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INTERACTING PARTICLES WITH LEVY STRATEGIES: LIMITS OF TRANSPORT EQUATIONS FOR SWARM ROBOTIC SYSTEMS

机译:具有征收策略的交互粒子:群体机器人系统的运输方程的限制

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摘要

Levy robotic systems combine superdiffusive random movement with emergent collective behavior from local communication and alignment in order to find rare targets or track objects. In this article we derive macroscopic fractional PDE descriptions from the movement strategies of the individual robots. Starting from a kinetic equation which describes the movement of robots based on alignment, collisions, and occasional long distance runs according to a Levy distribution, we obtain a system of evolution equations for the fractional diffusion for long times. We show that the system allows efficient parameter studies for a search problem, addressing basic questions like the optimal number of robots needed to cover an area in a certain time. For shorter times, in the hyperbolic limit of the kinetic equation, the PDE model is dominated by alignment, irrespective of the long range movement. This is in agreement with previous results in swarming of self-propelled particles. The article indicates the novel and quantitative modeling opportunities which swarm robotic systems provide for the study of both emergent collective behavior and anomalous diffusion on the respective time scales.
机译:征收机器人系统将超抗议随机移动与来自局部通信和对齐的紧急集体行为相结合,以找到罕见的目标或轨道对象。在本文中,我们从各个机器人的运动策略中得出宏观分数PDE描述。从描述基于对准,碰撞和偶尔的长距离的动力学方程开始,根据征集分布,我们获得了长时间的分数扩散的演化方程系统。我们表明该系统允许有效的参数研究进行搜索问题,解决了在特定时间内覆盖区域所需的最佳机器人的基本问题。对于短曲程的双曲线限制,PDE模型以较短的次数以对准为主,而不管长距离运动如何。这与以前的结果达成协议,蜂拥而至的自推进粒子。该文章表明了群体机器人系统的新颖和定量建模机会提供了对各个时间尺度的紧急集体行为和异常扩散的研究。

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