Swarm-based intelligent optimization approach for layout problem.
文献类型：期刊论文
| 作者 | Zhao, Fengqiang ; Li, Guangqiang ; Zhang, Rubo ; Du, Jialu ; Guo, Chen ; Zhou, Yiran ; Lv, Zhihan |
| 刊名 | MULTIMEDIA TOOLS AND APPLICATIONS
 |
| 出版日期 | 2017 |
| 文献子类 | 期刊论文 |
| 英文摘要 | Layout problem is a kind of NP-Complete problem. It is concerned more and more in recent years and arises in a variety of application fields such as the layoutdesign of spacecraft modules, plant equipment, platforms of marine drilling well, shipping, vehicle and robots. The algorithms based on swarm intelligence are considered powerful tools for solving this kind of problems. While usually swarm intelligence algorithms also have several disadvantages, including premature and slow convergence. Aiming at solving engineering complex layout problems satisfactorily, a new improved swarm-based intelligent optimization algorithm is presented on the basis of parallel genetic algorithms. In proposed approach, chaos initialization and multi-subpopulation evolution strategy based on improved adaptive crossover and mutation are adopted. The proposed interpolating rank-based selection with pressure is adaptive with evolution process. That is to say, it can avoid early premature as well as benefit speeding up convergence of later period effectively. And more importantly, proposed PSO update operators based on different versions PSO are introduced into presented algorithm. It can take full advantage of the outstanding convergence characteristic of particle swarm optimization (PSO) and improve the global performance of the proposed algorithm. An example originated from layout of printed circuit boards (PCB) and plant equipment shows the feasibility and effectiveness of presented algorithm. |
| URL标识 | 查看原文 |
| 语种 | 英语 |
| 源URL | [http://ir.siat.ac.cn:8080/handle/172644/12482]  |
| 专题 | 深圳先进技术研究院_数字所 |
| 作者单位 | MULTIMEDIA TOOLS AND APPLICATIONS |
| 推荐引用方式 GB/T 7714 | Zhao, Fengqiang , Li, Guangqiang , Zhang, Rubo ,et al. Swarm-based intelligent optimization approach for layout problem.[J]. MULTIMEDIA TOOLS AND APPLICATIONS,2017. |
| APA | Zhao, Fengqiang ., Li, Guangqiang ., Zhang, Rubo ., Du, Jialu ., Guo, Chen .,...& Lv, Zhihan.(2017).Swarm-based intelligent optimization approach for layout problem..MULTIMEDIA TOOLS AND APPLICATIONS. |
| MLA | Zhao, Fengqiang ,et al."Swarm-based intelligent optimization approach for layout problem.".MULTIMEDIA TOOLS AND APPLICATIONS (2017). |
入库方式： OAI收割
来源：深圳先进技术研究院
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