Travel Characteristics of Urban Bike Sharing Affected by Weather Factors

As a non-motorized mode of transportation, bike-sharing is more affected by natural environmental factors, such as weather, than by other factors. This paper mainly studies the impact of weather factors on the rate of bike-sharing in urban transportation and selects key weather factors, such as temperature and air quality, as the independent variables. It uses factor analysis, gray correlation degree, and multiple linear regression analysis to conduct the research. The gray correlation analysis shows that the temperature factor has the strongest influence on the weekday sharing rate, and the environmental measurable factors affect the weekend sharing rate of bike-sharing to the greatest extent. Variables such as temperature and heavy rain are found to be the main factors affecting the rate of bike-sharing. Finally, the author proposes suggestions for optimizing the supply and demand of bike-sharing.

Authors

Institutions

Publication Details

Published
2024-12-11
DOI
https://doi.org/10.1061/9780784485484.103
Primary Topic
Urban Transport and Accessibility
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Travel Characteristics of Urban Bike Sharing Affected by Weather Factors

Chengcheng Xu, Yongqiang Wang
Urban Transport and Accessibility
article

Travel Characteristics of Urban Bike Sharing Affected by Weather Factors

Chengcheng Xu, Yongqiang Wang
article en

Abstract

As a non-motorized mode of transportation, bike-sharing is more affected by natural environmental factors, such as weather, than by other factors. This paper mainly studies the impact of weather factors on the rate of bike-sharing in urban transportation and selects key weather factors, such as temperature and air quality, as the independent variables. It uses factor analysis, gray correlation degree, and multiple linear regression analysis to conduct the research. The gray correlation analysis shows that the temperature factor has the strongest influence on the weekday sharing rate, and the environmental measurable factors affect the weekend sharing rate of bike-sharing to the greatest extent. Variables such as temperature and heavy rain are found to be the main factors affecting the rate of bike-sharing. Finally, the author proposes suggestions for optimizing the supply and demand of bike-sharing.

Southeast University (BD)
Sustainable cities and communities
Openalex Percentile: Top 80%
Urban Transport and Accessibility
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Travel Characteristics of Urban Bike Sharing Affected by Weather Factors — Chengcheng Xu, Yongqiang Wang · (2024) | TGRS Research Map | TGRS