“…However, these methods does not consider to change formation shape of swarm robots adaptively in the environment with obstacles. In addition, there are many methods such as: behavior-based control methods [15,16], virtual structure methods [17,18], leader-follower control methods [19,20], and biological heuristic methods [21,22]. However, these methods have not solved these problems comprehensively.…”