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Navigation-based optimization of stochastic strategies for allocating a robot swarm among multiple sites

机译:基于导航的随机策略优化,用于在多个站点之间分配机器人群

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We present a decentralized, communication-less approach to the dynamic allocation of a swarm of homogeneous robots to a target distribution among multiple sites. Building on our work in [1], we optimize stochastic control policies for the robots that cause the population to quickly redistribute among the sites while adhering to a limit on inter-site traffic at equilibrium. We propose a way to account for delays due to navigation between sites in our controller synthesis procedure. Control policies that are designed with and without the use of delay statistics are compared for a simulation in which 240 robots distribute themselves among four buildings.
机译:我们提出了一种分散的,无需通信的方法,可以动态地将一群同质机器人动态分配给多个站点之间的目标分配。基于我们在[1]中的工作,我们优化了用于机器人的随机控制策略,这些策略会导致种群在站点之间快速重新分配,同时遵守站点间流量平衡的限制。我们提出了一种方法来解决由于控制器综合过程中站点之间的导航而导致的延迟。在模拟中比较了使用和不使用延迟统计信息而设计的控制策略,其中有240个机器人将自己分配到四个建筑物中。

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