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

被引:8
作者
Feng, Fan [1 ]
Pang, Yusong [1 ]
Lodewijks, Gabriel [1 ]
机构
[1] Delft Univ Technol, Dept Maritime & Transport Technol, Sect Transport Engn & Logist, NL-2628 CD Delft, Netherlands
关键词
Hinterland transport; Bi-level optimization; Multi-agent system; Integrate planning; VEHICLE-ROUTING PROBLEM; OPTIMIZATION PROBLEMS; DECISION-SUPPORT; PORT; ROTTERDAM; SYSTEM; GAME;
D O I
10.1016/j.aei.2015.08.001
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
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. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1055 / 1071
页数:17
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