Problem-specific Knowledge based heuristic algorithm to solve Satellite Broadcast scheduling problem

被引:1
作者
Salman, Ayed [1 ]
Ahmad, Imtiaz [1 ]
Omran, Mahamed G. H. [2 ]
机构
[1] Kuwait Univ, Dept Comp Engn, POB 5969, Safat, Kuwait
[2] Gulf Univ Sci & Technol, Dept Comp Sci, Kuwait, Kuwait
来源
2012 THIRD GLOBAL CONGRESS ON INTELLIGENT SYSTEMS (GCIS 2012) | 2012年
关键词
NP-complete problem; Satellite broadcast scheduling problem; Satellite communications; NEURAL-NETWORK;
D O I
10.1109/GCIS.2012.27
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper we propose a simple, fast and scalable heuristic for solving the Satellite Broadcast Scheduling problem. The satellite broadcast scheduling optimization problem is known to be an NP-complete problem, where the aim of such scheduling problem is to find a valid broadcasting scheduling pattern that maximizes the number of broadcasting's timeslots under certain constraints. Our Problem-specific knowledge heuristic utilizes the information of the problem itself to build a set of priority numbers that determine the order in which terminals are assigned to satellites in each timeslot. The effectiveness and robustness of the proposed algorithm is shown by a thorough comparison with existing techniques for the benchmark problems reported in the literature and for randomly generated test instances with varying sizes. Experimental results show that our proposed algorithms are indeed very effective in finding comparable and even better solutions (i.e. for some benchmarks), and outperform the existing algorithms by finding optimal solutions for almost all tested benchmarks.
引用
收藏
页码:364 / 368
页数:5
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