Research Article

Multirobot Coverage Path Planning Based on Deep Q-Network in Unknown Environment

Table 5

The average repetition rates in comparison simulations.

 The environment is unknownThe planning is completed in a short time2 robots in random environments2 robots in artificial environments3 robots in random environments3 robots in artificial environments

Our methodYesYes17.1%21.4%22.1%17.8%
GBNNNoYes26.8%7.1%49.4%46.4%
CPMPCNoNo11.6%14.3%18.6%71.4%