Broadcast scheduling in wireless multihop networks using a neural-network-based hybrid algorithm

被引:25
作者
Shi, HX [1 ]
Wang, LP [1 ]
机构
[1] Nanyang Technol Univ, Sch Elect & Elect Engn, Software Engn Lab, Singapore 639798, Singapore
关键词
broadcast scheduling problem; wireless multihop networks; sequential vertex coloring; noisy chaotic neural network; NP-hard;
D O I
10.1016/j.neunet.2005.06.013
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In wireless multihop networks, the objective of the broadcast scheduling problem is to find a conflict free transmission schedule for each node at different time slots in a fixed length time cycle, called TDMA cycle. The optimization criterion is to find an optimal TDMA schedule with minimal TDMA cycle length and maximal node transmissions. In this paper we propose a two-stage hybrid method to solve this broadcast scheduling problem in wireless multihop networks. In the first stage, we use a sequential vertex-coloring algorithm to obtain a minimal TDMA frame length. In the second stage, we apply the noisy chaotic neural network to find the maximum node transmission based on the results obtained in the previous stage. Simulation results show that this hybrid method outperforms previous approaches, such as mean field annealing, a hybrid of the Hopfield neural network and genetic algorithms, the sequential vertex coloring algorithm, and the gradual neural network. (c) 2005 Elsevier Ltd. All rights reserved.
引用
收藏
页码:765 / 771
页数:7
相关论文
共 18 条
  • [1] Bertsekas D., 1987, DATA NETWORKS
  • [2] Genetic algorithm for broadcast scheduling in packet radio networks
    Chakraborty, G
    Hirano, Y
    [J]. 1998 IEEE INTERNATIONAL CONFERENCE ON EVOLUTIONARY COMPUTATION - PROCEEDINGS, 1998, : 183 - 188
  • [3] CHAOTIC SIMULATED ANNEALING BY A NEURAL-NETWORK MODEL WITH TRANSIENT CHAOS
    CHEN, LN
    AIHARA, K
    [J]. NEURAL NETWORKS, 1995, 8 (06) : 915 - 930
  • [4] Christofides N, 1975, GRAPH THEORY ALGORIT
  • [5] SCHEDULING BROADCASTS IN MULTIHOP RADIO NETWORKS
    EPHREMIDES, A
    TRUONG, TV
    [J]. IEEE TRANSACTIONS ON COMMUNICATIONS, 1990, 38 (04) : 456 - 460
  • [6] A PARALLEL ALGORITHM FOR BROADCAST SCHEDULING PROBLEMS IN PACKET RADIO NETWORKS
    FUNABIKI, N
    TAKEFUJI, Y
    [J]. IEEE TRANSACTIONS ON COMMUNICATIONS, 1993, 41 (06) : 828 - 831
  • [7] Funaibiki N, 1999, IEICE T FUND ELECTR, VE82A, P815
  • [8] JUNGNICKEL D, 1999, GRAPHS NETWRKS ALGOR
  • [9] ISSUES IN PACKET RADIO NETWORK DESIGN
    LEINER, BM
    NIELSON, DL
    TOBAGI, FA
    [J]. PROCEEDINGS OF THE IEEE, 1987, 75 (01) : 6 - 20
  • [10] LI S, 2001, P 2001 INT WORK C AR, V2084, P757