Nova Ltd.
PROCESS CONTROL OF SEMICONDUCTOR FABRICATION BASED ON LINKAGE BETWEEN DIFFERENT FABRICATION STEPS

Abstract:

Process control during manufacture of semiconductor devices by collecting scatterometric spectra of a FinFET reference fin structure on a reference semiconductor wafer at a first checkpoint proximate to a first processing step during fabrication of the reference semiconductor wafer, collecting reference measurements of the reference fin structure at a second checkpoint proximate to a second processing step subsequent to the first checkpoint, and performing machine learning to identify correspondence between the scatterometric spectra and values based on the reference measurements and train a prediction model for producing a prediction value associated with a corresponding production fin structure of the FinFET on a production semiconductor wafer based on scatterometric spectra of the production fin structure collected at the corresponding first checkpoint during fabrication of the production semiconductor wafer.