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Overlay similarity: a new overlay index for metrology tool and scanner overlay fingerprint methodology
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2009
Year
EngineeringDifferent Overlay MetrologiesSimilarity MeasureLatest-generation Overlay ToolBiometricsDermatoglyphicSemantic SimilarityFingerprint AnalysisText MiningImage AnalysisInformation RetrievalData ScienceData MiningPattern RecognitionMetrology ToolNew Overlay IndexComputer ScienceImage SimilarityOverlay SimilarityOverlay ToolsSimilarity SearchContent-based Image Retrieval
For different CD metrologies like average CD from CD SEM and optical CD (OCD) from scatterometry, CD point-to-point R<sup>2</sup> has been well adopted as the CD correlation index. For different overlay metrologies like image-based box-in-box overlay and scatterometry-based overlay, we propose the cosine similarity as the correlation index of overlay. The cosine similarity is a measure of similarity between two vectors of n dimensions by finding the cosine of the angle between them, often used to compare documents in text mining. It has been widely used in web and document search engines and can be used as the similarity index of overlay tool-to-tool matching and scanner tool-to-tool or day-to-day fingerprint. In this paper, we demonstrate that the cosine similarity has a very high sensitivity to the overly tool performance. We compared the similarities of three generations (A<sub>1</sub>, A<sub>2</sub>, A<sub>3</sub>) of the overlay tools of venders A and B and found that after target re-training and TIS correction on each tool A<sub>1</sub> similarity to A<sub>3</sub> can be improved from 0.9837 to 0.9951. Overlay point-to-point matching with A<sub>3</sub> vs. A<sub>1</sub> can be reduced from 4.8 to 2.1 nm. The tool precision similarities, i.e. tool self best similarity, for A<sub>1</sub>, A<sub>2</sub>, A<sub>3</sub> and B are 0.9986, 0.9990, 0.9995, and 0.9994 respectively. From this table, we demonstrate that we can use old-generation overlay tool with suitable hardware maintenance, to match to the latest-generation overlay tool.