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 |
5 |
Date of Issue |
2021-07-07 (RCC, NS, RCS, SR, SeMI) |
|