TY - GEN
T1 - A human trajectory estimate based on individual mobility pattern library
AU - Yang, Yang
AU - Du, Bowen
AU - Jiang, Xiao
PY - 2013
Y1 - 2013
N2 - To predict track of an individual is an important problem in Intelligent Transportation System(ITS). In this paper, we present the individual mobility pattern to resolve the problem of the incompleteness of the records in the smart card by analyzing travel data. An individual mobility pattern library (IMPL) based on actual smart card data of Beijing is implemented and has been used as an application of alighting information estimating. The result of the estimation comes out to be the best to our knowledge, as well as the pattern coverage is nearly completed. IMPL can be used in other fields related to traveling behavior, such as alighting information completion, human trajectory estimation, etc. Moreover, IMPL can be constructed from the boarding information (or alighting information with some slight modification), which promises to remedy the drawback of incompleteness of smart card data.
AB - To predict track of an individual is an important problem in Intelligent Transportation System(ITS). In this paper, we present the individual mobility pattern to resolve the problem of the incompleteness of the records in the smart card by analyzing travel data. An individual mobility pattern library (IMPL) based on actual smart card data of Beijing is implemented and has been used as an application of alighting information estimating. The result of the estimation comes out to be the best to our knowledge, as well as the pattern coverage is nearly completed. IMPL can be used in other fields related to traveling behavior, such as alighting information completion, human trajectory estimation, etc. Moreover, IMPL can be constructed from the boarding information (or alighting information with some slight modification), which promises to remedy the drawback of incompleteness of smart card data.
KW - Human trajectory
KW - Mobility pattern
KW - Smart card
UR - https://www.scopus.com/pages/publications/84893517258
U2 - 10.1109/GreenCom-iThings-CPSCom.2013.205
DO - 10.1109/GreenCom-iThings-CPSCom.2013.205
M3 - 会议稿件
AN - SCOPUS:84893517258
SN - 9780769550466
T3 - Proceedings - 2013 IEEE International Conference on Green Computing and Communications and IEEE Internet of Things and IEEE Cyber, Physical and Social Computing, GreenCom-iThings-CPSCom 2013
SP - 1181
EP - 1185
BT - Proceedings - 2013 IEEE International Conference on Green Computing and Communications and IEEE Internet of Things and IEEE Cyber, Physical and Social Computing, GreenCom-iThings-CPSCom 2013
T2 - 2013 IEEE International Conference on Green Computing and Communications and IEEE Internet of Things and IEEE Cyber, Physical and Social Computing, GreenCom-iThings-CPSCom 2013
Y2 - 20 August 2013 through 23 August 2013
ER -