Wafer warpage is important and critical issue in 3D-IC as well as 2D-IC. Accurate warpage extraction is necessary to screen out wafers with excessive bending before they proceed to subsequent fabrication steps. The conventional method relies on optical measurement, which can be applied only to a few sample wafers and is not practical for full-wafer inspection in high-volume manufacturing. We propose an on-chip warpage extraction technique that leverages delay variation in ring oscillators (ROs) between prebond and postbond test. A key is to derive the mobility change of nMOS and pMOS transistors from RO delay change. The mobility change is subsequently converted into mechanical stress, which becomes a basis of constructing wafer surface map. Experimental results demonstrate that the proposed method extracts wafer warpage with an accuracy of 94% compared to actual measurement.
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Kim et al. (2026) studied this question.
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