Differential evolution for solving the mobile location management

被引:28
|
作者
Almeida-Luz, Sonia M. [1 ]
Vega-Rodriguez, Miguel A. [2 ]
Gomez-Pulido, Juan A. [2 ]
Sanchez-Perez, Juan M. [2 ]
机构
[1] Polytech Inst Leiria, Sch Technol & Management, Dept Comp Sci, P-2411901 Leiria, Portugal
[2] Univ Extremadura, Escuela Politecn, Dept Technol Comp & Commun, Caceres 10071, Spain
关键词
Differential evolution; Location areas problem; Reporting cells problem; Location management; Costs optimization; ALGORITHMS;
D O I
10.1016/j.asoc.2009.11.031
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this work we present two new approaches to solve the location management problem, respectively, based on the location areas and the reporting cells strategies. The location management problem corresponds to the management of the network configuration with the objective of minimizing the costs involved. We use the differential evolution algorithm to find the best configuration for the location areas and the reporting cells strategies, which principally considers the location update and paging costs. With this work we want to define the best values to the differential evolution configuration, using test networks and also realistic networks, as well as compare our results with the ones obtained by other authors. These two new approaches applied to this problem have given us very good results, when compared with those obtained by other authors. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:410 / 427
页数:18
相关论文
共 50 条
  • [41] An Improved Differential Evolution for solving Large Scale Global Optimization
    Hsieh, Sheng-Ta
    Chiu, Shih-Yuan
    Yen, Shi-Jim
    PROCEEDINGS OF THE SEVENTEENTH INTERNATIONAL SYMPOSIUM ON ARTIFICIAL LIFE AND ROBOTICS (AROB 17TH '12), 2012, : 1169 - 1170
  • [42] Solving the p-Median Problem by a Simple Differential Evolution
    Kroemer, Pavel
    Platos, Jan
    2014 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC), 2014, : 3503 - 3507
  • [43] Solving the Single Row Facility Layout Problem by Differential Evolution
    Kroemer, Pavel
    Platos, Jan
    Snasel, Vaclav
    GECCO'20: PROCEEDINGS OF THE 2020 GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, 2020, : 210 - 218
  • [44] Dynamic and random differential evolution solving constrained optimisation problems
    Zhang, Qing
    Zeng, Sanyou
    Li, Changhe
    INTERNATIONAL JOURNAL OF COMPUTING SCIENCE AND MATHEMATICS, 2014, 5 (02) : 137 - 150
  • [45] Hybrid adaptive differential evolution for mobile robot localization
    Bashiri, Masoud
    Vatankhah, Hedayat
    Ghidary, Saeed Shiry
    INTELLIGENT SERVICE ROBOTICS, 2012, 5 (02) : 99 - 107
  • [46] The use of differential evolution algorithm for solving chemical engineering problems
    Dragoi, Elena Niculina
    Curteanu, Silvia
    REVIEWS IN CHEMICAL ENGINEERING, 2016, 32 (02) : 149 - 180
  • [47] Solving Capacitated Vehicle Routing Problems by Modified Differential Evolution
    Lei Jian-jun
    Li Jian
    2010 2ND INTERNATIONAL ASIA CONFERENCE ON INFORMATICS IN CONTROL, AUTOMATION AND ROBOTICS (CAR 2010), VOL 2, 2010, : 513 - 516
  • [48] A differential evolution algorithm for estimating mobile channel parameters α - η - μ
    Lemos, Carlos Paula
    Paschoarelli Veiga, Antonio Claudio
    Fasolo, Sandro Adriano
    EXPERT SYSTEMS WITH APPLICATIONS, 2021, 168
  • [49] Differential Evolution with a Constraint Consensus Mutation for Solving Optimization Problems
    Hamza, Noha M.
    Essam, Daryl L.
    Sarker, Ruhul A.
    2014 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2014, : 991 - 997
  • [50] A new optimization approach for indoor location based on Differential Evolution
    Masegosa, A. D.
    Bahillo, A.
    Onieva, E.
    Lopez-Garcia, P.
    Perallos, A.
    PROCEEDINGS OF THE 2015 CONFERENCE OF THE INTERNATIONAL FUZZY SYSTEMS ASSOCIATION AND THE EUROPEAN SOCIETY FOR FUZZY LOGIC AND TECHNOLOGY, 2015, 89 : 1604 - 1611