Institutional Repository of Chinese Acad Sci, Inst Automat, Res Ctr Precis Sensing & Control, Beijing 100190, Peoples R China
| Optimal LEACH Protocol with Improved Bat Algorithm in Wireless Sensor Networks | |
Cai, Xingjuan1; Sun, Youqiang1; Cui, Zhihua1; Zhang, Wensheng2 ; Chen, Jinjun3
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| Source Publication | KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS
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| ISSN | 1976-7277 |
| 2019-05-31 | |
| Volume | 13Issue:5Pages:2469-2490 |
| Corresponding Author | Cui, Zhihua(zhihua.cui@hotmail.com) |
| Abstract | A low-energy adaptive clustering hierarchy (LEACH) protocol is a low-power adaptive cluster routing protocol which was proposed by MIT's Chandrakasan for sensor networks. In the LEACH protocol, the selection mode of cluster-head nodes is a random selection of cycles, which may result in uneven distribution of nodal energy and reduce the lifetime of the entire network. Hence, we propose a new selection method to enhance the lifetime of network, in this selection function, the energy consumed between nodes in the clusters and the power consumed by the transfer between the cluster head and the base station are considered at the same time. Meanwhile, the improved FTBA algorithm integrating the curve strategy is proposed to enhance local and global search capabilities. Then we combine the improved BA with LEACH, and use the intelligent algorithm to select the cluster head. Experiment results show that the improved BA has stronger optimization ability than other optimization algorithms, which the method we proposed (FTBA-TC-LEACH) is superior than the LEACH and LEACH with standard BA (SBA-LEACH). The FTBA-TC-LEACH can obviously reduce network energy consumption and enhance the lifetime of wireless sensor networks (WSNs). |
| Keyword | Low-energy adaptive clustering hierarchy (LEACH) protocol Bat algorithm Curve decline strategy Triangle-flipping strategy |
| DOI | 10.3837/tiis.2019.05.013 |
| WOS Keyword | PARTICLE SWARM OPTIMIZATION ; STRATEGY |
| Indexed By | SCI |
| Language | 英语 |
| Funding Project | National Natural Science Foundation of China[61806138] ; National Natural Science Foundation of China[U1636220] ; National Natural Science Foundation of China[61663028] ; Natural Science Foundation of Shanxi Province[201601D011045] ; PhD Research Startup Foundation of Taiyuan University of Science and Technology[20182002] ; National Natural Science Foundation of China[61806138] ; National Natural Science Foundation of China[U1636220] ; National Natural Science Foundation of China[61663028] ; Natural Science Foundation of Shanxi Province[201601D011045] ; PhD Research Startup Foundation of Taiyuan University of Science and Technology[20182002] ; National Natural Science Foundation of China[61806138] ; National Natural Science Foundation of China[U1636220] ; National Natural Science Foundation of China[61663028] ; Natural Science Foundation of Shanxi Province[201601D011045] ; PhD Research Startup Foundation of Taiyuan University of Science and Technology[20182002] |
| Funding Organization | National Natural Science Foundation of China ; Natural Science Foundation of Shanxi Province ; PhD Research Startup Foundation of Taiyuan University of Science and Technology |
| WOS Research Area | Computer Science ; Telecommunications |
| WOS Subject | Computer Science, Information Systems ; Telecommunications |
| WOS ID | WOS:000469945500013 |
| Publisher | KSII-KOR SOC INTERNET INFORMATION |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://ir.ia.ac.cn/handle/173211/24419 |
| Collection | 精密感知与控制研究中心_人工智能与机器学习 |
| Corresponding Author | Cui, Zhihua |
| Affiliation | 1.Taiyuan Univ Sci & Technol, Complex Syst & Computat Intelligence Lab, Taiyuan 030024, Shanxi, Peoples R China 2.Chinese Acad Sci, Inst Automat, State Key Lab Intelligent Control & Management Co, Beijing 100190, Peoples R China 3.Univ Technol Sydney, Sydney, NSW 2007, Australia |
| Recommended Citation GB/T 7714 | Cai, Xingjuan,Sun, Youqiang,Cui, Zhihua,et al. Optimal LEACH Protocol with Improved Bat Algorithm in Wireless Sensor Networks[J]. KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS,2019,13(5):2469-2490. |
| APA | Cai, Xingjuan,Sun, Youqiang,Cui, Zhihua,Zhang, Wensheng,&Chen, Jinjun.(2019).Optimal LEACH Protocol with Improved Bat Algorithm in Wireless Sensor Networks.KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS,13(5),2469-2490. |
| MLA | Cai, Xingjuan,et al."Optimal LEACH Protocol with Improved Bat Algorithm in Wireless Sensor Networks".KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS 13.5(2019):2469-2490. |
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