NDLI: Understanding driver behavior using multi-dimensional CMAC

Content Provider	IEEE Xplore Digital Library
Author	Wahab, A. Toh Guang Wen Kamaruddin, N.
Copyright Year	2007
Description	Author affiliation: Nanyang Technol. Univ., Singapore (Wahab, A.; Toh Guang Wen; Kamaruddin, N.)
Abstract	In this paper, detailed studies have been conducted to model individual driving behavior in order to identify features that may be efficiently and effectively used to profile each driver. The brake and gas pedal pressure are used to identify uniqueness in driving maneuver of each driver. These differences in the driving habits could be due to the way our subconscious mind works and respond. In addition the switching between the subconscious to conscious mind will also produce unique respond on how the brain perform. Since the activation of movements are controlled by the cerebellum we propose the use of cerebellum model articulation controller (CMAC), introduced by Albus, to model each driver behavior. In this paper we only focus on using the gas pedal and brake pedal pressure of the driver to understand the driver behavior under difference environment. Experimental results from the CMAC profiles show the potential of extracting features of drivers' behavior for identification, verification, emotion recognition, stress and many other behavioral conditions.
Starting Page	1
Ending Page	5
File Size	795631
Page Count	5
File Format	PDF
ISBN	9781424409822
DOI	10.1109/ICICS.2007.4449860
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2007-12-10
Publisher Place	Singapore
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Brain modeling Neurons Equations Computational intelligence Competitive intelligence Data mining Feature extraction Emotion recognition Stress Data visualization gas pedal signal Cerebellar Model Articulation Controller (CMAC) driver profiling brake pedal signal
Content Type	Text
Resource Type	Article

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

Brain topographic mapping of emotions using computational cerebellum

An Innovative Approach for Water Distribution Systems

Driver identification and driver's emotion verification using KDE and MLP neural networks

A Method of Emotion Recognition Based on ECG Signal

Measuring Customer Perceptions Index Using CMAC Speech Emotion Mapping

The cerebellar model articulation controller (cmac) [2,3], developed by albus, is a simple network archi-a self-constructing fuzzy cmac model and its applications.

A Motor Fault Diagnosis System Based on Cerebellar Model Articulation Controller

Speech emotion recognition using auditory cortex

A New Approach to Manipulator Control: the Cerebellar Model Articulation Controller (CMAC (1975)

Understanding driver behavior using multi-dimensional CMAC

Similar Documents

Brain topographic mapping of emotions using computational cerebellum

An Innovative Approach for Water Distribution Systems

Driver identification and driver's emotion verification using KDE and MLP neural networks

A Method of Emotion Recognition Based on ECG Signal

Measuring Customer Perceptions Index Using CMAC Speech Emotion Mapping

The cerebellar model articulation controller (cmac) [2,3], developed by albus, is a simple network archi-a self-constructing fuzzy cmac model and its applications.

A Motor Fault Diagnosis System Based on Cerebellar Model Articulation Controller

Speech emotion recognition using auditory cortex

A New Approach to Manipulator Control: the Cerebellar Model Articulation Controller (CMAC (1975)

Understanding driver behavior using multi-dimensional CMAC