Etch feedback for control of upstream process
A substrate processing system comprises an etch chamber configured to perform an etch process on a substrate, the etch chamber comprising an optical sensor to generate one or more optical measurements of a film on the substrate during and/or after the etch process. The system further comprises a computing device operatively connected to the etch chamber, wherein the computing device is to: receive the one or more optical measurements of the film; determine, for each optical measurement of the one or more optical measurements, a film thickness of the film; determine an etch rate of the film based on the one or more optical measurements using the determined film thickness of each optical measurement of the one or more optical measurements; and determine a process parameter value of at least one process parameter for a previously performed process that was performed on the substrate based on the etch rate.
1. A substrate processing system comprising:
an etch chamber configured to perform an etch process on a substrate, wherein the etch chamber comprises an optical sensor to generate one or more optical measurements of a film on the substrate at least one of during the etch process or after the etch process; and
a computing device operatively connected to the etch chamber, wherein the computing device is to:
receive the one or more optical measurements of the film;
determine, for each optical measurement of the one or more optical measurements, a film thickness of the film;
determine an etch rate of the film based on the one or more optical measurements using the determined film thickness of each optical measurement of the one or more optical measurements;
input the etch rate into a trained machine learning model, wherein the trained machine learning model outputs an estimated process parameter value of at least one process parameter for a previously performed process that was performed on the substrate prior to the etch process by a process chamber;
determine that the estimated process parameter value of the at least one process parameter provided by the process chamber for the previously performed process had a deviation from a target process parameter value of the at least one process parameter; and
adjust an operation of the process chamber by correcting the deviation between the estimated process parameter value and the target process parameter value for future execution of the previously performed process on the process chamber.
2. The substrate processing system of claim 1 , wherein in order to determine the estimated process parameter value of the at least one process parameter for the previously performed process that was performed on the substrate based on the etch rate, the computing device is further to:
determine a film quality value for the film based on the etch rate; and
determine the estimated process parameter value of the at least one process parameter based on the film quality value.
3. The substrate processing system of claim 2 , wherein the film quality value is a value associated with at least one of grain size, grain orientation, or average surface roughness of the film.
4. The substrate processing system of claim 1 , wherein the optical sensor comprises a spectrometer configured to measure the film thickness using reflectometry.
5. The substrate processing system of claim 1 , wherein the one or more optical measurements of the film comprise a plurality of optical measurements of the film, and wherein the computing device is further to:
periodically determine, based on time stamps and film thickness values associated with two or more optical measurements of the plurality of optical measurements, an instantaneous etch rate for a region of the film.
6. The substrate processing system of claim 1 , wherein the previously performed process comprises a deposition process, and wherein the at least one process parameter for the previously performed process comprises temperature.
7. The substrate processing system of claim 6 , wherein the at least one process parameter for the previously performed process further comprises at least one of pressure or plasma power.
8. A method comprising:
performing an etch process to etch a film on a substrate, wherein the film was previously formed on the substrate using a prior deposition process that was performed prior to the etch process;
generating one or more optical measurements of the film on the substrate at least one of during the etch process or after the etch process;
determining, for each optical measurement of the one or more optical measurements, a film thickness of the film;
determining an etch rate of the film based on the one or more optical measurements using the determined film thickness of each optical measurement of the one or more optical measurements;
inputting the etch rate into a trained machine learning model, wherein the trained machine learning model outputs a determined process parameter value of at least one process parameter for the prior deposition process that was performed on the substrate prior to the etch process; and
adjusting an operation of a process chamber that performed the prior deposition process with respect to future performance of the prior deposition process based on a difference between the determined process parameter value and a target process parameter value.
9. The method of claim 8 , wherein determining the process parameter value of the at least one process parameter for the prior deposition process that was performed on the substrate based on the etch rate comprises:
determining a film quality value for the film based on the etch rate; and
determining the process parameter value of the at least one process parameter based on the film quality value.
10. The method of claim 9 , wherein the film quality value is a value associated with at least one of grain size, grain orientation, or average surface roughness of the film.
11. The method of claim 8 , further comprising:
determining the difference between the determined process parameter value and the target process parameter value of the at least one process parameter;
determining the process chamber that performed the prior deposition process on the substrate; and
determining an adjustment to the at least one process parameter for future substrates to be processed by the process chamber based on the difference.
12. The method of claim 8 , wherein the one or more optical measurements of the film comprise a plurality of optical measurements of the film, the method further comprising:
periodically determining, based on time stamps and film thickness values associated with two or more optical measurements of the plurality of optical measurements, an instantaneous etch rate for a region of the film.
13. The method of claim 8 , wherein the at least one process parameter for the prior deposition process comprises temperature.
14. The method of claim 13 , wherein the at least one process parameter for the prior deposition process further comprises at least one of pressure or plasma power.