Provable self-organizing pattern formation by a swarm of robots with limited knowledge

Mario Coppola, Jian Guo, Eberhard Gill, Guido C. H. E. de Croon
2019 Swarm Intelligence  
In this paper we present a procedure to automatically design and verify the local behavior of robots with highly limited cognition. All robots are: anonymous, homogeneous, noncommunicating, memoryless, reactive, do not know their global position, do not have global state information, and operate by a local clock. They only know: (1) the relative location of their neighbors within a short range and (2) a common direction (North). We have developed a procedure to generate a local behavior that
more » ... ows the robots to self-organize into a desired global pattern despite their individual limitations. This is done while also avoiding collisions and keeping the coherence of the swarm at all times. The generated local behavior is a probabilistic local state-action map. The robots follow this stochastic policy to select an action based on their current perception of their neighborhood (i.e., their local state). It is this stochasticity, in fact, that allows the global pattern to eventually emerge. For a generated local behavior, we present a formal proof procedure to verify whether the desired pattern will always eventually emerge from the local actions of the agents. The novelty of the proof procedure is that it is primarily local in nature and focuses on the local states of the robots and the global implications of their local actions. A local approach is of interest to reduce the computational effort as much as possible when verifying the emergence of larger patterns. Finally, we show how the behavior could be implemented on real robots and investigate this with extensive simulations on a realistic robot model. To the best of our knowledge, no other solutions exist for robots with such limited cognition to achieve this level of coordination with proof that the desired global property will emerge. Definition 1 The swarm is safe if neither of the following events occurs: 1) a collision between two or more robots, 2) the swarm disconnects into two or more groups. Definition 2 The swarm is live if, starting from any initial pattern P 0 = P des , it will always eventually form the desired pattern P des , where the only restriction on P 0 and P des is that they have a connected sensing topology. The robots have the following constraints: C1 The robots are homogeneous (all entirely identical). C2 The robots are anonymous (they cannot sense each other's identity). C3 The robots are reactive (they only select an action based on their current state). C4 The robots are memoryless (they do not remember past states). C5 No robot can be a leader or seed. C6 The robots cannot communicate with each other. C7 The robots only have access to their local state. C8 The robots do not know their global position. C9 The robots exist in an unbounded space.
doi:10.1007/s11721-019-00163-0 fatcat:jycmgrqzf5a3jh3qlzqttljqk4