Understanding the Usage Patterns of Bicycle-Sharing Systems to Predict Users’ Demand: A Case Study in Wenzhou, China
المؤلفون المشاركون
Zhirui, Ye
Xu, Xiaomei
Li, Jin
Xu, Mingtao
المصدر
Computational Intelligence and Neuroscience
العدد
المجلد 2018، العدد 2018 (31 ديسمبر/كانون الأول 2018)، ص ص. 1-21، 21ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2018-09-05
دولة النشر
مصر
عدد الصفحات
21
التخصصات الرئيسية
الملخص EN
Bicycle-sharing systems (BSSs) have become a prominent feature of the transportation network in many cities.
Along with the boom of BSSs, cities face the challenge of bicycle unavailability and dock shortages.
It is essential to conduct rebalancing operations, the success of which largely depend on users’ demand prediction.
The objective of this study is to develop users’ demand prediction models based on the rental data, which will serve rebalancing operations.
First, methods to collect and process the relevant data are presented.
Bicycle usage patterns are then examined from both trip-based aspect and station-based aspect to provide some guidance for users’ demand prediction.
After that, the methodology combining cluster analysis, a back-propagation neural network (BPNN), and comparative analysis is proposed to predict users’ demand.
Cluster analysis is used to identify different service types of stations, the BPNN method is utilized to establish the demand prediction models for different service types of stations, and comparative analysis is employed to determine if the accuracy of the prediction models is improved by making a distinction among stations and working/nonworking days.
Finally, a case study is conducted to evaluate the performance of the proposed methodology.
Results indicate that making a distinction among stations and working/nonworking days when predicting users’ demand can improve the accuracy of prediction models.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Xu, Xiaomei& Zhirui, Ye& Li, Jin& Xu, Mingtao. 2018. Understanding the Usage Patterns of Bicycle-Sharing Systems to Predict Users’ Demand: A Case Study in Wenzhou, China. Computational Intelligence and Neuroscience،Vol. 2018, no. 2018, pp.1-21.
https://search.emarefa.net/detail/BIM-1130865
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Xu, Xiaomei…[et al.]. Understanding the Usage Patterns of Bicycle-Sharing Systems to Predict Users’ Demand: A Case Study in Wenzhou, China. Computational Intelligence and Neuroscience No. 2018 (2018), pp.1-21.
https://search.emarefa.net/detail/BIM-1130865
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Xu, Xiaomei& Zhirui, Ye& Li, Jin& Xu, Mingtao. Understanding the Usage Patterns of Bicycle-Sharing Systems to Predict Users’ Demand: A Case Study in Wenzhou, China. Computational Intelligence and Neuroscience. 2018. Vol. 2018, no. 2018, pp.1-21.
https://search.emarefa.net/detail/BIM-1130865
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1130865
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