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Driver and Path Detection through Time-Series Classification
المؤلفون المشاركون
Bernardi, Mario Luca
Cimitile, Marta
Martinelli, Fabio
Mercaldo, Francesco
المصدر
Journal of Advanced Transportation
العدد
المجلد 2018، العدد 2018 (31 ديسمبر/كانون الأول 2018)، ص ص. 1-20، 20ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2018-03-22
دولة النشر
مصر
عدد الصفحات
20
التخصصات الرئيسية
الملخص EN
Driver identification and path kind identification are becoming very critical topics given the increasing interest of automobile industry to improve driver experience and safety and given the necessity to reduce the global environmental problems.
Since in the last years a high number of always more sophisticated and accurate car sensors and monitoring systems are produced, several proposed approaches are based on the analysis of a huge amount of real-time data describing driving experience.
In this work, a set of behavioral features extracted by a car monitoring system is proposed to realize driver identification and path kind identification and to evaluate driver’s familiarity with a given vehicle.
The proposed feature model is exploited using a time-series classification approach based on a multilayer perceptron (MLP) network to evaluate their effectiveness for the goals listed above.
The experiment is done on a real dataset composed of totally 292 observations (each observation consists of a given person driving a given car on a predefined path) and shows that the proposed features have a very good driver and path identification and profiling ability.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Bernardi, Mario Luca& Cimitile, Marta& Martinelli, Fabio& Mercaldo, Francesco. 2018. Driver and Path Detection through Time-Series Classification. Journal of Advanced Transportation،Vol. 2018, no. 2018, pp.1-20.
https://search.emarefa.net/detail/BIM-1180971
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Bernardi, Mario Luca…[et al.]. Driver and Path Detection through Time-Series Classification. Journal of Advanced Transportation No. 2018 (2018), pp.1-20.
https://search.emarefa.net/detail/BIM-1180971
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Bernardi, Mario Luca& Cimitile, Marta& Martinelli, Fabio& Mercaldo, Francesco. Driver and Path Detection through Time-Series Classification. Journal of Advanced Transportation. 2018. Vol. 2018, no. 2018, pp.1-20.
https://search.emarefa.net/detail/BIM-1180971
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1180971
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
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