Estimation of Shared Bicycle Demand Using the SARIMAX Model: Focusing on the COVID-19 Impact of Seoul
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Hong, Jungyeol
(Dept. of Transportation Eng., Univ. of Seoul)
Han, Eunryong (Dept. of Transportation Eng., Univ. of Seoul) Choi, Changho (Division of Logistics and International Trade, Chonnam National Univ.) Lee, Minseo (Division of Bicycle Policy, Seoul Metropolitan Government) Park, Dongjoo (Dept. of Transportation Eng., Univ. of Seoul) |
1 | Chai X., Guo X., Xiao J. and Jiang J.(2020), "Spatiotemporal Analysis of Share Bike Usage during the COVID-19 Pandemic: A Case Study of Beijing," Physics and Society, arXiv preprint arXiv:2004.12340. |
2 | Cho H., Yun S. and Jeong Y.(2020), "Seoul Transportation Changes and Strategies After COVID-19," Transportation Technology and Policy, vol. 17, no. 3, pp.46-51. |
3 | Cho K. M., Lee S. S. and Nam D.(2020), "Forecasting of Rental Demand for Public Bicycles Using a Deep Learning Model," The Journal of the Korea Institute of Intelligent Transport Systems, vol. 19, no. 3, pp.28-37. DOI |
4 | Cho M. and Baik D.(2013), "A Study on Demand Forecasting Model for the Passengers of Marine Traffic using Time-Series Analysis Techniques," Journal of the Korea Society for Simulation Conference 2013, pp.56-93. |
5 | Choi M. and Jung H.(2020), "A Study on the Influencing Factor of Intention to Use Personal Mobility Sharing Services," The Journal of Korean Society of Transportation, vol. 38, no. 1, pp.1-13. DOI |
6 | Coya, https://www.coya.com/bike/index-2019, 2020.11.05. |
7 | Fournier N., Christofa E. and Knodler M. A.(2017), "A sinusoidal model for seasonal bicycle demand estimation," Transportation Research Part D: Transport and Environment, vol. 50, pp.154-169. DOI |
8 | Hamilton J.(1994), Time series econometric, Princeton U. Press, p.816. |
9 | Hong J.(2019), "Air Demand Forecasting using Time Series Data: Focusing on Daegu International Airport," International Journal of Tourism and Hospitality Research, vol. 34, no. 3, pp.61-77. DOI |
10 | Kaltenbrunner A., Meza R., Grivolla J., Codina J. and Banchs R.(2010), "Urban cycles and mobility patterns: Exploring and predicting trends in a bicycle-based public transport system," Pervasive and Mobile Computing, vol. 6, no. 4, pp.455-466. DOI |
11 | Kim C. and Han A.(2020), "Since Corona 19, transportation policy has changed from efficiency to safety," Issue & Analysis, Vol. 2020, no. 417, pp.1-26. |
12 | Musselwhite C., Avineri E. and Susilo Y.(2020), "Editorial JTH 16-The Coronavirus Disease COVID-19 and implications for transport and health," Journal of Transport & Health, vol. 16, 100853. |
13 | Kim J. and Jang K.(2017), "Subway Demand Forecast using Seasonal Autoregressive Integrated Moving Average," Korean Society of Transportation, the 76th Academic Conference, pp.450-453. |
14 | Kim S. and Park M.(2016), "A Comparison of Accuracy among Tourism Demand Forecasting Models: Suwon-City, Gyeonggi-Do," Northeast Asia Tourism Research, vol. 12, no. 4, pp.121-142. |
15 | Lim H. and Chung K.(2019), "Development of Demand Forecasting Model for Seoul Shared Bicycle," Journal of Korea Contents Association, vol. 19, no. 1, pp.132-140. DOI |
16 | O'brien O., Cheshire J. and Batty M.(2014), "Mining bicycle sharing data for generating insights into sustainable transport systems," Journal of Transport Geography, vol. 34, pp.262-273. DOI |
17 | Rudloff C. and Lackner B.(2014), "Modeling demand for bikesharing systems: Neighboring stations as source for demand and reason for structural breaks," Transportation Research Record, vol. 2430, no. 1, pp.1-11. DOI |
18 | Tirachini A. and Cats O.(2020), "COVID-19 and public transportation: Current assessment, prospects, and research needs," Journal of Public Transportation, vol. 22, no. 1, pp.1-21. |
19 | Seoul Open Data Portal, http://data.seoul.go.kr, 2020.11.01. |
20 | Teixeira J. F. and Lopes M.(2020), "The link between bike sharing and subway use during the COVID-19 pandemic: The case-study of New York's Citi Bike," Transportation Research Interdisciplinary Perspectives, vol. 6, 100166. |
21 | Tsay R. S.(2005), Analysis of financial time series, John Wiley & Sons, p.720. |
22 | Zheng R., Xu Y., Wang W., Ning G. and Bi Y.(2020), "Spatial transmission of COVID-19 via public and private transportation in China," Travel Medicine and Infectious Disease, vol. 34, 101626. |
23 | Vogel P., Greiser T. and Mattfeld D. C.(2011), "Understanding bike-sharing systems using data mining: Exploring activity patterns," Procedia-Social and Behavioral Sciences, vol. 20, pp.514-523. DOI |
24 | Wilbur M., Ayman A., Ouyang A., Poon V., Kabir R., Vadali A. and Dubey A.(2020), "Impact of COVID-19 on Public Transit Accessibility and Ridership," Physics and Society, arXiv preprint arXiv:2008.02413. |
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