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Paper Abstract and Keywords
Presentation 2017-03-03 09:30
Implementation and Evaluation of the Dynamic Filtering Mechanism using a Machine Learning on the In-vehicle Security Gateway
Mizuki Teshiba, Hiroyuki Inoue, Kenji Ishida (Hiroshima City Univ.) IN2016-131
Abstract (in Japanese) (See Japanese page) 
(in English) In-vehicle devices such as infotainment and telematics devices have been connected to external networks because of the development of the wide area networks such as the Internet, thereby increasing vulnerability and information risks of the in-vehicle LAN and Electronic Controller Unit (ECU). In this paper, we propose and design the security gateway with a dynamic filtering mechanism that uses a machine learning for the CAN traffic on the in-vehicle LAN, in addition to the static filtering. We also implement this gateway and apply it to the in-vehicle LAN traffic. To evaluate the performance of proposed gateway, we compare accuracy rates when the gateway classifies a message, and average processing time per message each for the setting parameters to machine learning. Finally, we demonstrate the performance of proposed gateway.
Keyword (in Japanese) (See Japanese page) 
(in English) Security gateway / Machine learning / in-vehicle LAN / CAN / / / /  
Reference Info. IEICE Tech. Rep., vol. 116, no. 485, IN2016-131, pp. 205-210, March 2017.
Paper # IN2016-131 
Date of Issue 2017-02-23 (IN) 
ISSN Print edition: ISSN 0913-5685    Online edition: ISSN 2432-6380
Copyright
and
reproduction		 All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034)
Download PDF IN2016-131

Conference Information
Committee NS IN  
Conference Date 2017-03-02 - 2017-03-03 
Place (in Japanese) (See Japanese page) 
Place (in English) OKINAWA ZANPAMISAKI ROYAL HOTEL 
Topics (in Japanese) (See Japanese page) 
Topics (in English) General 
Paper Information
Registration To IN 
Conference Code 2017-03-NS-IN 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Implementation and Evaluation of the Dynamic Filtering Mechanism using a Machine Learning on the In-vehicle Security Gateway 
Sub Title (in English)  
Keyword(1) Security gateway  
Keyword(2) Machine learning  
Keyword(3) in-vehicle LAN  
Keyword(4) CAN  
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1st Author's Name Mizuki Teshiba  
1st Author's Affiliation Hiroshima City University (Hiroshima City Univ.)
2nd Author's Name Hiroyuki Inoue  
2nd Author's Affiliation Hiroshima City University (Hiroshima City Univ.)
3rd Author's Name Kenji Ishida  
3rd Author's Affiliation Hiroshima City University (Hiroshima City Univ.)
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Speaker Author-1 
Date Time 2017-03-03 09:30:00 
Presentation Time 20 minutes 
Registration for IN 
Paper # IN2016-131 
Volume (vol) vol.116 
Number (no) no.485 
Page pp.205-210 
#Pages 6 
Date of Issue 2017-02-23 (IN) 

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