3. Position EstimationPosition Estimation
(xn, yn)
(xn+1, yn+1)
Basic position estimation equations are:
Θ+=
Θ+=
+
+
cos
sin
1
1
Dyy
Dxx
nn
nn
where:
D = vehicle displacement along path;
Θ = vehicle orientation (heading).
4. Ackerman SteeringAckerman Steering
• The inside front wheel is rotated slightly
sharper than the outside wheel (reduces tire
slippage).
• Ackerman steering provides a fairly
accurate dead-reckoning solution while
supporting traction and ground clearance.
• Generally the method of choice for outdoor
autonomous vehicles.
5. Ackerman Steering (cont.1)Ackerman Steering (cont.1)
ΘiΘo
Ackerman equation:
l
d
oi =Θ−Θ cotcot
where:
Θi = relative steering angle of inner wheel;
Θo = relative steering angle of outer wheel;
l = longitudinal wheel separation;
d = lateral wheel separation.
6. Ackerman Steering (cont.2)Ackerman Steering (cont.2)
Θo Θi
ΘSA
ΘSA = vehicle steering angle.
iSA
l
d
Θ+=Θ cot
2
cot
l
d
iSA
2
cotcot −Θ=Θ
7. • Three or more wheels are mechanically coupled. All wheels have one and
the same orientation and rotate in the same direction at the same speed.
• Improved dead reckoning.
• Synchro drives use belt, chain or gear drives.
• Problems in steering accuracy with wear/tear
Synchro DriveSynchro Drive
10. TricycleTricycle
• If a steerable drive wheel and encoder is used,
then we can use the Ackerman steering model.
• Otherwise use we the differential odometry
mode
11. Tricycle ProblemsTricycle Problems
• When going uphill the center of gravity of the
wheelchair tends to move away from driven
wheel. Causing loss of traction.
• As Ackerman-steered design causes surface
damage.
14. Beacon-based LocalizationBeacon-based Localization
• Trilateration
– Determine wheelchair position from distance measurements
to 3 or more known beacons.
• Triangulation
– Determine wheelchair position for angular measurements to
3 or more known beacons.
16. TriangulationTriangulation
•Passive
•Active
Active triangulation (AT):
-A controlled light source (such as a laser) is positioned at point P1.
-A imaging detector is placed at P2.
-The distance A is preliminary known.
-The image detector measures the angle position of the reflected-light beam.
•AT requires one camera or one position sensitive detector;
•AT does not depend on the ambient lighting of the object.
17. Active triangulationActive triangulation
Photo detector
– one- or two-dimensional array detector such as a
CCD camera or photosensitive line.
Calibration – signals are measured on two
preliminary known distances between the sensors
and the object.