首页    期刊浏览 2025年07月02日 星期三
登录注册

文章基本信息

  • 标题:AN EFFICIENT ARTIFICIAL FISH SWARM ALGORITHM WITH HARMONY SEARCH FOR SCHEDULING IN FLEXIBLE JOB-SHOP PROBLEM
  • 本地全文:下载
  • 作者:ISHRAQ F. FAEQ ; MEHDI G. DUAIMI ; AHMED T. SADIQ AL-OBAIDI
  • 期刊名称:Journal of Theoretical and Applied Information Technology
  • 印刷版ISSN:1992-8645
  • 电子版ISSN:1817-3195
  • 出版年度:2018
  • 卷号:96
  • 期号:8
  • 出版社:Journal of Theoretical and Applied
  • 摘要:Flexible job-shop scheduling problem (FJSP) is one of the instances in flexible manufacturing systems. It is considered as a very complex to control. Hence generating a control system for this problem domain is difficult. FJSP inherits the job-shop scheduling problem characteristics. It has an additional decision level to the sequencing one which allows the operations to be processed on any machine among a set of available machines at a facility. In this article, we present Artificial Fish Swarm Algorithm with Harmony Search for solving the flexible job shop scheduling problem. It is based on the new harmony improvised from results obtained by artificial fish swarm algorithm. This improvised solution is sent to comparison to an overall best solution. When it is the better one, it replaces with the artificial fish swarm solution from which this solution was improvised. Meanwhile the best improvised solutions are carried over to the Harmony Memory. The objective is to minimize a total completion time (makespan) and to make the proposed approach as a portion of the expert and the intelligent scheduling system for remanufacturing decision support. Harmony search algorithm has demonstrated to be efficient, simple and strong optimization algorithm. The ability of exploration in any optimization algorithm is one of the key points. The obtained optimization results show that the proposed algorithm provides better exploitation ability and enjoys fast convergence to the optimum solution. As well, comparisons with the original artificial fish swarm algorithm demonstrate improved efficiency.
  • 关键词:Artificial Fish Swarm Algorithm; Harmony Search; Makespan; Flexible Job-Shop Scheduling Problem.
国家哲学社会科学文献中心版权所有