In this paper, we present a novel sensor-fusion method that reconstructs trajectory of mobile devices from MEMS inertial measurement unit (IMU). In trajectory reconstruction, the position estimation suffers seriously from the errors in the raw MEMS data, e.g. accelerometer signal, especially after i