Table 4 Comparison of Algorithms on Different Maps.
Map | Algorithm | Total Turning Angle (\(^\circ\)) | Time (s) | Distance (m) | Number of Turns | Min Dist. to Obstacle (m) | Smooth or not | Path Cost |
|---|---|---|---|---|---|---|---|---|
Map 1 | MSF-MTPO | 181.53 | 0.42 | 28.71 | 3 | 1.68 | Yes | 0.071 |
Original A* | 711.04 | 0.31 | 34.10 | 46 | 1.14 | Yes | 0.107 | |
Improved A* | 606.58 | 4.04 | 30.94 | 44 | 1.96 | Yes | 0.089 | |
Improved RRT | 3329.52 | 0.09 | 39 | 68 | 1.52 | No | 0.202 | |
Improved PSO | 247.65 | 4.96 | 28.55 | 15 | 1.59 | No | 0.077 | |
ICSSA | 402.56 | 0.72 | 31.23 | 18 | 1.17 | No | 0.091 | |
BA | 200.67 | 5.36 | 28.96 | 6 | 1.19 | No | 0.093 | |
IWOA | 692.79 | 1.43 | 31.82 | 37 | 0.27 | Yes | 0.180 | |
MISAO | 350.35 | 3.00 | 30.57 | 23 | 1.26 | Yes | 0.090 | |
Map 2 | MSF-MTPO | 1179.68 | 1.99 | 35.31 | 6 | 1.22 | Yes | 0.100 |
Original A* | 896.14 | 2.75 | 40.11 | 59 | 1.43 | Yes | 0.101 | |
Improved A* | 699.44 | 3.80 | 37.60 | 50 | 1.49 | Yes | 0.093 | |
Improved RRT | 5875.30 | 0.23 | 68 | 125 | 1.57 | No | 0.228 | |
Improved PSO | 243.48 | 4.31 | 34.99 | 18 | 0.78 | No | 0.102 | |
ICSSA | 540.94 | 2.20 | 37.44 | 26 | 1.67 | No | 0.087 | |
BA | 434.96 | 8.72 | 35.61 | 8 | 1.04 | No | 0.102 | |
IWOA | 381.48 | 4.46 | 35.98 | 28 | 0.97 | Yes | 0.097 | |
MISAO | 499.55 | 4.33 | 35.56 | 35 | 1.14 | Yes | 0.089 | |
Map 3 | MSF-MTPO | 218.87 | 1.71 | 35.54 | 4 | 0.95 | Yes | 0.086 |
Original A* | 807.60 | 2.67 | 38.29 | 57 | 1.38 | Yes | 0.103 | |
Improved A* | 688.68 | 3.66 | 37.53 | 48 | 1.30 | Yes | 0.101 | |
Improved RRT | 3698.96 | 0.11 | 47.50 | 82 | 1.56 | No | 0.194 | |
Improved PSO | 214.85 | 4.21 | 35.74 | 18 | 1.11 | No | 0.089 | |
ICSSA | 536.88 | 2.33 | 36.74 | 24 | 1.32 | No | 0.094 | |
BA | 390.56 | 3.96 | 36.98 | 12 | 0.94 | No | 0.097 | |
IWOA | 620.95 | 4.99 | 35.42 | 30 | 0.59 | Yes | 0.123 | |
MISAO | 1068.19 | 4.50 | 37.78 | 53 | 1.13 | Yes | 0.113 |