Research Article
Multirobot Coverage Path Planning Based on Deep Q-Network in Unknown Environment
Table 3
The single-robot repetition rates (%) of different execution methods in 100 simulations.
| Simulation number | Experimental group | Control group |
| 1 | 8.6 | 8.6 | 2 | 11.8 | 14.7 | 3 | 5.7 | 5.7 | 4 | 8.8 | 32.4 | 5 | 0 | 11.4 | 6 | 9.7 | 22.6 | 7 | 2.9 | NULL | 8 | 11.4 | 45.7 | 9 | 15.2 | 27.3 | 10 | 14.7 | 41.2 | 11 | 23.5 | 26.5 | 12 | 5.9 | 26.5 | 13 | 2.9 | 22.9 | 14 | 5.7 | 5.7 | 15 | 11.4 | 11.4 | 16 | 8.6 | NULL | 17 | 3.1 | 21.9 | 18 | 2.9 | 2.9 | 19 | 11.8 | 41.2 | 20 | 11.8 | 35.3 | 21 | 5.9 | 11.8 | 22 | 15.2 | 27.3 | 23 | 5.9 | 8.8 | 24 | 2.9 | 2.9 | 25 | 5.9 | NULL | 26 | 12.1 | NULL | 27 | 2.9 | 2.9 | 28 | 0 | 2.9 | 29 | 2.8 | 13.9 | 30 | 0 | 6.1 | 31 | 18.2 | 27.3 | 32 | 0 | 5.6 | 33 | 11.4 | 8.6 | 34 | 8.6 | 20 | 35 | 8.6 | 37.1 | 36 | 8.8 | 14.7 | 37 | 5.9 | 11.8 | 38 | 0 | 0 | 39 | 8.8 | 14.7 | 40 | 8.6 | NULL | 41 | 5.6 | 11.1 | 42 | 0 | 0 | 43 | 6.3 | NULL | 44 | 12.1 | 30.3 | 45 | 2.9 | 2.9 | 46 | 5.7 | 17.1 | 47 | 0 | 2.8 | 48 | 16.1 | NULL | 49 | 0 | 2.8 | 50 | 2.9 | NULL | 51 | 12.5 | 18.8 | 52 | 8.8 | NULL | 53 | 14.7 | NULL | 54 | 0 | 11.1 | 55 | 0 | 5.6 | 56 | 5.7 | 11.4 | 57 | 0 | 0 | 58 | 12.1 | 18.2 | 59 | 0 | 0 | 60 | 15.6 | 15.6 | 61 | 5.7 | 8.6 | 62 | 12.5 | NULL | 63 | 0 | 0 | 64 | 5.9 | 20.6 | 65 | 8.8 | 14.7 | 66 | 2.9 | 8.6 | 67 | 9.1 | NULL | 68 | 8.6 | 8.6 | 69 | 0 | 0 | 70 | 11.8 | 20.6 | 71 | 17.6 | 11.8 | 72 | 31.3 | 46.9 | 73 | 2.8 | 8.3 | 74 | 0 | NULL | 75 | 0 | 0 | 76 | 5.9 | 5.9 | 77 | 2.9 | NULL | 78 | 2.9 | 2.9 | 79 | 5.9 | 14.7 | 80 | 5.7 | 5.7 | 81 | 5.6 | 19.4 | 82 | 8.3 | 2.8 | 83 | 5.9 | 26.5 | 84 | 5.6 | 19.4 | 85 | 6.1 | NULL | 86 | 2.9 | NULL | 87 | 5.9 | 11.8 | 88 | 2.9 | 11.4 | 89 | 2.9 | 20.6 | 90 | 11.8 | 38.2 | 91 | 0 | 0 | 92 | 5.6 | 19.4 | 93 | 5.7 | 17.1 | 94 | 11.8 | 26.5 | 95 | 5.9 | 29.4 | 96 | 8.8 | 35.3 | 97 | 9.4 | NULL | 98 | 2.9 | 8.6 | 99 | 0 | 0 | 100 | 14.7 | 17.6 |
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