The invention discloses a high-reliably integrated positioning method for vehicles in a tunnel environment. The method includes that firstly, by means of a
radio frequency identification positioning
algorithm, the vehicles are subjected to primary positioning to acquire
noise contained position information; in order to further improve positioning accuracy of primary positioning, an expansion Kalman filtering module for
vehicle positioning is established for front-wheel steering four-wheel vehicles in combination of the tunnel environment, information output by a
steering wheel angle sensor and a longitudinal acceleration sensor is used as the external input quantity of a
system state equation, the
noise contained vehicle position information which is obtained by primary positioning, a vehicle forward direction speed and a vehicle
yaw speed are used as the observation quantity of the
system, the vehicle forward direction speed and the vehicle
yaw speed are measured and calculated by a
wheel speed sensor, an observation equation of the expansion Kalman filtering module is established, and finally, precise position information of the vehicles in the tunnel environment can be accurately, real-timely and reliably calculated by means of an expansion Kalman filtering recursive
algorithm, so that the vehicles are accurately, real-timely and reliably positioned in the tunnel environment.