Methods and systems for combining x-ray metrology data sets to improve parameter estimation
Methods and systems for measuring a complex semiconductor structure based on measurement data before and after a critical process step are presented. In some embodiments, the measurement is based on x-ray scatterometry measurement data. In one aspect, a measurement is based on fitting combined measurement data to a simplified geometric model of the measured structure. In some embodiments, the combined measurement data is determined by subtraction of a measured diffraction pattern before the critical process step from a measured diffraction pattern after the critical process step. In some embodiments, the simplified geometric model includes only the features affected by the critical process step. In another aspect, a measurement is based on a combined data set and a trained signal response metrology (SRM) model. In another aspect, a measurement is based on actual measurement data after the critical process step and simulated measurement data before the critical process step.
1. A metrology system comprising:
an x-ray scatterometer comprising:
an illumination source that provides a first amount of illumination radiation to one or more subsequent instances of a complex semiconductor structure after a critical process step of a semiconductor fabrication process flow; and
a detector that detects a first amount of radiation from the one or more subsequent instances of the complex semiconductor structure in response to the first amount of illumination radiation and generates a first amount of measurement data in response to the first amount of detected radiation; and
a computing system configured to estimate a value of a structural parameter of interest of the one or more subsequent instances of the complex semiconductor structure based on the first amount of measurement data and a second amount of measurement data indicative of a measurement of one or more prior instances of the complex semiconductor structure by the x-ray scatterometer before the critical process step of the fabrication process flow.
2. The metrology system of claim 1 , the computing system further configured to:
combine the first amount of measurement data with the second amount of measurement data to generate an amount of combined measurement data, wherein the estimating of the value of the structural parameter of interest is based on the amount of combined measurement data.
3. The metrology system of claim 1 , the computing system further configured to:
generate a geometrically parameterized measurement response model including one or more geometric features affected by the critical process step and not including one or more geometric features not affected by the critical process step, wherein the estimating of the structural parameter of interest involves minimizing an objective function that includes a difference between the combined measurement data set and a simulated data set resulting from the geometrically parameterized measurement model.
4. The metrology system of claim 2 , the illumination source computing system further configured to:
provide a second amount of illumination radiation to one or more subsequent instances of the complex semiconductor structure having known values of the structural parameter of interest after the critical process step of the semiconductor fabrication process flow,
the detector further configured to:
detect a second amount of radiation from the one or more subsequent instances of the complex semiconductor structure in response to the second amount of illumination radiation and generate a Design Of Experiments (DOE) measurement data set in response to the second amount of detected radiation, and
the computing system further configured to:
combine the DOE measurement data set with a second amount of DOE measurement data to generate an amount of combined DOE measurement data, the second amount of DOE measurement data indicative of a measurement of one or more prior instances of the complex semiconductor structure having known values of the structural parameter of interest by the x-ray scatterometer before the critical process step of the fabrication process flow, and
train a signal response metrology model based on the amount of combined DOE measurement data and the known values of the structural parameter of interest.
5. The metrology system of claim 4 , wherein the amount of combined measurement data is provided as input to the trained signal response metrology model, and wherein an output of the trained signal response metrology model corresponding to the amount of combined measurement data provided as input is the value of the structural parameter of interest.
6. The metrology system of claim 2 , the computing system further configured to:
normalize the first and second amounts of measurement data based on values of one or more system parameters associated with measurement of the first and second amounts of measurement data, respectively.
7. The metrology system of claim 6 , wherein the combining of the first amount of measurement data with the second amount of measurement data to generate the amount of combined measurement data involves determining a difference between the first amount of measurement data and the second amount of measurement data on a pixel by pixel basis.
8. The metrology system of claim 1 , wherein the second amount of measurement data is generated by a measurement of the one or more prior instances of the complex semiconductor structure by the x-ray scatterometer before the critical process step of the fabrication process flow.
9. The metrology system of claim 1 , wherein the second amount of measurement data is generated by deleting a region of interest from the first amount of measurement data and replacing the deleted region of interest with signals generated by a patch matching algorithm.
10. The metrology system of claim 1 , wherein the one or more subsequent instances of the complex semiconductor structure are disposed on one or more wafers.
11. The metrology system of claim 10 , wherein the one or more prior instances of the complex semiconductor structure are disposed on one or more wafers different from the one or more subsequent instances of the complex semiconductor structure.
12. The metrology system of claim 10 , wherein the one or more prior instances of the complex semiconductor structure are disposed on the same one or more wafers upon which the one or more subsequent instances of the complex semiconductor structure are disposed.
13. The metrology system of claim 1 , wherein the illumination source provides the first amount of illumination radiation at a plurality of different orientations with respect to the complex semiconductor structure.
14. The metrology system of claim 1 , wherein the critical process step is any of a lithographic process step, a deposition process step, and an etch process step.
15. The metrology system of claim 1 , wherein the structural parameter of interest is any of a film thickness after a deposition process step and a material recess depth after an etch process step.
16. The metrology system of claim 1 , wherein the estimating of the value of the structural parameter of interest involves minimizing an objective function that includes a difference term and a regularization term, the difference term including a difference between the first amount of measurement data and a first amount of simulated measurement data that simulates the measurement of the one or more subsequent instances of the complex semiconductor structure after the critical process step by the x-ray scatterometer, and the regularization term including a second amount of simulated measurement data that simulates the measurement of the one or more prior instances of the complex semiconductor structure before the critical process step by the x-ray scatterometer.
17. A metrology system comprising:
an x-ray scatterometer comprising:
an illumination source that provides a first amount of illumination radiation to one or more subsequent instances of a complex semiconductor structure after a critical process step of a semiconductor fabrication process flow; and
a detector that detects a first amount of radiation from the one or more subsequent instances of the complex semiconductor structure in response to the first amount of illumination radiation and generates a first amount of measurement data in response to the first amount of detected radiation; and
a non-transitory, computer-readable medium, comprising:
code for causing a computing system to estimate a value of a structural parameter of interest of the one or more subsequent instances of the complex semiconductor structure based on the first amount of measurement data and a second amount of measurement data indicative of a measurement of one or more prior instances of the complex semiconductor structure by the x-ray scatterometer before the critical process step of the fabrication process flow.