The Multiple Multi Objective Problem – Definition, Solution and Evaluation
| 详细信息 | 推荐本文 | |
- 作者：Wolfgang Ponweiser ; Markus Vincze
- 关键词：Multiple Multi Optimization Problem M ; MOP ; Perform ; ance Evaluation ; Genetic Optimization
- 刊名：Lecture Notes in Computer Science
- 出版时间：2007
- 出版年：2007
- 期刊代码：99_0302-9743
- 类别：cp
- 卷：4403
- 期：1
- 页码：877-892
- 数据来源：sp
摘要
Considering external parameters during any evaluation leads to an optimization problem which has to handle several concurrent multi objective problems at once. This novel challenge, the Multiple Multi Objective Problem M-MOP, is defined and analyzed. Guidelines and metrics for the development of M-MOP optimizers are generated and exemplary demonstrated at an extended version of Deb’s NSGA-II algorithm. The relationship to the classical MOPs is highlighted and the usage of performance metrics for the M-MOP is discussed. Due to the increased number of dimensions the M-MOP represents a complex optimization task that should be settled in the optimization community.