An effective multi-objective hybrid immune algorithm for the frequency assignment problem

被引:9
|
作者
Benbouzid-SiTayeb, Fatima [1 ]
Bessedik, Malika [1 ]
Keddar, Mohamed Reda [1 ]
Kiouche, Abd Errahmane [1 ]
机构
[1] Ecole Natl Super Informat ESI, LMCS, BP 68M 16309, Algiers, Algeria
关键词
Multi-objective optimization; Artificial immune networks; GA; Local search; Genetic mutation; Clonal selection; Hypervolume; TABU SEARCH ALGORITHM; CHANNEL ASSIGNMENT; GENETIC ALGORITHM; APPLICATION AREAS; OPTIMIZATION; NETWORK; SYSTEMS; AIS;
D O I
10.1016/j.asoc.2019.105797
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a novel multi-objective hybrid metaheuristic that combines an artificial immune system (AIS) with genetic operators to address the multi-objective Frequency Assignment Problem (FAP) in cellular mobile networks, seeking to minimize three objectives simultaneously: Total interference, Maximal interference, and the number of used frequencies. The proposed approach inherits its evolutionary cycle from a multi-objective immune network supplemented by a FAP-specific local search as well as clonal selection for a better intensification. Moreover, a genetic mutation is applied at each generation to enhance the exploration of the research space. Computational experiments performed over COST259 instances and based on the hypervolume metric, show the efficiency of the newly proposed hybrid algorithm, and corroborated by the comparisons we did with the most frequently referred algorithms in the related literature. Furthermore, the effect of the main parameters and the interaction between them is analyzed using statistical tools. (C) 2019 Elsevier B.V. All rights reserved.
引用
收藏
页数:12
相关论文
共 50 条
  • [1] A Novel Multi-Objective Immune Memetic Algorithm for the Frequency Assignment Problem
    Bessedik, Malika
    Benbouzid-SiTayeb, Fatima
    Kiouche, Abd Errahmane
    Keddar, Mohamed Reda
    [J]. KNOWLEDGE-BASED AND INTELLIGENT INFORMATION & ENGINEERING SYSTEMS (KES 2019), 2019, 159 : 67 - 76
  • [2] An efficient hybrid multi-objective memetic algorithm for the frequency assignment problem
    Kiouche, Abd Errahmane
    Bessedik, Malika
    Benbouzid-SiTayeb, Fatima
    Keddar, Mohamed Reda
    [J]. ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2020, 87
  • [3] Multi-objective assignment problem solved by hybrid Jaya algorithm
    Tilva, Surbhi
    Dhodiya, Jayesh
    [J]. JOURNAL OF INTERDISCIPLINARY MATHEMATICS, 2022, 25 (01) : 109 - 121
  • [4] An effective multi-objective evolutionary algorithm for multiple spraying robots task assignment problem
    Dong, Jin-Shuai
    Pan, Quan-Ke
    Miao, Zhong-Hua
    Sang, Hong-Yan
    Gao, Liang
    [J]. SWARM AND EVOLUTIONARY COMPUTATION, 2024, 87
  • [5] Steps Toward the Design of Hybrid Metaheuristics for the Multi-Objective Frequency Assignment Problem in Broadcasting
    Bedoui, Akram
    Debreux, Philippe
    Idoumghar, Lhassane
    Schott, Rene
    Schott, Thierry
    [J]. 2014 IEEE 2ND INTERNATIONAL SYMPOSIUM ON TELECOMMUNICATION TECHNOLOGIES (ISTT), 2014, : 208 - 213
  • [6] Performance assessment of biogeography-based multi-objective algorithm for frequency assignment problem
    Daoudi, Asma
    Benatchba, Karima
    Bessedik, Malika
    Hamdad, Leila
    [J]. INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION, 2021, 18 (04) : 199 - 209
  • [7] A multi-objective fuzzy assignment problem: New model and algorithm
    Yang, LX
    Liu, BD
    [J]. FUZZ-IEEE 2005: Proceedings of the IEEE International Conference on Fuzzy Systems: BIGGEST LITTLE CONFERENCE IN THE WORLD, 2005, : 551 - 556
  • [8] A GRASP Algorithm for Multi-objective Airport Gate Assignment Problem
    Paldrak, Mert
    Ornek, Mustafa Arslan
    [J]. INTELLIGENT AND FUZZY SYSTEMS: DIGITAL ACCELERATION AND THE NEW NORMAL, INFUS 2022, VOL 2, 2022, 505 : 548 - 557
  • [9] A Hybrid Multi-objective Immune Algorithm for Numerical Optimization
    Leung, Chris S. K.
    Lau, Henry Y. K.
    [J]. PROCEEDINGS OF THE 8TH INTERNATIONAL JOINT CONFERENCE ON COMPUTATIONAL INTELLIGENCE, VOL 1: ECTA, 2016, : 105 - 114
  • [10] Hybrid heuristic algorithm for multi-objective scheduling problem
    Peng Jian'gang
    Liu Mingzhou
    Zhang Xi
    Ling Lin
    [J]. JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS, 2019, 30 (02) : 327 - 342