{"title":"移动无线传感器网络数据采集的时间优化控制","authors":"Yancheng Zhu;Sean B. Andersson","doi":"10.1109/TAC.2024.3518395","DOIUrl":null,"url":null,"abstract":"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.","PeriodicalId":13201,"journal":{"name":"IEEE Transactions on Automatic Control","volume":"70 5","pages":"3402-3409"},"PeriodicalIF":7.0000,"publicationDate":"2024-12-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Time Optimal Control for Data Harvesting in Mobile Wireless Sensor Networks\",\"authors\":\"Yancheng Zhu;Sean B. Andersson\",\"doi\":\"10.1109/TAC.2024.3518395\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"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.\",\"PeriodicalId\":13201,\"journal\":{\"name\":\"IEEE Transactions on Automatic Control\",\"volume\":\"70 5\",\"pages\":\"3402-3409\"},\"PeriodicalIF\":7.0000,\"publicationDate\":\"2024-12-16\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"IEEE Transactions on Automatic Control\",\"FirstCategoryId\":\"94\",\"ListUrlMain\":\"https://ieeexplore.ieee.org/document/10803040/\",\"RegionNum\":1,\"RegionCategory\":\"计算机科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"AUTOMATION & CONTROL SYSTEMS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Automatic Control","FirstCategoryId":"94","ListUrlMain":"https://ieeexplore.ieee.org/document/10803040/","RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"AUTOMATION & CONTROL SYSTEMS","Score":null,"Total":0}
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.
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.