Fault Detection and Classification/FDC solutions systems comprised of computer hardware and computer software for improving the yield and productivity of Semiconductors/SEMIs and Flat Panel Displays/FPDs, detecting and classifying faults of Semiconductors/SEMIs and Flat Panel Displays/FPDs, and analyzing trace data for the Semiconductor/SEMI and Flat Panel Display/FPD process