Information: Join today and make your research activities more affordable! Technical workshop participation fees and annual registration fees are available at member rates.
Notice: [Important] Announcement of Changes to Registration Fee Payment and Manuscript Upload Procedures for IEICE Technical Meetings
IEICE Technical Committee Submission System
Conference Paper's Information		 Online Proceedings
[Sign in]
Tech. Rep. Archives
 Go Top Page Go Previous   [Japanese] / [English] 

Paper Abstract and Keywords
Presentation 2024-11-11 13:20
[Poster Presentation] Parameter Aggregation Timing Control in Vehicular Federated Learning
Shota Ono, Akihiro Nakao (The Univ. of Tokyo)
Abstract (in Japanese) (See Japanese page) 
(in English) Autonomous driving systems encounter challenges related to privacy and the handling of large amounts of data during the learning process. Vehicular Federated Learning (VFL) addresses these challenges by privacy protection and reducing data transmission volume. However, conventional VFL methods do not consider real-world factors such as client mobility and Roadside Unit (RSU) timeouts. When clients move out of the RSU‘s coverage, model updates are interrupted, and learning efficiency decreases. This paper proposes the Adaptive Timing Control method to optimize the transmission of client model gradients in VFL. The proposed method enables gradient aggregation regardless of RSU timeouts or client movement. Clients can upload gradients before leaving the RSU’s coverage, even if the learning process is not completed. The proposed method reduces transmission volume by approximately 124 times compared to sending raw data and doubles learning efficiency. These results demonstrate the effectiveness of the proposed method in autonomous driving systems in real-world environments.
Keyword (in Japanese) (See Japanese page) 
(in English) Federated learning / Parameter aggregation timing / Mobility service / / / / /  
Reference Info. IEICE Tech. Rep.
Paper #  
Date of Issue  
ISSN  
Download PDF

Conference Information
Committee RISING  
Conference Date 2024-11-11 - 2024-11-12 
Place (in Japanese) (See Japanese page) 
Place (in English) Kaderu 2・7 (Sapporo) 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Cross-Field Research Association of Super-Intelligent Networking 
Paper Information
Registration To RISING 
Conference Code 2024-11-RISING 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Parameter Aggregation Timing Control in Vehicular Federated Learning 
Sub Title (in English)  
Keyword(1) Federated learning  
Keyword(2) Parameter aggregation timing  
Keyword(3) Mobility service  
Keyword(4)  
Keyword(5)  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Shota Ono  
1st Author's Affiliation The University of Tokyo (The Univ. of Tokyo)
2nd Author's Name Akihiro Nakao  
2nd Author's Affiliation The University of Tokyo (The Univ. of Tokyo)
3rd Author's Name  
3rd Author's Affiliation ()
4th Author's Name  
4th Author's Affiliation ()
5th Author's Name  
5th Author's Affiliation ()
6th Author's Name  
6th Author's Affiliation ()
7th Author's Name  
7th Author's Affiliation ()
8th Author's Name  
8th Author's Affiliation ()
9th Author's Name  
9th Author's Affiliation ()
10th Author's Name  
10th Author's Affiliation ()
11th Author's Name  
11th Author's Affiliation ()
12th Author's Name  
12th Author's Affiliation ()
13th Author's Name  
13th Author's Affiliation ()
14th Author's Name  
14th Author's Affiliation ()
15th Author's Name  
15th Author's Affiliation ()
16th Author's Name  
16th Author's Affiliation ()
17th Author's Name  
17th Author's Affiliation ()
18th Author's Name  
18th Author's Affiliation ()
19th Author's Name  
19th Author's Affiliation ()
20th Author's Name  
20th Author's Affiliation ()
21st Author's Name  
21st Author's Affiliation ()
22nd Author's Name  
22nd Author's Affiliation ()
23rd Author's Name  
23rd Author's Affiliation ()
24th Author's Name  
24th Author's Affiliation ()
25th Author's Name  
25th Author's Affiliation ()
26th Author's Name / /
26th Author's Affiliation ()
()
27th Author's Name / /
27th Author's Affiliation ()
()
28th Author's Name / /
28th Author's Affiliation ()
()
29th Author's Name / /
29th Author's Affiliation ()
()
30th Author's Name / /
30th Author's Affiliation ()
()
31st Author's Name / /
31st Author's Affiliation ()
()
32nd Author's Name / /
32nd Author's Affiliation ()
()
33rd Author's Name / /
33rd Author's Affiliation ()
()
34th Author's Name / /
34th Author's Affiliation ()
()
35th Author's Name / /
35th Author's Affiliation ()
()
36th Author's Name / /
36th Author's Affiliation ()
()
Speaker Author-1 
Date Time 2024-11-11 13:20:00 
Presentation Time 50 minutes 
Registration for RISING 
Paper #  
Volume (vol) vol. 
Number (no)  
Page  
#Pages  
Date of Issue  

[Return to Top Page]

[Return to IEICE Web Page]
The Institute of Electronics, Information and Communication Engineers (IEICE), Japan