ePrints@IIScePrints@IISc Home | About | Browse | Latest Additions | Advanced Search | Contact | Help

Classification of Vehicles Using Magnetic Field Angle Model

Prateek, GV and Nijil, Kolleri and Hari, KVS (2013) Classification of Vehicles Using Magnetic Field Angle Model. In: 4th International Conference on Intelligent Systems, Modelling and Simulation (ISMS), JAN 29-31, 2013 , Bangkok, THAILAND, pp. 214-219.

[img] PDF
isms_214_2013.pdf - Published Version
Restricted to Registered users only

Download (307kB) | Request a copy
Official URL: http://dx.doi.org/10.1109/ISMS.2013.60

Abstract

This paper presents an efficient approach to the modeling and classification of vehicles using the magnetic signature of the vehicle. A database was created using the magnetic signature collected over a wide range of vehicles(cars). A sensor dependent approach called as Magnetic Field Angle Model is proposed for modeling the obtained magnetic signature. Based on the data model, we present a novel method to extract the feature vector from the magnetic signature. In the classification of vehicles, a linear support vector machine configuration is used to classify the vehicles based on the obtained feature vectors.

Item Type: Conference Proceedings
Additional Information: 4th International Conference on Intelligent Systems, Modelling and Simulation (ISMS), Bangkok, THAILAND, JAN 29-31, 2013
Keywords: Wireless Sensor Networks; Magnetometers; AMR Sensors; Vehicle Detection; Data Modeling; Support Vector Machines; Vehicle Classification
Department/Centre: Division of Electrical Sciences > Electrical Communication Engineering
Depositing User: Id for Latest eprints
Date Deposited: 10 Sep 2013 05:40
Last Modified: 10 Sep 2013 05:40
URI: http://eprints.iisc.ac.in/id/eprint/47088

Actions (login required)

View Item View Item