Metaheuristics in Telecommunication Systems: Network Design, Routing, and Allocation Problems

被引:17
|
作者
Alvarez Fernandez, Stephanie [1 ,2 ]
Juan, Angel A. [3 ]
de Armas Adrian, Jesica [4 ]
Guerreiro e Silva, Daniel [5 ]
Riera Terren, Daniel [3 ]
机构
[1] Open Univ Catalonia, Comp Sci IN3, Dept Multimedia & Telecommun, Barcelona 08018, Spain
[2] Univ Brasilia, Dept Elect Engn, BR-70910900 Brasilia, DF, Brazil
[3] Open Univ Catalonia, Comp Sci IN3, Barcelona 08018, Spain
[4] Univ Pompeu Fabra, Dept Econ & Business, Barcelona 08002, Spain
[5] Univ Brasilia, Dept Elect Engn, BR-70910900 Brasilia, DF, Brazil
来源
IEEE SYSTEMS JOURNAL | 2018年 / 12卷 / 04期
关键词
Channel allocation; metaheuristics; network design; routing; telecommunication systems; RELIABLE SERVER ASSIGNMENT; GENETIC ALGORITHM; COMBINATORIAL OPTIMIZATION; CHANNEL ALLOCATION; TABU SEARCH; CONSTRAINTS; PERFORMANCE; SIMULATION;
D O I
10.1109/JSYST.2017.2788053
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Recent advances in the telecommunication industry offer great opportunities to citizens and organizations in a globally connected world, but they also arise a vast number of complex challenges that decision makers must face. Some of these challenges can be modeled as combinatorial optimization problems (COPs). Frequently, these COPs are large-size, NP-hard, and must be solved in "real time," which makes necessary the use of meta-heuristics. The first goal of this paper is to provide a review on how metaheuristics have been used so far to deal with COPs associated with telecommunication systems, detecting the main trends and challenges. Particularly, the analysis focuses on the network design, routing, and allocation problems. In addition, due to the nature of these challenges, the paper discusses how the hybridization of metaheuristics with methodologies such as simulation and machine learning can be employed to extend the capabilities of metaheuristics when solving stochastic and dynamic COPs in the telecommunication industry.
引用
收藏
页码:3948 / 3957
页数:10
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