High-precision mobile robot two-dimensional map data fusion method
A mobile robot, two-dimensional map technology, applied in the field of robotics, can solve problems such as large errors
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example 1
[0008] Example 1: Linear interpolation compensation method for laser distance data
[0009] If the obtained distance data are 1.10m, 0m, 0m, 0m, 0m, 1.30m respectively. Among them, the first and sixth distance data 1.10m and 1.30m are valid data, while the middle four 0m data are errors caused by obstacles and environmental factors.
[0010] Then, through the linear interpolation compensation method of laser data, the compensated distance data can be obtained: 1.10m, 1.14m, 1.18m, 1.22m, 1.26m, 1.30m.
example 2
[0011] Example 2: Fusion method of laser and sonar distance data
[0012] The fusion of laser and sonar distance data is based on the obstacle data information obtained at the same time and at the same angle, and the corresponding weights are different for different values of the far and near distance data obtained by the sonar sensor.
[0013] If the distance data obtained by the sonar sensor is: 1.2m, 0.4m, 0.5m, 1.8m, 2.5m, 1.1m, then according to the characteristics of the sonar sensor and the empirical value of the experimental data, the weights are: 15, 30, 30, 7, 5, 15.
[0014] Through different weights, in all laser distance data, the range of replaced data is different. The higher the weight, the more the number of alternative distances, and the smaller the weight, the fewer the number of alternative distances.
example 3
[0015] Example 3: Neighborhood averaging method for distance data after preliminary fusion
[0016] If the distance data obtained at the following times and angles are as follows:
[0017]
Moment 1
Moment 2
Moment 3
Moment 4
Moment 5
Angle 90.1°
1.10m
Angle 90.2°
1.11m
Angle 90.3°
1.10m
1.11m
1.12m
1.13m
1.14m
Angle 90.4°
1.13m
Angle 90.5°
1.14m
[0018] Then at time 3, at an angle of 90.3°, the data is smoothed by calculating the average value of the temporal and spatial neighborhoods.
[0019] Calculation method: (1.10+1.11+1.12+1.13+1.14+1.10+1.11+1.13+1.14) / 9=1.12m
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