Short-Term Forecasting of Dockless Bike-Sharing Demand with the Built Environment and Weather

Table 1

Variables involved in the literature about dockless bike-sharing.

Literature	Involved time variables	Involved weather variables	Involved built environment variables
Chang et al. 2021	The number and location of bike-sharing	×	×
Ai et al. 2019	Number of bicycles, distribution uniformity, usage distribution	×	×
Kim D. 2018	Weekend, public holiday	Temperature, humidity, precipitation, wind speed	×
Hyland et al. 2018	Weekdays, weekends	Snowfall, temperature	×
Dong et al. 2019	×	×	POI density
Yan et al. 2020	×	×	Land use type, population density
Li et al. 2020	Spatiotemporal distribution of bike-sharing usage	×	Road characteristics, urban land use
This paper	The number of bike-sharing, working day, rest day	Temperature, weather state, wind speed, air quality index	Land use type, public transport accessibility