中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Spatio-temporal dynamics and recovery of commuting activities via bike-sharing around COVID-19: A case study of New York

文献类型:期刊论文

作者Gong, Mengjie1; Xin, Rui1; Yang, Jian4; Wang, Jiaoe2; Li, Tingting4; Zhang, Yujuan3
刊名JOURNAL OF TRANSPORT GEOGRAPHY
出版日期2024-12-01
卷号121页码:17
关键词Commuting activity COVID-19 Bike-sharing Multi-period spatiotemporal aggregation Space-time cube
ISSN号0966-6923
DOI10.1016/j.jtrangeo.2024.104031
产权排序3
英文摘要The COVID-19 has led to significant changes in urban travel behaviors, with commuting being one of the most affected travel modes. Commuting cycling by bike-sharing systems (BSS) is regarded as a new transportation mode that is low-carbon and low-cost. However, its dynamic changes and spatiotemporal characteristics in different periods of COVID-19 still lack exploration. Therefore, this study adopts machine learning methods to identify commuter bike-sharing activities and develops a combined analysis method to analyze commuting cycling data via temporal, spatial, and spatiotemporal aggregation. Finally, we select the bike-sharing data in New York City from periods before, during, and after COVID-19 to conduct experiments. It has been found that commuting cycling experienced a "decrease-rebound" trend at the macroscopic level under the pandemic impact. However, at the micro level, urban mobility driven by this travel mode failed to fully recover, as evidenced by significant changes in spatial and temporal mobility patterns. The findings shall not only help traffic operators and managers discover the BSS commuting patterns but also reveal the pandemic impact on the travel behavior of urban residents, promoting the development of intelligent services for urban emergency management and traffic management.
WOS关键词TRAVEL PATTERNS ; BICYCLE ; TRANSIT ; BEHAVIORS ; USAGE ; GIS
资助项目National Natural Science Founda-tion of China[42101452] ; Natural Science Foundation of Shandong Province[ZR2021QD027] ; Open Research Fund Program of Key Laboratory of Digital Mapping and Land Information Application, Minisitry of Natural Resources[ZRZYBWD202202]
WOS研究方向Business & Economics ; Geography ; Transportation
语种英语
WOS记录号WOS:001341588500001
出版者ELSEVIER SCI LTD
资助机构National Natural Science Founda-tion of China ; Natural Science Foundation of Shandong Province ; Open Research Fund Program of Key Laboratory of Digital Mapping and Land Information Application, Minisitry of Natural Resources
源URL[http://ir.igsnrr.ac.cn/handle/311030/209760]  
专题区域可持续发展分析与模拟院重点实验室_外文论文
通讯作者Xin, Rui
作者单位1.Shandong Univ Sci & Technol, Coll Geodesy & Geomat, Qingdao 266590, Peoples R China
2.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China
3.Shandong Prov Inst Land Surveying & Mapping, Jinan 250000, Peoples R China
4.Informat Engn Univ, Sch Geospatial Informat, Zhengzhou 450052, Peoples R China
推荐引用方式
GB/T 7714
Gong, Mengjie,Xin, Rui,Yang, Jian,et al. Spatio-temporal dynamics and recovery of commuting activities via bike-sharing around COVID-19: A case study of New York[J]. JOURNAL OF TRANSPORT GEOGRAPHY,2024,121:17.
APA Gong, Mengjie,Xin, Rui,Yang, Jian,Wang, Jiaoe,Li, Tingting,&Zhang, Yujuan.(2024).Spatio-temporal dynamics and recovery of commuting activities via bike-sharing around COVID-19: A case study of New York.JOURNAL OF TRANSPORT GEOGRAPHY,121,17.
MLA Gong, Mengjie,et al."Spatio-temporal dynamics and recovery of commuting activities via bike-sharing around COVID-19: A case study of New York".JOURNAL OF TRANSPORT GEOGRAPHY 121(2024):17.

入库方式: OAI收割

来源:地理科学与资源研究所

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