移动无线传感器网络数据采集的时间优化控制

IF 7 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
Yancheng Zhu;Sean B. Andersson
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引用次数: 0

摘要

在本文中,我们考虑在无线传感器网络中寻找单个代理的最佳轨迹问题,该代理负责从多个移动传感器节点收集数据。我们使用自由空间广播通信模型描述数据传输,并制定了一个最优控制问题,以便在最短时间内从所有节点提取数据。在一维任务空间中,我们证明了最优运动策略可以用参数形式表示。在该策略中,智能体的运动由两种模式序列决定,在全速行进和由传感器速度的参数凸组合函数导出的运动之间交替进行。我们提出了两种解决参数最优控制问题的方法:基于梯度下降的方案和启发式搜索方法。通过仿真验证了这些方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Time Optimal Control for Data Harvesting in Mobile Wireless Sensor Networks
In this article, we consider the problem of finding an optimal trajectory of a single agent tasked with harvesting data from multiple mobile sensor nodes in a wireless sensor network. We describe data transmission using a free-space broadcast communication model and formulate an optimal control problem to extract the data from all the nodes in minimal time. In a 1-D mission space, we demonstrate that the optimal motion strategy can be expressed in parametric form. Within this strategy, the agent's motion is determined by a sequence of two modes, alternating between full-speed travel and a motion derived from a parametric convex combination function of sensor velocities. We present two approaches for solving the parametric optimal control problem, a gradient-descent-based scheme and a heuristic search method. The effectiveness of these methods is demonstrated through simulations.
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来源期刊
IEEE Transactions on Automatic Control
IEEE Transactions on Automatic Control 工程技术-工程:电子与电气
CiteScore
11.30
自引率
5.90%
发文量
824
审稿时长
9 months
期刊介绍: In the IEEE Transactions on Automatic Control, the IEEE Control Systems Society publishes high-quality papers on the theory, design, and applications of control engineering. Two types of contributions are regularly considered: 1) Papers: Presentation of significant research, development, or application of control concepts. 2) Technical Notes and Correspondence: Brief technical notes, comments on published areas or established control topics, corrections to papers and notes published in the Transactions. In addition, special papers (tutorials, surveys, and perspectives on the theory and applications of control systems topics) are solicited.
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