Characteristics and influence factors exploration of conventional bus stop ridership in Beijing using multi-source data

Jipeng Liu

doi:10.1117/12.2689493

7 September 2023 Characteristics and influence factors exploration of conventional bus stop ridership in Beijing using multi-source data

Jipeng Liu

Author Affiliations +

Proceedings Volume 12790, Eighth International Conference on Electromechanical Control Technology and Transportation (ICECTT 2023); 127904U (2023) https://doi.org/10.1117/12.2689493
Event: 8th International Conference on Electromechanical Control Technology and Transportation (ICECTT 2023), 2023, Hangzhou, China

Abstract

Understanding the characteristics and influencing factors of public transportation ridership is essential for the reasonable allocation of urban public transport resources. In this paper, we analyze the spatial and temporal characteristics of conventional bus stop ridership in Beijing. Utilizing POI data, land use data, and conventional bus IC card data, we analyze the influencing factors of ridership through a multiple linear regression model. Our study reveals that there is a correlation between conventional bus stop ridership and different functional land uses or POIs during morning and evening peak hours. The correlation patterns of POI or land use data with conventional bus stop ridership align with morning and evening peak commuting patterns. The POI of metro stations exhibits a significant correlation with both pick-up and drop-off conventional bus stop ridership during morning and evening peak hours. Furthermore, the model demonstrates that POI data provides a better fit for conventional bus stop ridership interpretation compared to land use data.

Citation Download Citation

Jipeng Liu "Characteristics and influence factors exploration of conventional bus stop ridership in Beijing using multi-source data", Proc. SPIE 12790, Eighth International Conference on Electromechanical Control Technology and Transportation (ICECTT 2023), 127904U (7 September 2023); https://doi.org/10.1117/12.2689493

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available