Useful information can obtain by analyzing 1-D or 2-D signal data. In our lab, we analyze the characteristics of an IGBT (Insulated Gate Bipolar Transistor; one of the power devices), which is obtained one-dimensional or image data in the manufacturing process. By using the system, real time monitoring to detect failure automatically is possible.