On the use of a stochastic estimator learning algorithm to the ATM routing problem: a methodology

被引:5
|
作者
Atlasis, AF
Saltouros, MP
Vasilakos, AV
机构
[1] Fdn Res & Technol Hellas, FORTH, Inst Comp Sci, GR-71110 Crete, Greece
[2] Natl Tech Univ Athens, Dept Elect & Comp Engn, GR-15773 Athens, Greece
[3] Hellen AF Acad, Dept Engn, Athens, Greece
关键词
ATM; Routing problem; virtual path; learning automata;
D O I
10.1016/S0140-3664(98)00122-4
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents a dynamic solution to the Routing problem in (ATM) networks suitable for real-time applications. The proposed methodology employs a Stochastic Estimator Learning Algorithm (SELA) specially designed for the Routing problem. The feedback of the SELA Routing algorithm is computed from the utilisation of the links that comprise a route which is a possible solution to a. specific Routing problem. The algorithm promotes the load balancing in light loading conditions, whereas as the load of the network increases it tends to behave as a shortest path algorithm trying to minimise the cell loss probability and the call dropping tate. Simulation results show the effectiveness of the proposed scheme in comparison with some of the most known Routing algorithms of the literature. Some interesting directions for future work are also discussed. (C) 1998 Elsevier Science B.V.
引用
收藏
页码:538 / 546
页数:9
相关论文
共 50 条
  • [21] Application of genetic algorithm in vehicle routing problem with stochastic demands
    Xie, Binglei
    An, Shi
    Li, Jun
    WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 7405 - 7409
  • [22] A model and algorithm for large scale stochastic inventory routing problem
    Yu, Yugang
    Chu, Feng
    Chen, Haoxun
    2006 INTERNATIONAL CONFERENCE ON SERVICE SYSTEMS AND SERVICE MANAGEMENT, VOLS 1 AND 2, PROCEEDINGS, 2006, : 355 - 360
  • [23] THE USE OF LEARNING ALGORITHMS IN TELEPHONE TRAFFIC ROUTING - A METHODOLOGY
    NARENDRA, KS
    MARS, P
    AUTOMATICA, 1983, 19 (05) : 495 - 502
  • [24] Dual routing algorithm for ATM routing based on ANN
    Zhang, Yu
    Zheng, Junli
    Tien Tzu Hsueh Pao/Acta Electronica Sinica, 1998, 26 (08): : 139 - 142
  • [25] Dynamic routing algorithm in ATM networks
    Feng, Gang
    Liu, Zeming
    Ruan Jian Xue Bao/Journal of Software, 1998, 9 (10): : 26 - 30
  • [26] An improved particle swarm optimization algorithm for the capacitated location routing problem and for the location routing problem with stochastic demands
    Marinakis, Yannis
    APPLIED SOFT COMPUTING, 2015, 37 : 680 - 701
  • [27] A NEW APPROACH TO THE DESIGN OF REINFORCEMENT SCHEMES FOR LEARNING AUTOMATA - STOCHASTIC ESTIMATOR LEARNING ALGORITHM
    VASILAKOS, AV
    PAPADIMITRIOU, GI
    NEUROCOMPUTING, 1995, 7 (03) : 275 - 297
  • [28] A hybrid clonal selection algorithm for the location routing problem with stochastic demands
    Marinakis, Yannis
    Marinaki, Magdalene
    Migdalas, Athanasios
    ANNALS OF MATHEMATICS AND ARTIFICIAL INTELLIGENCE, 2016, 76 (1-2) : 121 - 142
  • [29] An effective tabu search algorithm for the vehicle routing problem with stochastic demands
    Hu, Shanliang
    Liu, Changshi
    ADVANCED RESEARCH ON MATERIAL ENGINEERING, CHEMISTRY AND BIOINFORMATICS, PTS 1 AND 2 (MECB 2011), 2011, 282-283 : 375 - +
  • [30] A hybrid clonal selection algorithm for the location routing problem with stochastic demands
    Yannis Marinakis
    Magdalene Marinaki
    Athanasios Migdalas
    Annals of Mathematics and Artificial Intelligence, 2016, 76 : 121 - 142