ArticleApplied energy2021
Impacts of COVID-19 pandemic on user behaviors and environmental benefits of bike sharing: A big-data analysis.
Article in Applied energy, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 44 papers, 1 of them a synthesis that pooled it.
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Who cites it
44 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Climate Change, Physical Activity and Sport: A Systematic Review.Sports medicine (Auckland, N.Z.) · 2021Pooled it
- Shared micromobility, perceived accessibility, and social capital.Transportation · 2026Article
- Barriers, Adoption, and Use of a Bike-Sharing System: A Market-Segment Approach to Current and Potential Users in Montréal, Canada.Transportation research record · 2025Article
- The analysis of marketing performance in E-commerce live broadcast platform based on big data and deep learning.Scientific reports · 2025Article
- Quantifying and Forecasting Emission Reductions in Urban Mobility: An IoT-Driven Bike-Sharing Analysis.Sensors (Basel, Switzerland) · 2025Article
- Evaluating the impact of built environment on shared electric bicycle connectivity in kunming's public transport system.Scientific reports · 2025Article
- A topic modeling-based analysis of emerging mobility services for carbon emission reduction.Frontiers in public health · 2025Article
- Association between bike-sharing systems and the blood pressure of local citizens: a cross-sectional study in China.BMJ public health · 2024Article
- Article
- Environmental impacts of shared mobility: a systematic literature review of life-cycle assessments focusing on car sharing, carpooling, bikesharing, scooters and moped sharing.Transport reviews · 2024Article
- A bike-sharing demand prediction model based on Spatio-Temporal Graph Convolutional Networks.PeerJ. Computer science · 2024Article
- Motives and constraints to bike tourism in Greece: "the Go-bike" project.Frontiers in sports and active living · 2024Article
- Changes in public bike usage after the COVID-19 outbreak: A survey of Seoul public bike sharing users.Sustainable cities and society · 2023Article
- Who changed and who maintained their urban bike-sharing mobility after the COVID-19 outbreak? A within-subjects study.Cities (London, England) · 2023Article
- Exploring the potential role of bikeshare to complement public transit: The case of San Francisco amid the coronavirus crisis.Cities (London, England) · 2023Article
- Evaluating the Impact of COVID-19 on Hospital Profit Compensation Activities: A Difference-in-Differences Event Study Analysis in China.Healthcare (Basel, Switzerland) · 2023Article
- Determining factors affecting public bike ridership and its spatial change before and after COVID-19.Travel behaviour & society · 2023Article
- Performance evaluation model of transportation infrastructure: Perspective of COVID-19.Transportation research. Part A, Policy and practice · 2023Article
- Exploring the spatiotemporal factors affecting bicycle-sharing demand during the COVID-19 pandemic.Transportation · 2023Article
- Discovering spatiotemporal usage patterns of a bike-sharing system by type of pass: a case study from Seoul.Transportation · 2023Article
Corrections and comments
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Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The COVID-19 pandemic spreads rapidly around the world, and has given rise to huge impacts on all aspects of human society. This study utilizes big data techniques to analyze the impacts of COVID-19 on the user behaviors and environmental benefits of bike sharing. In this study, a novel method is proposed to calculate the trip distances and trajectories via a python package OSMnx so as to accurately estimate the environmental benefits of bike sharing. In addition, we employ the topological indices arising from complex network theory to quantitatively analyze the transformation of user behavior pattern of bike sharing during the COVID-19 pandemic. The results show that this pandemic has impacted the user behaviors and environmental benefits of bike sharing in Beijing significantly. During the pandemic, the estimated reductions of energy consumption and emissions on 6
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