CPC H01L 22/20 (2013.01) [G03F 7/70875 (2013.01); H01L 21/67253 (2013.01); H01L 22/12 (2013.01); H01L 22/14 (2013.01); G03F 7/70625 (2013.01); H01L 21/0275 (2013.01)] | 20 Claims |
1. An apparatus comprising:
a beam conditioning assembly configured to output one or more wavelengths to a substrate being processed and receive one or more reflected wavelengths from the substrate, wherein the beam conditioning assembly comprises:
an orthogonal frequency division multiplex (OFDM) device configured to provide a plurality of beams each having a different wavelength;
a beam selector configured to select the one or more wavelengths; and
a multiple input multiple output (MIMO) device comprising a plurality of antenna elements configured to direct the selected one or more wavelengths as a beam to scan a surface of the substrate and receive the one or more reflected wavelengths;
a device configured to process the one or more reflected wavelengths to predict, using a machine learning model, a process variable and compare the predicted process variable with a measured process variable to obtain a comparison result; and
a laser device configured to direct a laser beam to a region of the substrate and change a lithophotographic condition of the region of the substrate in response to the comparison result.
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