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 2021-07-16 14:55
[Invited Lecture] Machine Learning based Automatic Command Control System for Fault Diagnosis of Communication Services
Hiroshi Yamauchi (SoftBank), Tatsuaki Kimura (Osaka Univ.) RCC2021-40 NS2021-56 RCS2021-98 SR2021-40 SeMI2021-29
Abstract (in Japanese) (See Japanese page) 
(in English) Due to the recent growth of various network services of telecommunication carriers, their communication networks have become increasingly large and complex, and their network operations have also become complicated. For this problem, fault diagnosis and anomaly detection using network device logs have been extensively studied, but there has been little research on automating the fault diagnosis of failures that are reported by users and whose causes do not appear in network logs. We propose a machine-learning-based automatic command control system for the fault diagnosis of communication services. The proposed system automatically runs a sequence of device commands for fault diagnosis on multiple network equipment, and estimates the fault type based on the response results of the commands using machine learning. The system also automatically learns the optimal sequence of device commands that can estimate the fault type with the minimum number of device commands. We evaluate the proposed system by using fault diagnosis logs from a real commercial service network and demonstrate its feasibility and effectiveness.
Keyword (in Japanese) (See Japanese page) 
(in English) Machine learning / Network operation automation / Fault diagnosis / / / / /  
Reference Info. IEICE Tech. Rep., vol. 121, no. 102, NS2021-56, pp. 124-128, July 2021.
Paper # NS2021-56 
Date of Issue 2021-07-07 (RCC, NS, RCS, SR, SeMI) 
ISSN 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 RCC2021-40 NS2021-56 RCS2021-98 SR2021-40 SeMI2021-29

Conference Information
Committee RCS SR NS SeMI RCC  
Conference Date 2021-07-14 - 2021-07-16 
Place (in Japanese) (See Japanese page) 
Place (in English) Online 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Communication and Network Technology of the AI Age, M2M (Machine-to-Machine),D2D (Device-to-Device),IoT(Internet of Things), etc 
Paper Information
Registration To NS 
Conference Code 2021-07-RCS-SR-NS-SeMI-RCC 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Machine Learning based Automatic Command Control System for Fault Diagnosis of Communication Services 
Sub Title (in English)  
Keyword(1) Machine learning  
Keyword(2) Network operation automation  
Keyword(3) Fault diagnosis  
Keyword(4)  
Keyword(5)  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Hiroshi Yamauchi  
1st Author's Affiliation SoftBank Corp. (SoftBank)
2nd Author's Name Tatsuaki Kimura  
2nd Author's Affiliation Osaka University (Osaka Univ.)
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 ()
Speaker Author-1 
Date Time 2021-07-16 14:55:00 
Presentation Time 30 minutes 
Registration for NS 
Paper # RCC2021-40, NS2021-56, RCS2021-98, SR2021-40, SeMI2021-29 
Volume (vol) vol.121 
Number (no) no.101(RCC), no.102(NS), no.103(RCS), no.104(SR), no.105(SeMI) 
Page pp.83-87(RCC), pp.124-128(NS), pp.104-108(RCS), pp.106-110(SR), pp.82-86(SeMI) 
#Pages
Date of Issue 2021-07-07 (RCC, NS, RCS, SR, SeMI) 


[Return to Top Page]

[Return to IEICE Web Page]


The Institute of Electronics, Information and Communication Engineers (IEICE), Japan