Classification of Vehicles using Magnetic Dipole Model


Autoria(s): Prateek, GV; Rajkumar, V; Nijil, K; Hari, KVS
Data(s)

2012

Resumo

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 vehicle is modeled as an array of magnetic dipoles. The strength of the magnetic dipole and the separation between the magnetic dipoles varies for different vehicles and is dependent on the metallic composition and configuration of the vehicle. Based on the magnetic dipole data model, we present a novel method to extract a 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.

Formato

application/pdf

Identificador

http://eprints.iisc.ernet.in/46341/1/IEEE_TENCON_pra_2012.pdf

Prateek, GV and Rajkumar, V and Nijil, K and Hari, KVS (2012) Classification of Vehicles using Magnetic Dipole Model. In: IEEE Region 10 Conference (TENCON) - Sustainable Development through Humanitarian Technology, NOV 19-22, 2012 , Cebu, PHILIPPINES.

Publicador

IEEE

Relação

http://dx.doi.org/10.1109/TENCON.2012.6412314

http://eprints.iisc.ernet.in/46341/

Palavras-Chave #Electrical Communication Engineering
Tipo

Conference Proceedings

NonPeerReviewed