We study the network pricing problem where the leader maximizes their revenue by determining the optimal amounts of tolls to charge on a set of arcs, under the assumption that the followers will react rationally and choose the shortest paths to travel. Many distinct single-level reformulations to this bilevel optimization program have been proposed, however, their relationship has not been established. In this paper, we aim to build a connection between those reformulations and explore the combination of the path representation with various modeling options, allowing us to generate 12 different reformulations of the problem. Moreover, we propose a new path enumeration scheme, path-based preprocessing, and hybrid framework to further improve performance and robustness when solving the final model. We provide numerical results, comparing all the derived reformulations and confirming the efficiency of the novel dimensionality reduction procedures.
翻译:我们研究网络定价问题,即领导人通过确定对一组弧杆收费的最佳收费数额,确定最佳收费额,从而最大限度地增加收入,前提是追随者将作出合理反应,选择最短的旅程路线,但对这一双级优化方案提出了许多不同的单一层次的重新拟订,然而,他们的关系尚未确定。在本文件中,我们的目标是在这些重新拟订之间建立联系,并探讨路径代表与各种模式选项的结合,从而使我们能够产生12种不同的问题重新拟订。此外,我们提出了一个新的路径查点办法、基于路径的预处理和混合框架,以便在解决最后模式时进一步提高业绩和稳健性。我们提供了数字结果,比较了所有衍生的重新拟订,并确认了新式多元性减少程序的效率。