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题名Load-Balanced Data Dissemination for Wireless Sensor Networks: A Nature-Inspired Approach
作者
发表日期2019-12-01
发表期刊IEEE Internet of Things Journal
ISSN/eISSN2327-4662
卷号6期号:6页码:9256-9265
摘要

The traditional many-to-one transmission pattern allows all sensor nodes to propagate their packets toward a single sink in wireless sensor networks, resulting in imbalanced energy depletion in the network. In this paper, we propose a data dissemination strategy named transmission with multiple load balancing schemes (TMLBSs) which utilizes a nature-inspired approach, ant colony optimization, to construct transmission paths for nodes in different places. The distinct characteristics of TMLBS are three load balancing schemes, which help to construct transmission paths formed into a path tree. The first one is the load decentralization scheme, which creates multiple path subtrees in the early stage and scatters the whole load to such path subtrees, so as to avoid excessive load concentration. The second one is the load maintenance scheme, which adopts an appropriate pheromone update mechanism to retain previous good paths, yielding excellent next-generation solutions. The last one is the load diversion scheme, which employs the heuristic factor to transfer traffic load to paths with light traffic load to eliminate poor solutions. Finally, extensive simulations are conducted to validate the effectiveness and advantages of the new transmission strategy.

关键词Ant colony optimization (ACO) load balancing nature-inspired approach pheromone transmission range control wireless sensor networks (WSNs)
DOI10.1109/JIOT.2019.2900763
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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:000503985700006
Scopus入藏号2-s2.0-85076735307
引用统计
被引频次:51[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符https://repository.uic.edu.cn/handle/39GCC9TT/7083
专题个人在本单位外知识产出
通讯作者Qiu, Tie
作者单位
1.College of Electronic and Information Engineering, South China University of Technology, Guangzhou, 510641, China
2.School of Computer Science and Technology, College of Intelligence and Computing, Tianjin University, Tianjin, 300350, China
3.College of Computer Science and Technology, Huaqiao University, Xiamen, 361021, China
推荐引用方式
GB/T 7714
Liu, Xuxun,Qiu, Tie,Wang, Tian. Load-Balanced Data Dissemination for Wireless Sensor Networks: A Nature-Inspired Approach[J]. IEEE Internet of Things Journal, 2019, 6(6): 9256-9265.
APA Liu, Xuxun, Qiu, Tie, & Wang, Tian. (2019). Load-Balanced Data Dissemination for Wireless Sensor Networks: A Nature-Inspired Approach. IEEE Internet of Things Journal, 6(6), 9256-9265.
MLA Liu, Xuxun,et al."Load-Balanced Data Dissemination for Wireless Sensor Networks: A Nature-Inspired Approach". IEEE Internet of Things Journal 6.6(2019): 9256-9265.
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