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This paper presents system identification process on multi input single output (MISO) closed loop of Two Wheel Inverted Pendulum (TWIP) mobile robot. This study considers 4 linear models, which are ARX, ARMAX, BJ, and OE. The actual input output data is used in the analysis. The ARX model shows the best model for TWIP system.