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Toward Controlling Perturbations in Robotic Sensor Networks

机译:控制机器人传感器网络中的扰动

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Robotic sensor networks (RSNs), which consist of networks of sensors placed on mobile robots, are being increasingly used for environment monitoring applications. In particular, a lot of work has been done on simultaneous localization and mapping of the robots, and optimal sensor placement for environment state estimation. The deployment of RSNs, however, remains challenging in harsh environments where the RSNs have to deal with significant perturbations in the forms of wind gusts, turbulent water flows, sand storms, or blizzards that disrupt inter-robot communication and individual robot stability. Hence, there is a need to be able to control such perturbations and bring the networks to desirable states with stable nodes (robots) and minimal operational performance (environment sensing). Recent work has demonstrated the feasibility of controlling the non-linear dynamics in other communication networks like emergency management systems and power grids by introducing compensatory perturbations to restore network stability and operation. In this paper, we develop a computational framework to investigate the usefulness of this approach for RSNs in marine environments. Preliminary analysis shows promising performance and identifies bounds on the original perturbations within which it is possible to control the networks.
机译:由放置在移动机器人上的传感器网络组成的机器人传感器网络(RSN)越来越多地用于环境监视应用程序。特别是,在同时定位和映射机器人以及针对环境状态估计的最佳传感器放置方面,已经完成了许多工作。然而,在恶劣的环境中,RSN的部署仍然具有挑战性,在这些恶劣的环境中,RSN必须应对阵阵风,湍流,沙尘暴或暴风雪等重大干扰,破坏机器人之间的通信和单个机器人的稳定性。因此,需要能够控制这种扰动并使网络具有稳定的节点(机器人)和最小的运行性能(环境感应)的理想状态。最近的工作表明,通过引入补偿性扰动来恢复网络的稳定性和运行,可以控制诸如应急管理系统和电网之类的其他通信网络中的非线性动力学。在本文中,我们开发了一个计算框架来研究这种方法对海洋环境中RSN的有用性。初步分析显示了有希望的性能,并确定了可能控制网络的原始干扰的界限。

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