Real‐time driving style classification based on short‐term observations

نویسندگان

چکیده

Vehicle behaviour prediction provides important information for decision-making in modern intelligent transportation systems. People with different driving styles have considerably behaviours and hence exhibit tendency. However, most existing methods do not consider the tendencies apply same model to all vehicles. Furthermore, of driver classification rely on offline learning that requires a long observation history are suitable real-time analysis. To facilitate personalised models can potentially improve vehicle prediction, authors propose an algorithm classifies drivers into styles. The only data from short window it is more applicable online applications compared require term observation. Experiment results demonstrate proposed achieve consistent provide intuitive interpretation statistical characteristics styles, which be further used prediction.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Smartphone based Driving Style Classification Using Features Made by Discrete Wavelet Transform

Smartphones consist of different sensors, which provide a platform for data acquisition in many scientific researches such as driving style identification systems. In the present paper, smartphone data are used to evaluate the driving styles based on maneuvers analysis. The data obtained for each maneuver is the speed of the vehicle steering and the vehicle's direct and lateral acceleration. To...

متن کامل

Driver Identification by Driving Style

From optimizing a car’s performance, encouraging safer driving to accurate insurance pricing, it is desirable to be able to identify a driver by his driving style. Using a car data supplied by MetroMile Inc., driving styles were analyzed and core features were extracted. Two learning models were investigated and evaluated:support vector machine (SVM) and multinomial logistic regression. High ac...

متن کامل

Classification in postural style based on stochastic process modeling.

We address the statistical challenge of classifying subjects as hemiplegic, vestibular or normal based on complex trajectories obtained through two experimental protocols designed to evaluate potential deficits in postural control. The classification procedure involves a dimension reduction step where the complex trajectories are summarized by finite-dimensional summary measures based on a stoc...

متن کامل

Hough based terrain classification for realtime detection of drivable ground

The usability of mobile robots for surveillance, search and rescue missions can be significantly improved by intelligent functionalities decreasing the cognitive load on the operator or even allowing autonomous operations, e.g., when communication fails. Mobility in this regard is not only a mechatronic problem but also a perception, modeling and planning challenge. Here, the perception issue o...

متن کامل

Classification based on 3-similarity

Similarity concept, finding the resemblance or classifying some groups of objects and study their common properties has been the interest of many researchers. Basically, in the studies the similarity between two objects or phenomena, 2-similarity in our words, has been discussed. In this paper, we consider the case when the resemblance or similarity among three objects or phenomena of a set, 3-...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Iet Communications

سال: 2022

ISSN: ['1751-8636', '1751-8628']

DOI: https://doi.org/10.1049/cmu2.12405