Smart City Gnosys
Smart city article details
| Title | Transfer Inference Of Bus Passengers Based On Multi-Source Data Fusion |
|---|---|
| ID_Doc | 58753 |
| Authors | Gao F.; Guan D.; Wei Y. |
| Year | 2022 |
| Published | ACM International Conference Proceeding Series |
| DOI | http://dx.doi.org/10.1145/3565291.3565307 |
| Abstract | Due to the continuous expansion of the city, residents' bus trips cannot avoid the transfer. However, with the development of public transport big data, multi-source bus data provides convenience for transfer inference. The existing advanced transfer inference is based on the principle of "to go", which only considers dynamic factors. Unfortunately, this method has the disadvantages of low inference accuracy and low efficiency. Therefore, we propose an algorithm combining dynamic and static spatio-temporal constraints by analyzing the travel behavior of passengers. What is more, we take into account the behavior of passengers tapping a smartcard for others. The feasibility and effectiveness of the proposed algorithm are verified by applying the multi-source public transportation data in Huangdao District, Qingdao, and the results show that the algorithm has good performance. © 2022 ACM. |
| Author Keywords | dynamic and static constraints; Multi-source data; Public transport big data; spatio-temporal; Transfer |
Similar Articles
| Id | Similarity | Authors | Title | Published |
|---|---|---|---|---|
58755  | 0.866 | Ghodhbani S.; Elkosantini S.; Suh W.; Lee M. | Transfer Learning Based Architecture For Urban Transportation Big Data Fusion | ACM International Conference Proceeding Series (2022) |
| 58357 | 0.863 | Borges J.C.; Peixoto A.M.; Silva T.H.; Munaretto A.; Lüders R. | Towards Spatiotemporal Integration Of Bus Transit With Data-Driven Approaches | Journal of Internet Services and Applications, 15, 1 (2024) |
| 59029 | 0.858 | Ku W.K.; Kou K.P.; Lam S.H.; Wong K.I. | Trip-Pair Based Clustering Model For Urban Mobility Of Bus Passengers In Macao | Transportmetrica A: Transport Science, 19, 3 (2023) |
| 52590 | 0.857 | Fang Q.; Homma R.; Inoue T.; Liu Q.; Zheng Q. | Spatio-Temporal Variation Of Urban Bus Ridership Using Smart Card Data In A Compact City | International Review for Spatial Planning and Sustainable Development, 11, 1 (2023) |
| 8092 | 0.856 | Zhang L.; Li J.; Sun Y.; Shi H.; Wei Y. | An Evaluation Method Of Bus Operation Efficiency: A Case Study In Qingdao | Proceedings of SPIE - The International Society for Optical Engineering, 13181 (2024) |
| 45526 | 0.852 | Kong C.; Guo T.; He L. | Research On Od Estimation Of Public Transit Passenger Flow Based On Multi-Source Data | Lecture Notes in Electrical Engineering, 944 (2023) |