Digital data networks design using genetic algorithms

被引:23
|
作者
Chu, CH [1 ]
Premkumar, G [1 ]
Chou, H [1 ]
机构
[1] Iowa State Univ Sci & Technol, Coll Business, Dept Logist Operat & Management Informat Syst, Ames, IA 50011 USA
关键词
telecommunications; genetic algorithms; network design; tabu search;
D O I
10.1016/S0377-2217(99)00329-X
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
Communication networks have witnessed significant growth in the last decade due to the dramatic growth in the use of Internet. The reliability and service quality requirements of modern data communication networks and the large investments in communications infrastructure have made it critical to design optimized networks that meet the performance parameters. Digital Data Service (DDS) is a popular communication service that provides users with a digital connection. The design of a DDS network is a special case of the classic Steiner-tree problem of finding the minimum cost tree connecting a set of nodes, using Steiner nodes. Since it is a combinatorial optimization problem several heuristic algorithms have been developed including Tabu search, and branch and cut algorithm. In this paper, a new approach using genetic algorithms (GAs) is proposed to solve the problem. The results from GA are compared with the Tabu search method. The results indicate that GA performs as well as Tabu search in terms of solution quality but has lower computation time. However, reducing the number of iterations in Tabu search makes it faster than GA and comparable in solution quality with GA. (C) 2000 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:140 / 158
页数:19
相关论文
共 50 条
  • [21] AUTOMATED PRELIMINARY STRUCTURAL ROTOR DESIGN USING GENETIC ALGORITHMS AND NEURAL NETWORKS
    Dominique, S.
    Trepanier, J. -Y.
    PROCEEDINGS OF THE ASME TURBO EXPO 2008, VOL 6, PT A, 2008, : 2555 - 2567
  • [22] Optimal Shape Design of an Extrusion Die Using Polynomial Networks and Genetic Algorithms
    C.-Y. Wu
    Y.-C. Hsu
    The International Journal of Advanced Manufacturing Technology , 2002, 19 : 79 - 87
  • [23] A metamodel using neural networks and genetic algorithms for an integrated optimal design of mechanisms
    Jean-Luc Marcelin
    The International Journal of Advanced Manufacturing Technology, 2004, 24 : 708 - 714
  • [24] The design of the global navigation satellite system surveying networks using genetic algorithms
    Saleh, HA
    Chelouah, R
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2004, 17 (01) : 111 - 122
  • [25] Optimal Design of the Microwave Heating Process using Neural Networks and Genetic Algorithms
    Coman, Simina
    Coman, Ovidiu
    Leuca, Teodor
    2015 13TH INTERNATIONAL CONFERENCE ON ENGINEERING OF MODERN ELECTRIC SYSTEMS (EMES), 2015,
  • [26] Structural design and optimization using neural networks and genetic algorithms of a tanker vehicle
    Miralbes, Ramon
    Castejon, Luis
    JOURNAL OF THE CHINESE INSTITUTE OF ENGINEERS, 2012, 35 (02) : 181 - 192
  • [27] Design of microvascular flow networks using multi-objective genetic algorithms
    Aragon, Alejandro M.
    Wayer, Jessica K.
    Geubelle, Philippe H.
    Goldberg, David E.
    White, Scott R.
    COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2008, 197 (49-50) : 4399 - 4410
  • [28] A metamodel using neural networks and genetic algorithms for an integrated optimal design of mechanisms
    Marcelin, JL
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2004, 24 (9-10): : 708 - 714
  • [29] Analysis of Cancer Microarray Data using Constructive Neural Networks and Genetic Algorithms
    Luque-Baena, R. M.
    Urda, D.
    Subirats, J. L.
    Franco, L.
    Jerez, J. M.
    PROCEEDINGS IWBBIO 2013: INTERNATIONAL WORK-CONFERENCE ON BIOINFORMATICS AND BIOMEDICAL ENGINEERING, 2013, : 55 - 63
  • [30] Modelling noisy blast furnace data using genetic algorithms and neural networks
    Helle, M
    Pettersson, F
    Chakraborti, N
    Saxén, H
    STEEL RESEARCH INTERNATIONAL, 2006, 77 (02) : 75 - 81