Methods for providing asymmetric run to run control of process parameters
View Patent ↗Methods for providing asymmetric control of process parameters are described. One such method includes receiving a data point for the process parameter relative to the wafer, selecting a first value for a process weighting factor when the data point is consistent with a first criteria, selecting a second value for the process weighting factor when the data point is consistent with a second criteria, where the second value is not equal to the first value, calculating an exponential weighted moving average of the process parameter based on the data point and the process weighting factor, updating the process parameter with the exponential weighted moving average, and using the updated process parameter to control the process and thereby treat the wafer. The methods can use one or more weighting factor switch limits to define different areas of risk associated with a target for the process parameter.
1. A method for providing asymmetric control of a process parameter of a process for treating a wafer, the method comprising:
receiving a data point for the process parameter relative to the wafer;
selecting a first value for a process weighting factor when the data point is consistent with a first criteria;
selecting a second value for the process weighting factor when the data point is consistent with a second criteria, wherein the second value is not equal to the first value;
calculating an exponential weighted moving average of the process parameter based on the data point and the process weighting factor;
updating the process parameter with the exponential weighted moving average; and
using the updated process parameter to control the process and thereby treat the wafer,
wherein the first criteria is a function of the data point, a previously calculated process parameter value and a first weighting factor switch limit, and
wherein the first criteria is mutually exclusive of the second criteria.
2. The method of claim 1 , wherein the second criteria is a function of the data point, the previously calculated process parameter value and the first weighting factor switch limit.
3. The method of claim 1 , wherein the first criteria corresponds to whether the data point is greater than the previously calculated process parameter value multiplied by the first weighting factor switch limit.
4. The method of claim 3 , wherein the second criteria corresponds to whether the data point is less than, or equal to, the previously calculated process parameter value multiplied by the first weighting factor switch limit.
5. The method of claim 4 , wherein the first value is greater than the second value.
6. The method of claim 4 , wherein the first value is less than the second value.
7. The method of claim 1 , wherein the process weighting factor comprises a range of 0 to 1.
8. The method of claim 1 , wherein the process parameter is a rate of material removal from the wafer for a material removal process.
9. The method of claim 8 , wherein the material removal process is a process selected from the group consisting of ion milling process and chemical mechanical planarization process.
10. The method of claim 1 , wherein the process parameter is a rate of material deposition for the wafer.
11. The method of claim 1 , wherein the calculating the exponential weighted moving average of the process parameter based on the data point (R) and the process weighting factor (lambda) comprises calculating a sum of (lambda multiplied by R) and (1 minus lambda) multiplied by a previously calculated process parameter value.
12. The method of claim 1 , further comprising:
selecting a third value for a process weighting factor when the data point is consistent with a third criteria;
wherein the first criteria, the second criteria, and the third criteria are mutually exclusive.
13. The method of claim 12 :
wherein the second criteria is a function of the data point, the previously calculated process parameter value, the first weighting factor switch limit, and a second weighting factor switch limit, and
wherein the third criteria is a function of the data point, a previously calculated process parameter value and the first weighting factor switch limit.
14. The method of claim 13 :
wherein the first criteria corresponds to whether the data point is greater than the previously calculated process parameter value multiplied by the first weighting factor switch limit,
wherein the second criteria corresponds to whether the data point is both:
less than, or equal to, the previously calculated process parameter value multiplied by the first weighting factor switch limit; and
greater than the previously calculated process parameter value multiplied by the second weighting factor switch limit,
wherein the third criteria corresponds to whether the data point is less than, or equal to, the previously calculated process parameter value multiplied by the second weighting factor switch limit.