Research on Site Planning of Mobile Communication Network

被引:0
|
作者
He, Jiahan [1 ]
Liang, Guangjun [1 ,2 ,3 ]
Li, Meng [4 ]
Yao, Kefan [1 ]
Wang, Bixia [1 ]
Li, Lu [5 ]
机构
[1] Jiangsu Police Inst, Dept Comp Informat & Cyber Secur, Nanjing 210000, Peoples R China
[2] Engn Res Ctr Elect Data Forens Anal, Nanjing 210000, Peoples R China
[3] Dept Publ Secur Jiangsu Prov, Key Lab Digital Forens, Nanjing 210000, Peoples R China
[4] Jiangsu Police Inst, Basic Course Teaching & Res Dept, Nanjing 210000, Peoples R China
[5] Nanjing Railway Vocat & Tech, Commun & Signal Coll, Nanjing 210000, Peoples R China
来源
CMC-COMPUTERS MATERIALS & CONTINUA | 2024年 / 80卷 / 02期
关键词
Siting of station; multi-objective optimization; genetic algorithm; NSGA; general greed; FDBSCAN cluster;
D O I
10.32604/cmc.2024.051710
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, considering the cost of base station, coverage, call quality, and other practical factors, a multi-objective optimal site planning scheme is proposed. Firstly, based on practical needs, mathematical modeling methods were used to establish mathematical expressions for the three sub-objectives of cost objectives, coverage objectives, and quality objectives. Then, a multi-objective optimization model was established by combining threshold and traffic volume constraints. In order to reduce the time complexity of optimization, a non-dominated sorting genetic algorithm (NSGA) is used to solve the multi-objective optimization problem of site planning. Finally, a strategy for clustering and optimizing weak coverage areas was proposed. In order to avoid redundant neighborhood retrieval during cluster expansion, the Fast Density-Based Spatial Clustering of Applications with Noise (FDBSCAN) clustering method was adopted. With different sub-objectives as the main objectives, this paper obtained the distribution map of weak coverage areas before and after the establishment of new base stations, as well as relevant site planning maps, and provided three planning schemes for different main objectives. The simulation results show that the traffic coverage of the three station planning schemes is above 90%. The change in the main optimization objective will result in a significant difference between the cost of the three solutions and the coverage of weak coverage points.
引用
收藏
页码:3243 / 3261
页数:19
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