发明名称 Based sampling and binning for yield critical defects
摘要 Methods and systems for design based sampling and binning for yield critical defects are provided. One method includes aligning each image patch in each inspection image frame generated for a wafer by an optical subsystem of an inspection system to design information for the wafer. The method also includes deriving multiple layer design attributes at locations of defects detected in the image patches. In addition, the method includes building a decision tree with the multiple layer design attributes. The decision tree is used to separate the defects into bins with different yield impacts on a device being formed on the wafer. The method also includes binning the defects with the decision tree.
申请公布号 US9310320(B2) 申请公布日期 2016.04.12
申请号 US201414251415 申请日期 2014.04.11
申请人 KLA-Tencor Corp. 发明人 Kurada Satya;Babulnath Raghav;Ng Kwok;Gao Lisheng
分类号 G06K9/00;G01N21/956;G06T7/00;G01N21/95 主分类号 G06K9/00
代理机构 代理人 Mewherter Ann Marie
主权项 1. A method for wafer inspection, comprising: scanning a wafer with an inspection system thereby generating image patches in inspection image frames for the wafer, wherein the scanning step is performed with an optical subsystem of the inspection system; aligning each of the image patches in each of the inspection image frames to design information for the wafer; detecting defects in the image patches; deriving multiple layer design attributes at locations of the defects from the image patches corresponding to the locations of the defects; building a decision tree with the multiple layer design attributes, wherein the decision tree separates the defects into bins with different yield impacts on a device being formed on the wafer, and wherein the decision tree is built such that the defects that are one type of defects of interest and have a first of the different yield impacts are separated into a first of the bins and defects that are the one type of the defects of interest and have a second of the different yield impacts are separated into a second of the bins; and binning the defects with the decision tree to thereby separate the defects into the bins with the different yield impacts on the device being formed on the wafer and to separate the one type of the defects of interest having the first of the different yield impacts into the first of the bins and the one type of the defects of interest having the second of the different yield impacts into the second of the bins, wherein the aligning, detecting, deriving, building, and binning steps are performed with one or more computer subsystems of the inspection system.
地址 Milpitas CA US