Abstract:
The work presented describes a tool for driver behavior analysis. The proposal offers a contribution based on Gaussian Mixture Model (GMM) modeling technique. GMM is a po...Show MoreMetadata
Abstract:
The work presented describes a tool for driver behavior analysis. The proposal offers a contribution based on Gaussian Mixture Model (GMM) modeling technique. GMM is a powerful tool for the statistical modeling, which allows to identify specific patterns of behavior in comparison with available data. Data are obtained by the in-vehicle sensors using Controller Area Network bus (CAN bus), an Inertial Measurement Unit (IMU) and a GPS. These data allow to provide driver behavior analysis and aggressive behavior identification. This development has been tested in real-traffic situations with different drivers.
Published in: 2016 IEEE Intelligent Vehicles Symposium (IV)
Date of Conference: 19-22 June 2016
Date Added to IEEE Xplore: 08 August 2016
ISBN Information:
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Gaussian Mixture Model ,
- Driver Behavior ,
- Comunidad De Madrid ,
- Driver Behavior Analysis ,
- Aggressive Behavior ,
- Mixture Model ,
- Global Positioning System ,
- Inertial Measurement Unit ,
- Support Vector Machine ,
- Highway ,
- Gross Domestic Product ,
- Traffic Accidents ,
- Hidden Markov Model ,
- Processing Unit ,
- Road Accidents ,
- Advanced Driver Assistance Systems ,
- Intelligent Vehicles
Contents Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Gaussian Mixture Model ,
- Driver Behavior ,
- Comunidad De Madrid ,
- Driver Behavior Analysis ,
- Aggressive Behavior ,
- Mixture Model ,
- Global Positioning System ,
- Inertial Measurement Unit ,
- Support Vector Machine ,
- Highway ,
- Gross Domestic Product ,
- Traffic Accidents ,
- Hidden Markov Model ,
- Processing Unit ,
- Road Accidents ,
- Advanced Driver Assistance Systems ,
- Intelligent Vehicles
