A Decision Support System for User-Based Vehicle Relocation in Car Sharing Systems

被引:46
作者
Clemente, Monica [1 ]
Fanti, Maria Pia [2 ]
Iacobellis, Giorgio [2 ]
Nolich, Massimiliano [1 ]
Ukovich, Walter [1 ]
机构
[1] Univ Trieste, Dept Engn & Architecture, I-34127 Trieste, Italy
[2] Polytech Bari, Dept Elect & Informat Engn, I-70125 Bari, Italy
来源
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS | 2018年 / 48卷 / 08期
关键词
Car sharing (CS); decision support system (DSS); discrete event simulation; optimization; PARTICLE SWARM OPTIMIZATION; ONE-WAY; GENETIC ALGORITHM; SIMULATION-MODEL; OPERATIONS; TRANSPORTATION; FRAMEWORK; TIME; SELECTION; POLICIES;
D O I
10.1109/TSMC.2017.2665881
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Car sharing (CS) services are promising solutions complementary to the classic public transport forms. In order to make CS effectively competitive, suitable planning and management strategies are required. This paper presents a decision support system (DSS) for handling the user-based vehicle relocation problem by applying economic incentives ruled by a threshold policy. Unlike the existing approaches, a methodology is proposed for determining the optimal threshold, which considers explicitly the stochastic reactions of the customers to the incentives. To this aim, the CS system is described in detail by unified modeling language diagrams and is modeled in a discrete event system framework. Moreover, a closed-loop control strategy is introduced to implement the vehicle relocation policy on the basis of the system state and the best threshold values, evaluated by discrete event simulation and particle swarm optimization. A case study simulation analysis shows that the proposed DSS management strategy can significantly improve the system performance.
引用
收藏
页码:1283 / 1296
页数:14
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