CASIA OpenIR  > 精密感知与控制研究中心  > 人工智能与机器学习
Optimal LEACH Protocol with Improved Bat Algorithm in Wireless Sensor Networks
Cai, Xingjuan1; Sun, Youqiang1; Cui, Zhihua1; Zhang, Wensheng2; Chen, Jinjun3
Source PublicationKSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS
ISSN1976-7277
2019-05-31
Volume13Issue:5Pages:2469-2490
Corresponding AuthorCui, Zhihua(zhihua.cui@hotmail.com)
AbstractA 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).
KeywordLow-energy adaptive clustering hierarchy (LEACH) protocol Bat algorithm Curve decline strategy Triangle-flipping strategy
DOI10.3837/tiis.2019.05.013
WOS KeywordPARTICLE SWARM OPTIMIZATION ; STRATEGY
Indexed BySCI
Language英语
Funding ProjectNational 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 OrganizationNational Natural Science Foundation of China ; Natural Science Foundation of Shanxi Province ; PhD Research Startup Foundation of Taiyuan University of Science and Technology
WOS Research AreaComputer Science ; Telecommunications
WOS SubjectComputer Science, Information Systems ; Telecommunications
WOS IDWOS:000469945500013
PublisherKSII-KOR SOC INTERNET INFORMATION
Citation statistics
Cited Times:9[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://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 AuthorCui, Zhihua
Affiliation1.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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