Broadcast scheduling in packet radio networks using Harmony Search algorithm

被引:19
作者
Ahmad, Imtiaz [1 ]
Mohammad, Mohammad Gh [1 ]
Salman, Ayed A. [1 ]
Hamdan, Suha A. [1 ]
机构
[1] Kuwait Univ, Dept Comp Engn, Safat 13060, Kuwait
关键词
Harmony Search; NP-complete problem; Broadcast scheduling problem; Time division multiple access (TDMA); GENETIC ALGORITHM; NEURAL-NETWORK; TDMA; OPTIMIZATION;
D O I
10.1016/j.eswa.2011.08.046
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Packet radio networks have attracted many applications due to their flexible structure and ability to provide high-speed wireless communication between nodes distributed over a large region. Broadcast scheduling is commonly used to find a collision-free time division multiple access protocol frame that schedule transmissions for all nodes in a minimal number of timeslots with maximum number of transmissions. In this paper, we propose a Harmony Search (HS) based algorithm for the broadcast scheduling problem. The HS-based algorithm explores the search space effectively and efficiently by exploiting the search rules of randomness, experience, and variation of experience. The effectiveness and robustness of our proposed algorithm is demonstrated through solving a set of benchmark problems and comparing the results with previously proposed techniques. Experimental results show the efficiency of the proposed algorithm in terms of quality of the solutions as well as computational time. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1526 / 1535
页数:10
相关论文
共 28 条
[11]   Optimal cost design of water distribution networks using harmony search [J].
Geem, ZW .
ENGINEERING OPTIMIZATION, 2006, 38 (03) :259-280
[12]   Parameter estimation of the nonlinear Muskingum model using harmony search [J].
Kim, JH ;
Geem, ZW ;
Kim, ES .
JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION, 2001, 37 (05) :1131-1138
[13]   A new meta-heuristic algorithm for continuous engineering optimization: harmony search theory and practice [J].
Lee, KS ;
Geem, ZW .
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2005, 194 (36-38) :3902-3933
[14]   A new structural optimization method based on the harmony search algorithm [J].
Lee, KS ;
Geem, ZW .
COMPUTERS & STRUCTURES, 2004, 82 (9-10) :781-798
[15]   Optimal broadcast scheduling in packet radio networks via branch and price [J].
Menon, Syam ;
Gupta, Rakesh .
INFORMS JOURNAL ON COMPUTING, 2008, 20 (03) :391-399
[16]   A Sequential Approach for Optimal Broadcast Scheduling in Packet Radio Networks [J].
Menon, Syam .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2009, 57 (03) :764-770
[17]   Centralized broadcast scheduling in packet radio networks via genetic-fix algorithms [J].
Ngo, CY ;
Li, VOK .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2003, 51 (09) :1439-1441
[18]  
Peng Y., 2004, ELECTRON LETT, V40, P456
[19]   Scheduling Algorithms for Multihop Radio Networks [J].
Ramanathan, Subramanian ;
Lloyd, Errol L. .
IEEE-ACM TRANSACTIONS ON NETWORKING, 1993, 1 (02) :166-177
[20]   A mixed neural-genetic algorithm for the broadcast scheduling problem [J].
Salcedo-Sanz, S ;
Bousoño-Calzón, C ;
Figueiras-Vidal, AR .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2003, 2 (02) :277-283