An Improved Flower Pollination Algorithm for Optimizing Layouts of Nodes in Wireless Sensor Network

被引:109
作者
Trong-The Nguyen [1 ,2 ]
Pan Jeng-Shyang [1 ,3 ,4 ]
Thi-Kien Dao [1 ,2 ]
机构
[1] Fujian Univ Technol, Fujian Prov Key Lab Big Data Min & Applicat, Fuzhou 350014, Fujian, Peoples R China
[2] Univ Manage & Technol, Dept Informat Technol, Haiphong 180000, Vietnam
[3] Shandong Univ Sci & Technol, Coll Comp Sci & Engn, Qingdao 266510, Shandong, Peoples R China
[4] Chaoyang Univ Sci & Technol, Coll Informat, Taichung 413, Taiwan
关键词
Improved flower pollination algorithm; layout optimization problems; probabilistic model; wireless sensor network; PARTICLE SWARM; OPTIMIZATION;
D O I
10.1109/ACCESS.2019.2921721
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The arrangement of nodes impacts the quality of connectivity and energy consumption in wireless sensor network (WSN) for prolonging the lifetime. This paper presents an improved flower pollination algorithm based on a hybrid of the parallel and compact techniques for global optimizations and a layout of nodes in WSN. The parallel enhances diversity pollinations for exploring in space search and sharing computation load. The compact can save storing variables for computation in the optimization process. In the experimental section, the selected test functions and the network topology issue WSN are used to test the performance of the proposed approach. Compared results with the other methods in the literature show that the proposed algorithm achieves the practical way of reducing the number of its stored memory variables and running times.
引用
收藏
页码:75985 / 75998
页数:14
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