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 numberExperimental groupControl group

18.68.6
211.814.7
35.75.7
48.832.4
5011.4
69.722.6
72.9NULL
811.445.7
915.227.3
1014.741.2
1123.526.5
125.926.5
132.922.9
145.75.7
1511.411.4
168.6NULL
173.121.9
182.92.9
1911.841.2
2011.835.3
215.911.8
2215.227.3
235.98.8
242.92.9
255.9NULL
2612.1NULL
272.92.9
2802.9
292.813.9
3006.1
3118.227.3
3205.6
3311.48.6
348.620
358.637.1
368.814.7
375.911.8
3800
398.814.7
408.6NULL
415.611.1
4200
436.3NULL
4412.130.3
452.92.9
465.717.1
4702.8
4816.1NULL
4902.8
502.9NULL
5112.518.8
528.8NULL
5314.7NULL
54011.1
5505.6
565.711.4
5700
5812.118.2
5900
6015.615.6
615.78.6
6212.5NULL
6300
645.920.6
658.814.7
662.98.6
679.1NULL
688.68.6
6900
7011.820.6
7117.611.8
7231.346.9
732.88.3
740NULL
7500
765.95.9
772.9NULL
782.92.9
795.914.7
805.75.7
815.619.4
828.32.8
835.926.5
845.619.4
856.1NULL
862.9NULL
875.911.8
882.911.4
892.920.6
9011.838.2
9100
925.619.4
935.717.1
9411.826.5
955.929.4
968.835.3
979.4NULL
982.98.6
9900
10014.717.6