@article{ART002537510},
author={Park Jang Woo and Cho Yong Yun},
title={Anaysis for Public Bike Utilization Status of Seoul City},
journal={Journal of Knowledge Information Technology and Systems},
issn={1975-7700},
year={2019},
volume={14},
number={6},
pages={615-623},
doi={10.34163/jkits.2019.14.6.004}
TY - JOUR
AU - Park Jang Woo
AU - Cho Yong Yun
TI - Anaysis for Public Bike Utilization Status of Seoul City
JO - Journal of Knowledge Information Technology and Systems
PY - 2019
VL - 14
IS - 6
PB - Korea Knowledge Information Technology Society
SP - 615
EP - 623
SN - 1975-7700
AB - Bicycles have played a great role not only as eco-friendly transportation, but also as exercise equipments for leisure and health. Cities in many countries offer public bicycle sharing services to help solve the health and traffic jams of citizens and to solve environmental problems caused by automobiles. To serve the efficient bike sharing, the knowledge of the status of bike use will be necessary. We have analyzed the data set of public bicycle service in Seoul to determine the temporal and spatial characteristics of bicycle use status in Seoul. The travel time and the latitude and longitude of the bike rental place and return places were transformed into 50 clusters using K-means clustering method. Spartial and temporal characteristics have been obtained and visualized. We can know the bicycle retal and return status according to the location of the City of Seoul. In addition, these clusters were classified and visualized for year, such as date, day of the week, time, etc. From the analysis, we could show the bike use patterns of weekday and weekend. During the weekday, the bikes are being guessed to be used for commute devices and for working assistance. On weekends, bicycles are slowly increasing from morning to high, peaking around 6pm. It is confirmed that during the week, there are many short-distance uses, and on weekends various travel distance patterns were seen.
KW - PCA;Kmeans;Data Science;Haversine distance;Public bike service;Kaggle
DO - 10.34163/jkits.2019.14.6.004
ER -
Park Jang Woo and Cho Yong Yun. (2019). Anaysis for Public Bike Utilization Status of Seoul City. Journal of Knowledge Information Technology and Systems, 14(6), 615-623.
Park Jang Woo and Cho Yong Yun. 2019, "Anaysis for Public Bike Utilization Status of Seoul City", Journal of Knowledge Information Technology and Systems, vol.14, no.6 pp.615-623. Available from: doi:10.34163/jkits.2019.14.6.004
Park Jang Woo, Cho Yong Yun "Anaysis for Public Bike Utilization Status of Seoul City" Journal of Knowledge Information Technology and Systems 14.6 pp.615-623 (2019) : 615.
Park Jang Woo, Cho Yong Yun. Anaysis for Public Bike Utilization Status of Seoul City. 2019; 14(6), 615-623. Available from: doi:10.34163/jkits.2019.14.6.004
Park Jang Woo and Cho Yong Yun. "Anaysis for Public Bike Utilization Status of Seoul City" Journal of Knowledge Information Technology and Systems 14, no.6 (2019) : 615-623.doi: 10.34163/jkits.2019.14.6.004
Park Jang Woo; Cho Yong Yun. Anaysis for Public Bike Utilization Status of Seoul City. Journal of Knowledge Information Technology and Systems, 14(6), 615-623. doi: 10.34163/jkits.2019.14.6.004
Park Jang Woo; Cho Yong Yun. Anaysis for Public Bike Utilization Status of Seoul City. Journal of Knowledge Information Technology and Systems. 2019; 14(6) 615-623. doi: 10.34163/jkits.2019.14.6.004
Park Jang Woo, Cho Yong Yun. Anaysis for Public Bike Utilization Status of Seoul City. 2019; 14(6), 615-623. Available from: doi:10.34163/jkits.2019.14.6.004
Park Jang Woo and Cho Yong Yun. "Anaysis for Public Bike Utilization Status of Seoul City" Journal of Knowledge Information Technology and Systems 14, no.6 (2019) : 615-623.doi: 10.34163/jkits.2019.14.6.004
