Thermal imaging for within wafer variability feedforward or feedback information
IR radiation may be used to examine substrates prior to a fabrication operation in order to adjust processing parameters of the fabrication operation, or to determine features of the substrate. A thermographic image may be collected and provided to a transfer function or machine learning model to determine processing parameters or features. The processing parameters may improve the uniformity of the wafer and/or achieve a desired target feature value.
1. A method, comprising:
obtaining a thermographic image of a partially processed wafer, wherein the thermographic image contains infrared (IR) radiation intensity values for a plurality of positions of a surface of the wafer;
determining processing parameters for a fabrication operation by a process chamber based at least in part on the thermographic image, wherein the process chamber has a pedestal having a plurality of independently controllable temperature control zones arranged in proximity to a location of a substrate during the fabrication operation, and the plurality of positions of the thermographic image are based on the plurality of independently controllable temperature control zones; and
applying the processing parameters to the process chamber for the fabrication operation.
2. The method of claim 1 , wherein the fabrication operation is performed on the wafer using the processing parameters.
3. The method of claim 1 , wherein the fabrication operation is performed on a second wafer using the processing parameters.
4. The method of claim 1 , further comprising placing the partially processed wafer proximate to a thermal source prior to obtaining the thermographic image.
5. The method of claim 1 , wherein obtaining the thermographic image comprises:
heating the wafer to a target temperature; and
detecting IR radiation from the surface of the wafer for the plurality of positions.
6. The method of claim 5 , wherein heating the wafer to a target temperature includes exposing the wafer to a thermal source with a low-emissivity coating.
7. The method of claim 6 , wherein the low-emissivity is an emissivity less than about 0.02.
8. The method of claim 5 , wherein detecting IR radiation from the surface of the wafer for the plurality of positions occurs at a first time after directing IR radiation through the wafer.
9. The method of claim 1 , wherein obtaining a thermographic image comprises:
directing IR radiation through the wafer; and
detecting IR radiation from the surface of the wafer for the plurality of positions.
10. The method of claim 9 , wherein the IR radiation is from a thermal source exhibiting a high emissivity.
11. The method of claim 10 , wherein the wafer is not in thermally conductive contact or thermally convective contact with the thermal source.
12. The method of claim 10 , wherein the IR intensity values at least partially represent IR radiation emitted by the thermal source and transmitted by the wafer.
13. The method of claim 1 , wherein obtaining a thermographic image is performed under vacuum.
14. The method of claim 1 , wherein the processing parameters include one or more of: radial temperature values for a pedestal in the process chamber, azimuthal temperature vales for a pedestal in the process chamber, process gas conditions, plasma conditions, or a vertical position of a pedestal.
15. The method of claim 1 , wherein obtaining a thermographic image comprises filtering IR radiation using a wavelength filter.
16. The method of claim 1 , wherein obtaining a thermographic image comprises detecting IR radiation using a hyperspectral detector.
17. The method of claim 1 , wherein determining processing parameters further comprises analyzing the thermographic image using a transfer function.
18. The method of claim 17 , wherein the transfer function is implemented as a trained machine learning model.
19. A thermographic metrology tool, comprising:
a thermal source;
an infrared radiation (IR) detector; and
one or more processors and one or more memories comprising computer-executable instructions that, when executed, control the one or more processors to:
obtain a thermographic image of a partially processed wafer, wherein the thermographic image contains infrared (IR) radiation intensity values for a plurality of positions of a surface of the wafer,
determine processing parameters for a fabrication operation by a process chamber based at least in part on the thermographic image, wherein the process chamber has a pedestal having a plurality of independently controllable temperature control zones arranged in proximity to a location of a substrate during the fabrication operation, and the plurality of positions of the thermographic image are based on the plurality of independently controllable temperature control zones, and
apply the processing parameters to the process chamber for the fabrication operation.