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Integrate multi-agent planning in hinterland transport: Design, implementation and evaluation

机译:将多主体规划集成在内陆运输中:设计,实施和评估

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摘要

This paper addresses the planning issue in hinterland barge transport domain, characterized by limited information sharing, lack of cooperation and conflict of interest among different parties (terminal and barge party). The planning problem is formulated as a novel Stackelberg game to model a leader-followers bi-level optimization problem. A hybrid algorithm is developed that concerns different objectives (vessel turn around and terminal berthing capacity) simultaneously while fulling pre-defined operational constraints. The presented algorithm is outlined in a hierarchical way and embedded into dedicated agents as decision-making kernel. We describe the architecture and the implementation of the proposed mediator-based multi agent system and overall coupling framework include agent identification, coordination and decision making. A case study evaluates the performance of our approach in terms of global optimality compared with other related approach.
机译:本文探讨了腹地驳船运输领域的规划问题,其特点是信息共享有限,缺乏合作(当事人和驳船当事人)之间的合作和利益冲突。规划问题被公式化为新颖的Stackelberg游戏,以建模领导者跟随者的双层优化问题。开发了一种混合算法,该算法同时满足不同的目标(船只转弯和码头泊位能力),同时满足预定义的操作约束。提出的算法以分级方式进行概述,并作为决策核心嵌入到专用代理中。我们描述了所提出的基于中介的多代理系统的体系结构和实现,以及包括代理标识,协调和决策在内的整体耦合框架。案例研究从全局最优性的角度评估了我们的方法与其他相关方法的性能。

著录项

  • 来源
    《Advanced engineering informatics》 |2015年第4期|1055-1071|共17页
  • 作者单位

    Section of Transport Engineering and Logistics, Department of Maritime and Transport Technology, Technology University of Delft, Mekelweg 2, 2628CD, The Netherlands;

    Section of Transport Engineering and Logistics, Department of Maritime and Transport Technology, Technology University of Delft, Mekelweg 2, 2628CD, The Netherlands;

    Section of Transport Engineering and Logistics, Department of Maritime and Transport Technology, Technology University of Delft, Mekelweg 2, 2628CD, The Netherlands;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Hinterland transport; Bi-level optimization; Multi-agent system; Integrate planning;

    机译:腹地运输;双层优化;多代理系统;整合规划;
  • 入库时间 2022-08-17 13:20:12

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