Detection of process endpoint through monitoring fluctuation of output data
First Claim
1. A method for monitoring a semiconductor fabrication process comprising:
- measuring a value of an output from the semiconductor fabrication process;
characterizing a fluctuation in the value of the output over a time period of 10 milliseconds or less; and
correlating the fluctuation to an event of the semiconductor fabrication process.
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Abstract
Progress of a semiconductor fabrication process is monitored by detecting data output by the process, and then correlating a specific process event to fluctuations in the output data over a time period of 10 milliseconds or less. In one embodiment, endpoint of a plasma chamber cleaning process may be identified by calculating standard deviation of intensity of optical chamber emissions based upon a local time period. The time at which standard deviation of optical emissions attains a steady state indicates endpoint of the cleaning process. Another approach to characterizing fluctuation is to perform a Fast Fourier Transform (FFT) on the output emissions data, and then to plot over time the total power of the emissions over a relevant frequency range. The time at which total power attains a steady state also reveals endpoint of the process. Other techniques for characterizing fluctuation for process monitoring include calculation of the root-mean-square or entropy of an output signal.
375 Citations
35 Claims
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1. A method for monitoring a semiconductor fabrication process comprising:
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measuring a value of an output from the semiconductor fabrication process;
characterizing a fluctuation in the value of the output over a time period of 10 milliseconds or less; and
correlating the fluctuation to an event of the semiconductor fabrication process. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20)
passing the analog signal through a band pass filter to produce a filtered analog signal;
multiplying the filtered analog signal by itself to produce a squared filtered analog signal; and
passing the squared filtered analog signal through a low pass filter.
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5. The method of claim 2 wherein characterizing a fluctuation comprises calculating a root-mean-square of the value.
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6. The method of claim 1 wherein measuring a value of an output comprises:
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detecting an analog value of the output; and
sampling the analog value of the detected process output at a sampling rate of 1 kHz or greater; and
converting the sampled analog value to a digital value.
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7. The method of claim 6 wherein characterizing a fluctuation comprises calculating a standard deviation of the sampled value over the second time period.
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8. The method of claim 6 wherein characterizing a fluctuation comprises:
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performing a Fast Fourier Transformation (FFT) to resolve the sampled value into an amplitude of a frequency component; and
plotting a fluctuation of the amplitude.
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9. The method of claim 6 wherein characterizing a fluctuation in the value of the output comprises calculating a root-mean-square of the sampled value.
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10. The method of claim 1 wherein correlating fluctuation in value of the output to a process event comprises correlating a steady state of the output value to a process endpoint.
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11. The method of claim 1 wherein measuring a value of the output comprises measuring an intensity of light emitted from a plasma.
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12. The method of claim 11 wherein the light intensity is measured in a chamber in which the plasma is generated.
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13. The method of claim 11 wherein the light intensity is measured in a cell downstream from a chamber in which the plasma is generated.
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14. The method of claim 11 wherein measuring an intensity of light comprises measuring a current output by a photodiode receiving the emitted light.
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15. The method of claim 11 wherein measuring an intensity of light comprises measuring a current output by a monochrometer receiving the emitted light and coupled to a photomultiplier tube.
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16. The method of claim 1 wherein measuring a value of the output comprises measuring an RF power supplied during generation of a plasma.
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17. The method of claim 16 wherein the RF power is measured in a chamber in which the plasma is generated.
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18. The method of claim 16 wherein the RF power is measured in a cell downstream from a chamber in which the plasma is generated.
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19. The method of claim 1 wherein measuring a value of the output comprises measuring a temperature.
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20. The method of claim 1 wherein measuring a value of the output comprises measuring a mass of a product material by mass spectrometry.
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21. An apparatus for processing a substrate, said apparatus comprising:
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a substrate processing chamber;
a sensor operatively coupled to said substrate processing chamber to detect a value of an output from the chamber;
a computer processor operatively coupled to said sensor; and
a memory coupled to said computer processor, said memory storing a computer program in computer readable format including computer instructions to permit said processor to;
measure a value of an output from the process, and characterize a fluctuation in the value of the output over a time period of 10 milliseconds or less. - View Dependent Claims (22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35)
the substrate processing chamber comprises a plasma chamber;
the sensor comprises a photodiode in optical communication with the plasma chamber through a window; and
the memory stores a computer program including computer instructions to permit said processor to measure an intensity of plasma emission.
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23. The apparatus of claim 21 wherein:
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the substrate processing chamber comprises a plasma chamber;
the sensor comprises a monochrometer in optical communication with the plasma chamber through a window and coupled to a photomultiplier tube; and
the memory stores a computer program including computer instructions to permit said processor to measure an intensity of plasma emission.
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24. The apparatus of claim 21 wherein:
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the substrate processing chamber comprises a plasma chamber;
the sensor is in electrical communication with an RF wafer bias generator; and
the memory stores a computer program including computer instructions to permit said processor to measure an RF power.
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25. The apparatus of claim 21 wherein the memory stores a computer program including computer instructions enabling the processor to characterize a fluctuation by calculating a standard deviation of the value of the output.
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26. The apparatus of claim 21 wherein the memory stores a computer program including computer instructions enabling the processor to characterize a fluctuation by performing a Fast Fourier Transformation of the value of the output.
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27. The apparatus of claim 21 wherein the memory stores a computer program including computer instructions enabling the processor to characterize a fluctuation by calculating an entropy of the value of the output.
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28. The apparatus of claim 21 wherein the processor comprises:
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a band pass filter in electrical communication with the sensor and receiving an analog electrical signal from the sensor;
a multiplier in electrical communication with the band pass filter and receiving a filtered electrical signal from the band pass filter; and
a low pass filter in electrical communication with the multiplier and receiving a multiplied signal from the multiplier.
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29. The apparatus of claim 21 wherein the processor comprises:
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an analog to digital converter in electrical communication with the sensor and receiving an analog electrical signal from the sensor; and
a logic structure in electrical communication with the analog to digital converter and receiving a sampled digital signal from the analog to digital converter and performing a calculation on the sampled digital signal.
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30. The apparatus of claim 29 wherein the logic structure is configured to calculate a standard deviation of the sampled digital signal.
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31. The apparatus of claim 29 wherein the logic structure is configured to perform a Fast Fourier Transformation on the sampled digital signal.
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32. The apparatus of claim 21 wherein:
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the substrate processing chamber comprises a plasma chamber;
the sensor comprises a photodiode in optical communication with a plasma cell remote from the plasma chamber and receiving exhaust from the plasma chamber; and
the memory stores a computer program including computer instructions to permit said processor to measure an intensity of plasma emission.
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33. The apparatus of claim 21 wherein:
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the substrate processing chamber comprises a plasma chamber;
the sensor comprises a monochrometer in optical communication with a plasma cell remote from the plasma chamber and coupled to a photomultiplier tube, the plasma cell receiving exhaust from the plasma chamber; and
the memory stores a computer program including computer instructions to permit said processor to measure an intensity of plasma emission.
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34. The apparatus of claim 21 wherein:
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the substrate processing chamber comprises a plasma chamber;
the sensor is in electrical communication with an RF wafer bias generator positioned in the plasma chamber; and
the memory stores a computer program including computer instructions to permit said processor to measure an RF power.
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35. The apparatus of claim 21 wherein:
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the substrate processing chamber comprises a plasma chamber;
the sensor is in electrical communication with an RF wafer bias generator positioned in a plasma cell remote from the plasma chamber and receiving the exhaust of the plasma chamber; and
the memory stores a computer program including computer instructions to permit said processor to measure an RF power.
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Specification