Research Article

An Improved Reinforcement Learning Algorithm for Cooperative Behaviors of Mobile Robots

Figure 3

The evolution of the multirobot following-surrounding behavior.
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(a) The trajectory of predators during the first twenty trials with sequential Q-learning algorithm
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(b) The trajectory of predators during the first twenty trials with the improved Q-learning algorithm
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(c) The final state of following-surrounding behaviors