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题名An AUV-Assisted Data Gathering Scheme Based on Clustering and Matrix Completion for Smart Ocean
作者
发表日期2020-10-01
发表期刊IEEE Internet of Things Journal
ISSN/eISSN2327-4662
卷号7期号:10页码:9904-9918
摘要

The oceans cover more than 71% of the Earth's surface and have a surging amount of data. It is of great significance to seek energy-effective and ultrareliable communication and transmission mechanism for effectively gathering abundant maritime data. In this article, we propose an autonomous underwater vehicle (AUV)-assisted data gathering scheme based on clustering and matrix completion (ACMC) to improve the data gathering efficiency in the underwater wireless sensor network (UWSN). Specifically, we first improve the K-means algorithm by adopting the Elbow method to determine the optimal K and setting a distance threshold to select the separate initial cluster centers. Then, we introduce a two-phase AUV trajectory optimization mechanism to effectively reduce the trajectory length of the AUV. In the first phase, the optimized trajectory of the AUV is planned by adopting the greedy algorithm. In the second phase, the ordinary nodes close to the AUV trajectory are selected as secondary cluster heads to share the workload of cluster heads. Finally, we present an in-cluster data collection mechanism based on matrix completion. An extensive experiment validates the effectiveness of our proposed scheme in terms of energy and data collection delay.

关键词Autonomous underwater vehicle (AUV) trajectory data collection delay energy consumption maritime data gathering matrix completion
DOI10.1109/JIOT.2020.2988035
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收录类别SCIE
语种英语English
WOS研究方向Computer Science ; Engineering ; Telecommunications
WOS类目Computer Science, Information Systems ; Engineering, Electrical & Electronic ; Telecommunications
WOS记录号WOS:000577624800056
Scopus入藏号2-s2.0-85092702038
引用统计
文献类型期刊论文
条目标识符https://repository.uic.edu.cn/handle/39GCC9TT/7111
专题个人在本单位外知识产出
通讯作者Liu, Yuxin
作者单位
1.School of Computer Science and Engineering, Central South University, Changsha, 410083, China
2.Department of Electrical and Computer Engineering, University of Nebraska-Lincoln, Lincoln, 68588, United States
3.College of Computer Science and Technology, Huaqiao University, Xiamen, 361021, China
推荐引用方式
GB/T 7714
Huang, Mingfeng,Zhang, Kuan,Zeng, Zhiwenet al. An AUV-Assisted Data Gathering Scheme Based on Clustering and Matrix Completion for Smart Ocean[J]. IEEE Internet of Things Journal, 2020, 7(10): 9904-9918.
APA Huang, Mingfeng, Zhang, Kuan, Zeng, Zhiwen, Wang, Tian, & Liu, Yuxin. (2020). An AUV-Assisted Data Gathering Scheme Based on Clustering and Matrix Completion for Smart Ocean. IEEE Internet of Things Journal, 7(10), 9904-9918.
MLA Huang, Mingfeng,et al."An AUV-Assisted Data Gathering Scheme Based on Clustering and Matrix Completion for Smart Ocean". IEEE Internet of Things Journal 7.10(2020): 9904-9918.
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