine a cooling rate of the portion of the layer, wherein the cooling rate is based on the temperature data.
10 . The additive manufacturing system of claim 9 , wherein the layer includes a build plane.
11 . The additive manufacturing system of claim 9 , wherein the temperature data includes a peak temperature.
12 . The additive manufacturing system of claim 11 , wherein the peak temperature is identified in response to the temperature data exceeding a predetermined threshold temperature.
13 . The additive manufacturing system of claim 9 , wherein the cooling rate is based on a peak temperature.
14 . The additive manufacturing system of claim 9 , wherein a time associated with the cooling rate is determined from a cooling rate fit line that approximates the cooling rate.
15 . The additive manufacturing system of claim 9 , wherein the optical sensor is an “on axis” sensor that is aligned with optics used by the heat source.
16 . An additive manufacturing method comprising:
monitoring optical emissions emitted by a portion of a layer of build material during an additive manufacturing operation as a heat source passes across the portion of the layer; and
determining a cooling rate of the portion of the layer, wherein the cooling rate is based on the monitored optical emissions.
17 . The additive manufacturing method of claim 16 , wherein the layer includes a build plane.
18 . The additive manufacturing method of claim 16 , wherein the optical emissions are converted to temperature data and wherein a peak of the temperature data is identified.
19 . The additive manufacturing method of claim 18 , wherein the peak of the temperature data is identified in response to the temperature data exceeding a predetermined threshold temperature.
20 . The additive manufacturing method of claim 16 , wherein a time associated with the cooling rate is determined from a cooling rate fit line that approximates the cooling rate.