The Impact of Community Shuttle Services on Traffic and Traffic-Related Air Pollution

被引:1
|
作者
Zhao, Zilong [1 ]
Fang, Mengyuan [1 ]
Tang, Luliang [1 ]
Yang, Xue [2 ]
Kan, Zihan [3 ,4 ]
Li, Qingquan [5 ]
机构
[1] Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430079, Peoples R China
[2] China Univ Geosci, Sch Geog & Informat Engn, Wuhan 430074, Peoples R China
[3] Chinese Univ Hong Kong, Dept Geog & Resource Management, Shatin, Hong Kong, Peoples R China
[4] Chinese Univ Hong Kong, Inst Space & Earth Informat Sci, Shatin, Hong Kong, Peoples R China
[5] Shenzhen Univ, Coll Civil & Transportat Engn, Shenzhen 518060, Peoples R China
基金
中国国家自然科学基金;
关键词
community shuttle services; traffic congestion alleviation; traffic emissions; origin-destination data; eco-friendly transportation; big data; NETWORK DESIGN PROBLEM; GENETIC ALGORITHM; ENVIRONMENTAL BENEFITS; BUS; EMISSION; STATIONS; SUBWAY; REGION;
D O I
10.3390/ijerph192215128
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Community shuttle services have the potential to alleviate traffic congestion and reduce traffic pollution caused by massive short-distance taxi-hailing trips. However, few studies have evaluated and quantified the impact of community shuttle services on urban traffic and traffic-related air pollution. In this paper, we propose a complete framework to quantitatively assess the positive impacts of community shuttle services, including route design, traffic congestion alleviation, and air pollution reduction. During the design of community shuttle services, we developed a novel method to adaptively generate shuttle stops with maximum service capacity based on residents' origin-destination (OD) data, and designed shuttle routes with minimum mileage by genetic algorithm. For traffic congestion alleviation, we identified trips that can be shifted to shuttle services and their potential changes in traffic flow. The decrease in traffic flow can alleviate traffic congestion and indirectly reduce unnecessary pollutant emissions. In terms of environmental protection, we utilized the COPERT III model and the spatial kernel density estimation method to finely analyze the reduction in traffic emissions by eco-friendly transportation modes to support detailed policymaking regarding transportation environmental issues. Taking Chengdu, China as the study area, the results indicate that: (1) the adaptively generated shuttle stops are more responsive to the travel demands of crowds compared with the existing bus stops; (2) shuttle services can replace 30.36% of private trips and provide convenience for 50.2% of commuters; (3) such eco-friendly transportation can reduce traffic emissions by 28.01% overall, and approximately 42% within residential areas.
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页数:21
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