An Improved Pity Beetle Algorithm for Solving Constrained Engineering Design Problems | |
Peng, Yu; Du, Xianjun | |
刊名 | MATHEMATICS |
2022-07-01 | |
卷号 | 10期号:13 |
关键词 | pity beetle algorithm (PBA) pheromone dispersion model (PDM) metaheuristic algorithm engineering optimization problems continuous optimization problems |
DOI | 10.3390/math10132211 |
英文摘要 | To cope with increasingly complex models of engineering design problems and to obtain more accurate design solutions, this paper proposed an improved population-based, bio-inspired optimization algorithm, called the pity beetle algorithm based on pheromone dispersion model (PBA-PDM). PBA-PDM enables a local and global search for optimization problems through the pheromone release mechanisms in female beetles and the interaction relationship between male beetles. The experimental results compared with other state-of-the-art metaheuristic optimization algorithms show that PBA-PDM has an ideal performance when dealing with both classical test functions and CEC2017 benchmark test functions. Then, the PBA-PDM is applied in dealing with real-world constrained engineering design problems to verify the effectiveness and applicability. The above experimental results show that the PBA-PDM proposed in this paper is an effective and efficient algorithm for solving real-world optimization problems. |
WOS研究方向 | Mathematics |
语种 | 英语 |
出版者 | MDPI |
WOS记录号 | WOS:000822135900001 |
内容类型 | 期刊论文 |
源URL | [http://ir.lut.edu.cn/handle/2XXMBERH/158830] |
专题 | 电气工程与信息工程学院 |
作者单位 | Lanzhou Univ Technol, Coll Elect & Informat Engn, Lanzhou 730050, Peoples R China |
推荐引用方式 GB/T 7714 | Peng, Yu,Du, Xianjun. An Improved Pity Beetle Algorithm for Solving Constrained Engineering Design Problems[J]. MATHEMATICS,2022,10(13). |
APA | Peng, Yu,&Du, Xianjun.(2022).An Improved Pity Beetle Algorithm for Solving Constrained Engineering Design Problems.MATHEMATICS,10(13). |
MLA | Peng, Yu,et al."An Improved Pity Beetle Algorithm for Solving Constrained Engineering Design Problems".MATHEMATICS 10.13(2022). |
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