| 题名 | A repository of real-world datasets for data-driven evolutionary multiobjective optimization |
| 作者 | |
| 通讯作者 | Wang, Handing |
| 发表日期 | 2019-11-11
|
| DOI | |
| 发表期刊 | |
| ISSN | 2199-4536
|
| EISSN | 2198-6053
|
| 摘要 | Many real-world optimization applications have more than one objective, which are modeled as multiobjective optimization problems. Generally, those complex objective functions are approximated by expensive simulations rather than cheap analytic functions, which have been formulated as data-driven multiobjective optimization problems. The high computational costs of those problems pose great challenges to existing evolutionary multiobjective optimization algorithms. Unfortunately, there have not been any benchmark problems reflecting those challenges yet. Therefore, we carefully select seven benchmark multiobjective optimization problems from real-world applications, aiming to promote the research on data-driven evolutionary multiobjective optimization by suggesting a set of benchmark problems extracted from various real-world optimization applications. |
| 关键词 | |
| 相关链接 | [来源记录] ; [来源记录] |
| 收录类别 | |
| 语种 | 英语
|
| 学校署名 | 第一
|
| 资助项目 | [61903178]
|
| WOS研究方向 | Computer Science
|
| WOS类目 | Computer Science, Artificial Intelligence
|
| WOS记录号 | WOS:000495675400001
|
| 出版者 | |
| 来源库 | Web of Science
|
| 引用统计 |
被引频次[WOS]：42
|
| 成果类型 | 期刊论文 |
| 条目标识符 | http://sustech.caswiz.com/handle/2SGJ60CL/44721 |
| 专题 | 工学院_计算机科学与工程系 |
| 作者单位 | 1.Southern Univ Sci & Technol, Dept Comp Sci & Engn, Shenzhen 518055, Peoples R China 2.Anhui Univ, Inst Phys Sci & Informat Technol, Hefei 230601, Anhui, Peoples R China 3.Xidian Univ, Sch Artificial Intelligence, Xian 710071, Shaanxi, Peoples R China 4.Univ Surrey, Dept Comp Sci, Guildford GU2 7XH, Surrey, England |
| 第一作者单位 | 计算机科学与工程系 |
| 第一作者的第一单位 | 计算机科学与工程系 |
| 推荐引用方式 GB/T 7714 |
He, Cheng,Tian, Ye,Wang, Handing,et al. A repository of real-world datasets for data-driven evolutionary multiobjective optimization[J]. Complex & Intelligent Systems,2019.
|
| APA |
He, Cheng,Tian, Ye,Wang, Handing,&Jin, Yaochu.(2019).A repository of real-world datasets for data-driven evolutionary multiobjective optimization.Complex & Intelligent Systems.
|
| MLA |
He, Cheng,et al."A repository of real-world datasets for data-driven evolutionary multiobjective optimization".Complex & Intelligent Systems (2019).
|
| 条目包含的文件 | ||||||
| 文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | 操作 | |
| 10.1007@s40747-019-0（2357KB） | -- | -- | 开放获取 | -- | 浏览 | |
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。
;
修改评论