Scrubber-induced substrate cracks found by data mining analysis

In order to improve the yield enhancement speed, we adopt data mining analysis. The root cause of crack in silicon substrate induced by scrubber tool was found by data mining approach. It could not be detected by conventional knowledge-based pre-filtering approach. As a countermeasure, we switched the scrubber from high pressure clean tool to moderate pressure clean tool.