A Generic Software Framework for Carsharing Modelling Based on a Large-Scale Multi-agent Traffic Simulation Platform

被引:3
|
作者
Laarabi, Mohamed Haitam [1 ]
Bruno, Raffaele [1 ]
机构
[1] CNR, Italian Natl Res Council, Inst Informat & Telemat, Pisa, Italy
基金
欧盟地平线“2020”;
关键词
Carsharing; Electric vehicle; Multi-agent systems; Traffic simulation; MATSim; RELOCATION;
D O I
10.1007/978-3-319-51957-9_6
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Over the last decade, numerous carsharing systems have been deployed around the world. Yet, despite this success, net profit margins of carsharing services are still insufficient due to a complicated demand modelling and high expenses for fleet redistribution. To address these problems, different carsharing paradigms (e.g., one-way versus free floating), operational models and pricing schemes have been proposed. In order to assess the effectiveness of these models and strategies, realistic simulation tools are needed that account for the main parameters that affect system performance. To this end, we have developed a generic software framework that caters for several flavours of carsharing services, such as hybrid systems where both one-way and free floating modes coexist. In addition, the proposed framework accounts for electric vehicles, power sharing capabilities, smart charging policies, booking services, fleet redistribution and membership management. Our tool is based on MATSim, an open-source platform for multi-agent traffic simulation. To validate our simulation model we will use a case study based on data from the 2006 Lyon conurbation household travel survey, which provides information about more than three million trips.
引用
收藏
页码:88 / 111
页数:24
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