Motion Model
We are using an Ackerman Model:

Now,
if we translate our model to the gps and laser point, let us call this point
.

The
velocity
is
measured with an encoder locate in the back left wheel. This velocity is
translated to the center of the axle with the following equation:

For our vehicle:
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Finally the discrete model in global coordinates can be approximated with the following set of equations:


Figure 1: Vehicle kinematics
Observation Model
Observation model for range and bearing sensor:


Figure 2: Vehicle and Laser sensor
A.1 Motion Model Jacobians:

A.2 Observation Model Jacobians:

For the Slam case, where the state vector is the vehicle posse and beacons position:

Ute Dimensions:

2 Sensors
2.1 Sensors available in the Ute
Dead Reckoning:
Velocity Encoder and Steering angle
Inertial Measument Unit: 3 accel / 3 gyros / 2 inclinometers ( Watson Unit )
External Sensors:
GPS
Laser
Vision