论文标题
恢复到效率:在不确定性下进行多目标优化的新鲁棒性概念
Recovery-to-Efficiency: A New Robustness Concept for Multi-objective Optimization under Uncertainty
论文作者
论文摘要
本文为不确定的多目标优化问题提供了一个新的鲁棒性概念。更确切地说,在本文中提出并研究了所谓的恢复至效率鲁棒性概念。在多目标优化的背景下,还提出了几种用于生成恢复至效率鲁棒集的方法。进行了广泛的实验分析,以披露使用不同概念获得的稳健集之间的差异,并推断出一些有趣的观察结果。为了进行测试,考虑了双目标背包问题的实例。
This paper presents a new robustness concept for uncertain multi-objective optimization problems. More precisely, in the paper the so-called recovery-to-efficiency robustness concept is proposed and investigated. Several approaches for generating recovery-to-efficiency robust sets in the context of multi-objective optimization are proposed as well. An extensive experimental analysis is performed to disclose differences among robust sets obtained using different concepts as well as to deduce some interesting observations. For testing purposes, instances from the bi-objective knapsack problem are considered.