An Accessibility Driven Evolutionary Transit Network Design Approach in the Multi-agent Simulation Environment

被引:2
作者
Volotskiy, Timofey [1 ,2 ]
Smirnov, Jaroslav [2 ]
Ziemke, Dominik [1 ]
Kaddoura, Ihab [1 ]
机构
[1] ITMO Univ, Inst Urban Studies & Design, 49 Kronverksky Pr, St Petersburg 197101, Russia
[2] Tech Univ Berlin, Transport Syst Planning & Transport Telemat, Str 17 Juni 135, D-10623 Berlin, Germany
来源
7TH INTERNATIONAL YOUNG SCIENTISTS CONFERENCE ON COMPUTATIONAL SCIENCE, YSC2018 | 2018年 / 136卷
基金
俄罗斯科学基金会;
关键词
Accessibility; Multi-agent simulation; Transit network and schedule design problem; Evolutionary algorithms; TRANSPORT ACCESSIBILITY;
D O I
10.1016/j.procs.2018.08.255
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
This work explores the feasibility of using the accessibility measurements as an input in the public transit network design optimisation process. An existing paratransit-inspired evolutionary approach to the transit network optimization is extended to internalize the social benefits in the form of the accessibility improvements. The extension for the multi-agent simulation environment (MATSim) is proposed and tested within the number of scenarios. The novel algorithm measures inequalities in the accessibility of different types of attractions or activities on the microscopic level and calculates the subsidy, which is then introduced in the system as an incentive for paratransit operators to serve the low -accessibility zones. The algorithm also provides operators guidance on where the low accessibility zones are located, by performing weighted draw from the possible end stops during the initiation of new subsidized routes. Furthermore authors propose an approach to gradually optimize the level of provided subsidy. The results of the tests show that the proposed algorithm consistently improves the accessibility of deprived zones, building the sustainable subsidized routes, which the profit-oriented paratransit algorithm is not able to find(.)(1) (C) 2018 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/3.0/) Peer-review under responsibility of the scientific committee ofthe 7th International Young Scientist Conference on Computational Science.
引用
收藏
页码:499 / 510
页数:12
相关论文
共 32 条
[1]  
Ben-Akiva M., 1979, BEHAV TRAVEL MODELLI
[3]   BUS NETWORK DESIGN [J].
CEDER, A ;
WILSON, NHM .
TRANSPORTATION RESEARCH PART B-METHODOLOGICAL, 1986, 20 (04) :331-344
[4]  
Church A., 2000, TRANSPORT POLICY, V7, P195, DOI [DOI 10.1016/S0967-070X(00)00024-X, 10.1016/S0967-070X(00)00024-X]
[5]   The pickup and delivery problem with transfers: Formulation and a branch-and-cut solution method [J].
Cortes, Cristian E. ;
Matamala, Martin ;
Contardo, Claudio .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2010, 200 (03) :711-724
[6]   Quantifying spatial gaps in public transport supply based on social needs [J].
Currie, Graham .
JOURNAL OF TRANSPORT GEOGRAPHY, 2010, 18 (01) :31-41
[7]   MEASUREMENT OF ACCESSIBILITY - SOME PRELIMINARY RESULTS [J].
DALVI, MQ ;
MARTIN, KM .
TRANSPORTATION, 1976, 5 (01) :17-42
[8]  
DobranskyteNiskota A, 2007, INDICATORS ASSESS SU, P59
[9]  
Fleurent C., 2004, P 9 INT C COMP AID S
[10]  
Foletta Nicole, 2011, TRANSPORT RES REC, V2197, P43