多目标车辆路径问题中的交互效用最大化:一种“循环决策者”方法

M. Geiger, W. Wenger, W. Habenicht
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引用次数: 7

摘要

本文提出了一种交互式多准则方法来解决丰富的车辆路径问题。建立了一个灵活的框架,能够处理一般车辆路径问题的各个组成部分,例如考虑多个目标或不同类型的特定复杂侧约束,如时间窗口,多个仓库或异构车队。在该框架中,基于可变邻域搜索(VNS)的局部搜索方法实时构建和改进了解。决策者积极参与到解决过程中,因为系统允许偏好信息的交互衔接,影响指导搜索的全局效用函数。报告了多车场多目标车辆路径问题的运行结果,模拟了不同类型的决策者行为
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Interactive Utility Maximization in Multi-Objective Vehicle Routing Problems: A "Decision Maker in the Loop"-Approach
The article presents an interactive multi-criteria approach for the resolution of rich vehicle routing problems. A flexible framework was built to be able to deal with various components of general vehicle routing problems, e.g. the consideration of multiple objectives or different types of specific complex side constraints such as time windows, multiple depots or heterogeneous fleets. In the framework, a local search approach on the basis of variable neighborhood search (VNS) constructs and improves solutions in real time. The decision maker is actively involved into the resolution process as the system allows the interactive articulation of preference information, influencing the global utility function that guides the search. Results of test runs on multiple depot multi-objective vehicle routing problems with time windows are reported, simulating different types of decision maker behaviors
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