![](/images/graphics-bg.png)
A Support Vector Regression Approach for Investigating Multianticipative Driving Behavior
المؤلفون المشاركون
Lu, Bin
Ni, Shaoquan
Washburn, Scott S.
المصدر
Mathematical Problems in Engineering
العدد
المجلد 2015، العدد 2015 (31 ديسمبر/كانون الأول 2015)، ص ص. 1-10، 10ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2015-09-07
دولة النشر
مصر
عدد الصفحات
10
التخصصات الرئيسية
الملخص EN
This paper presents a Support Vector Regression (SVR) approach that can be applied to predict the multianticipative driving behavior using vehicle trajectory data.
Building upon the SVR approach, a multianticipative car-following model is developed and enhanced in learning speed and predication accuracy.
The model training and validation are conducted by using the field trajectory data extracted from the Next Generation Simulation (NGSIM) project.
During the model training and validation tests, the estimation results show that the SVR model performs as well as IDM model with respect to the model prediction accuracy.
In addition, this paper performs a relative importance analysis to quantify the multianticipation in terms of the different stimuli to which drivers react in platoon car following.
The analysis results confirm that drivers respond to the behavior of not only the immediate leading vehicle in front but also the second, third, and even fourth leading vehicles.
Specifically, in congested traffic conditions, drivers are observed to be more sensitive to the relative speed than to the gap.
These findings provide insight into multianticipative driving behavior and illustrate the necessity of taking into account multianticipative car-following model in microscopic traffic simulation.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Lu, Bin& Ni, Shaoquan& Washburn, Scott S.. 2015. A Support Vector Regression Approach for Investigating Multianticipative Driving Behavior. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-10.
https://search.emarefa.net/detail/BIM-1074496
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Lu, Bin…[et al.]. A Support Vector Regression Approach for Investigating Multianticipative Driving Behavior. Mathematical Problems in Engineering No. 2015 (2015), pp.1-10.
https://search.emarefa.net/detail/BIM-1074496
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Lu, Bin& Ni, Shaoquan& Washburn, Scott S.. A Support Vector Regression Approach for Investigating Multianticipative Driving Behavior. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-10.
https://search.emarefa.net/detail/BIM-1074496
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1074496
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
![](/images/ebook-kashef.png)
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
![](/images/kashef-image.png)