Research Article

An Improved AMCL Algorithm Based on Laser Scanning Match in a Complex and Unstructured Environment

Table 3

Result of closed-loop motion experiments (closed-loop version).

Robot
Origin’s pose
Closed-loop version of improved AMCL algorithm
Errors of weighted mean solution for particle swarmError of scan matching solution
/m/m/rad/m/m/rad

Experiment 1−0.011−0.018−0.017−0.012−0.013−0.032
Experiment 2−0.024−0.0020.0010.004−0.006−0.008
Experiment 3−0.018−0.0120.0130.0050.0000.028
Experiment 4−0.001−0.012−0.008−0.011−0.012−0.006

|Maximum|0.0240.0180.0170.0120.0130.032
|Minimum|0.0010.0020.0010.0040.0000.006
|Mean|0.0140.0110.0100.0080.0080.019