Accuracy and quickness criterion-based driving skill metric for human adaptive mechatronics system

Previous studies on driving skill algorithm have combined tracking error and time related variables into algorithm formulation. This method however does not include a car orientation and lateral speed information as an integral part of the algorithm. Two new variables are introduced into the algorit...

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Main Authors: Hisham, A. A. B., Aujih, A. B., Ishak, M. H. I., Abidin, M. S. Z.
Format: Article
Language:English
Published: Penerbit UTM Press 2016
Subjects:
Online Access:http://eprints.utm.my/74480/1/AhmadBukhariAujih2016_AccuracyandQuicknessCriterionBased.pdf
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author Hisham, A. A. B.
Aujih, A. B.
Ishak, M. H. I.
Abidin, M. S. Z.
author_facet Hisham, A. A. B.
Aujih, A. B.
Ishak, M. H. I.
Abidin, M. S. Z.
author_sort Hisham, A. A. B.
collection ePrints
description Previous studies on driving skill algorithm have combined tracking error and time related variables into algorithm formulation. This method however does not include a car orientation and lateral speed information as an integral part of the algorithm. Two new variables are introduced into the algorithm structure, namely, orientation angle and lateral speed. Nine participants were carefully recruited for a driving test to validate the algorithm. A simulated driving environment was specifically devised for this experiment. A driving track used in this experiment was segmented into five different severities for data analysis. Two fundamental goals have led to the collection and subsequent analysis of the data. The first is analysing the variables in relation to the driving task. The second involves data analysis being further extended into analysing the algorithm performance over estimating the driving skill index. The results reveal that the proposed variables are well correlated with the driving task, and improvement in algorithm performance is found to be almost double compared to the previous algorithm.
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spelling utm.eprints-744802017-11-27T09:02:11Z http://eprints.utm.my/74480/ Accuracy and quickness criterion-based driving skill metric for human adaptive mechatronics system Hisham, A. A. B. Aujih, A. B. Ishak, M. H. I. Abidin, M. S. Z. TK Electrical engineering. Electronics Nuclear engineering Previous studies on driving skill algorithm have combined tracking error and time related variables into algorithm formulation. This method however does not include a car orientation and lateral speed information as an integral part of the algorithm. Two new variables are introduced into the algorithm structure, namely, orientation angle and lateral speed. Nine participants were carefully recruited for a driving test to validate the algorithm. A simulated driving environment was specifically devised for this experiment. A driving track used in this experiment was segmented into five different severities for data analysis. Two fundamental goals have led to the collection and subsequent analysis of the data. The first is analysing the variables in relation to the driving task. The second involves data analysis being further extended into analysing the algorithm performance over estimating the driving skill index. The results reveal that the proposed variables are well correlated with the driving task, and improvement in algorithm performance is found to be almost double compared to the previous algorithm. Penerbit UTM Press 2016 Article PeerReviewed application/pdf en http://eprints.utm.my/74480/1/AhmadBukhariAujih2016_AccuracyandQuicknessCriterionBased.pdf Hisham, A. A. B. and Aujih, A. B. and Ishak, M. H. I. and Abidin, M. S. Z. (2016) Accuracy and quickness criterion-based driving skill metric for human adaptive mechatronics system. Jurnal Teknologi, 78 (6-13). pp. 9-16. ISSN 0127-9696 https://www.scopus.com/inward/record.uri?eid=2-s2.0-84976407806&doi=10.11113%2fjt.v78.9265&partnerID=40&md5=2655869dda9343fe6515622d754b67c3
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Hisham, A. A. B.
Aujih, A. B.
Ishak, M. H. I.
Abidin, M. S. Z.
Accuracy and quickness criterion-based driving skill metric for human adaptive mechatronics system
title Accuracy and quickness criterion-based driving skill metric for human adaptive mechatronics system
title_full Accuracy and quickness criterion-based driving skill metric for human adaptive mechatronics system
title_fullStr Accuracy and quickness criterion-based driving skill metric for human adaptive mechatronics system
title_full_unstemmed Accuracy and quickness criterion-based driving skill metric for human adaptive mechatronics system
title_short Accuracy and quickness criterion-based driving skill metric for human adaptive mechatronics system
title_sort accuracy and quickness criterion based driving skill metric for human adaptive mechatronics system
topic TK Electrical engineering. Electronics Nuclear engineering
url http://eprints.utm.my/74480/1/AhmadBukhariAujih2016_AccuracyandQuicknessCriterionBased.pdf
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AT abidinmsz accuracyandquicknesscriterionbaseddrivingskillmetricforhumanadaptivemechatronicssystem