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Proximity-Distance Mapping and Jaya Optimization Algorithm Based on Localization for Wireless Sensor Network | |
Peng, Duo; Gao, Yuwei | |
2022-05 | |
发表期刊 | INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE |
ISSN | 0218-0014 |
卷号 | 36期号:6 |
摘要 | Aiming at the problem of large location errors of traditional ranging-free algorithms in Wireless Sensor Network (WSN), a novel node location algorithm based on proximity-distance mapping (PDM) and Jaya optimization was proposed. In this algorithm, proximity and Euclidean distance are extracted from the relationship of anchor nodes to construct a mapping matrix by using the idea of PDM. It is calculated by using the mapping matrix that the estimated distance from the unknown node to the anchor node can be used for the subsequent calculations. After the estimated distance is obtained, the Jaya optimization algorithm is imported to calculate the location of the unknown one. To accelerate the convergence and enhance the accuracy of the algorithm, the idea of a boundary box is used to limit the initial feasible region of unknown nodes. The experiment results show that the PDM-Jaya algorithm has better positioning accuracy than the original PDM in the same condition. |
关键词 | Wireless sensor network localization algorithm Jaya optimization algorithm proximity-distance mapping |
DOI | 10.1142/S0218001422550084 |
收录类别 | SCIE ; EI |
语种 | 英语 |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence |
WOS记录号 | WOS:000797981400003 |
出版者 | WORLD SCIENTIFIC PUBL CO PTE LTD |
EI入藏号 | 20221812049404 |
EI主题词 | Optimization |
EI分类号 | 405.3 Surveying716.3 Radio Systems and Equipment722 Computer Systems and Equipment921.5 Optimization Techniques |
来源库 | WOS |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | https://ir.lut.edu.cn/handle/2XXMBERH/158657 |
专题 | 计算机与通信学院 |
通讯作者 | Peng, Duo |
作者单位 | Lanzhou Univ Technol, Sch Comp & Commun, Lanzhou 730050, Peoples R China |
第一作者单位 | 兰州理工大学 |
通讯作者单位 | 兰州理工大学 |
第一作者的第一单位 | 兰州理工大学 |
推荐引用方式 GB/T 7714 | Peng, Duo,Gao, Yuwei. Proximity-Distance Mapping and Jaya Optimization Algorithm Based on Localization for Wireless Sensor Network[J]. INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE,2022,36(6). |
APA | Peng, Duo,&Gao, Yuwei.(2022).Proximity-Distance Mapping and Jaya Optimization Algorithm Based on Localization for Wireless Sensor Network.INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE,36(6). |
MLA | Peng, Duo,et al."Proximity-Distance Mapping and Jaya Optimization Algorithm Based on Localization for Wireless Sensor Network".INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE 36.6(2022). |
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