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2019 | OriginalPaper | Buchkapitel

Feature Classification of Skilled and Unskilled Persons in Car Driving Operation

verfasst von : Takuro Sugita, Reiko Mitsuya, Takeshi Torii, Akiko Sugiyama, Kohei Sugawara, Hiroki Dobashi, Takashi Kawai

Erschienen in: Advances in Human Aspects of Transportation

Verlag: Springer International Publishing

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Abstract

This study was conducted to find out exactly how experts are driving a car from objective data during driving operation, focusing on improving driving skills. Experiments were conducted using a sports sedan type experimental vehicle that can change the assist amount of the steering wheel, using a circumferential circuit having multiple curves in an automobile company. For the analysis, steering angle data obtained from the vehicle and electromyogram data obtained from an electromyograph are used. From the analysis of the steering angle, the skilled turn curves with less turning the steering compared to the unskilled. From the analysis of the steering angular velocity data and the steering angular acceleration data, it became possible to classify them into skilled and unskilled in the steering handle operation rhythm during driving. From the analysis of the electromyogram data, focusing on the triangular muscle on the push side during the curve, it became possible to classify into skilled and unskilled.

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Literatur
1.
Zurück zum Zitat Dobashi: Analysis of experimental data in Car Driving Operation - Proposal of a method suitable for time series in-vehicle data. Japan Ergonomics Association Kanto branch 22nd graduation research presentation, Japan Ergonomics Association Kanto branch 22nd graduation research presentation lecture collection, pp. 168–169 (2016) Dobashi: Analysis of experimental data in Car Driving Operation - Proposal of a method suitable for time series in-vehicle data. Japan Ergonomics Association Kanto branch 22nd graduation research presentation, Japan Ergonomics Association Kanto branch 22nd graduation research presentation lecture collection, pp. 168–169 (2016)
2.
Zurück zum Zitat Sugawara: Analysis of electromyogram data in Car Driving Operation by time series analysis. Japan Ergonomics Association System Conference, Japan Ergonomics Association System Conference Committee (2017) Sugawara: Analysis of electromyogram data in Car Driving Operation by time series analysis. Japan Ergonomics Association System Conference, Japan Ergonomics Association System Conference Committee (2017)
5.
Zurück zum Zitat Isomura, A.: Human factors on driver’s steering operation, society of automotive engineers of Japan. Society of Automotive Engineering Academic Lecture Conference preprinting, vol. 946, pp. 153–156 (1994) Isomura, A.: Human factors on driver’s steering operation, society of automotive engineers of Japan. Society of Automotive Engineering Academic Lecture Conference preprinting, vol. 946, pp. 153–156 (1994)
6.
Zurück zum Zitat Sumikawa: A Study of Steering Feeling Evaluation Method for Vehicle by Analyzing Muscular Activity and Steering Action. Society of Automotive Engineering 2016 Fall Conference (2016) Sumikawa: A Study of Steering Feeling Evaluation Method for Vehicle by Analyzing Muscular Activity and Steering Action. Society of Automotive Engineering 2016 Fall Conference (2016)
Metadaten
Titel
Feature Classification of Skilled and Unskilled Persons in Car Driving Operation
verfasst von
Takuro Sugita
Reiko Mitsuya
Takeshi Torii
Akiko Sugiyama
Kohei Sugawara
Hiroki Dobashi
Takashi Kawai
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-319-93885-1_68

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