发表状态 | 已发表Published |
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
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ISSN/eISSN | 2327-4662 |
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) |
DOI | 10.1109/JIOT.2019.2900763 |
URL | 查看来源 |
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 | |
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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