Individual Travel Behavior Modeling of Public Transport Passenger Based on Graph Construction
المؤلفون المشاركون
Weng, Jiancheng
Liang, Quan
Zhou, Wei
Santamaria, Selene Baez
Ma, Jianming
Rong, Jian
المصدر
Journal of Advanced Transportation
العدد
المجلد 2018، العدد 2018 (31 ديسمبر/كانون الأول 2018)، ص ص. 1-13، 13ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2018-05-16
دولة النشر
مصر
عدد الصفحات
13
التخصصات الرئيسية
الملخص EN
This paper presents a novel method for mining the individual travel behavior regularity of different public transport passengers through constructing travel behavior graph based model.
The individual travel behavior graph is developed to represent spatial positions, time distributions, and travel routes and further forecasts the public transport passenger’s behavior choice.
The proposed travel behavior graph is composed of macronodes, arcs, and transfer probability.
Each macronode corresponds to a travel association map and represents a travel behavior.
A travel association map also contains its own nodes.
The nodes of a travel association map are created when the processed travel chain data shows significant change.
Thus, each node of three layers represents a significant change of spatial travel positions, travel time, and routes, respectively.
Since a travel association map represents a travel behavior, the graph can be considered a sequence of travel behaviors.
Through integrating travel association map and calculating the probabilities of the arcs, it is possible to construct a unique travel behavior graph for each passenger.
The data used in this study are multimode data matched by certain rules based on the data of public transport smart card transactions and network features.
The case study results show that graph based method to model the individual travel behavior of public transport passengers is effective and feasible.
Travel behavior graphs support customized public transport travel characteristics analysis and demand prediction.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Liang, Quan& Weng, Jiancheng& Zhou, Wei& Santamaria, Selene Baez& Ma, Jianming& Rong, Jian. 2018. Individual Travel Behavior Modeling of Public Transport Passenger Based on Graph Construction. Journal of Advanced Transportation،Vol. 2018, no. 2018, pp.1-13.
https://search.emarefa.net/detail/BIM-1181197
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Liang, Quan…[et al.]. Individual Travel Behavior Modeling of Public Transport Passenger Based on Graph Construction. Journal of Advanced Transportation No. 2018 (2018), pp.1-13.
https://search.emarefa.net/detail/BIM-1181197
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Liang, Quan& Weng, Jiancheng& Zhou, Wei& Santamaria, Selene Baez& Ma, Jianming& Rong, Jian. Individual Travel Behavior Modeling of Public Transport Passenger Based on Graph Construction. Journal of Advanced Transportation. 2018. Vol. 2018, no. 2018, pp.1-13.
https://search.emarefa.net/detail/BIM-1181197
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1181197
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر