| Paper Abstract and Keywords |
| Presentation |
2022-01-27 13:00
Proposal and Evaluation of a Methodology to Estimate Cause of Failure Based on Multiple Monitoring Data on Microservice Systems Shun Matsumoto, Masaru Sakai, Kensuke Takahashi, Satoshi Kondoh (NTT) ICM2021-33 LOIS2021-31 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Microservice architecture, which divides service components into small components and provides services by having each component cooperate with each other, is becoming more and more popular. While it is expected to bring benefits such as faster development, it also tends to increase the burden of operation management due to increased system complexity and monitoring data. In order to support operation management, techniques for batch management of monitoring data and methods for fault detection and fault occurrence microservice estimation have been proposed, but there is no method for estimating fault-causing resources such as CPU and memory. Therefore, in this paper, we proposed a method that can perform failure detection and failure occurrence microservice estimation as well as failure cause resource estimation at once. In addition, we conducted an evaluation experiment using six pseudo-failure data generated on a microservice system, and showed that the method can successfully detect failures, estimate the microservices causing failures, and estimate the resources causing failures for five pseudo-failures. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
microservice / failure detection / deep learning / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 121, no. 354, ICM2021-33, pp. 1-6, Jan. 2022. |
| Paper # |
ICM2021-33 |
| Date of Issue |
2022-01-20 (ICM, LOIS) |
| 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 |
ICM2021-33 LOIS2021-31 |
| Conference Information |
| Committee |
LOIS ICM |
| Conference Date |
2022-01-27 - 2022-01-28 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Online |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Practical Use of Lifelog, Office Information System, Business Management, etc. |
| Paper Information |
| Registration To |
ICM |
| Conference Code |
2022-01-LOIS-ICM |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Proposal and Evaluation of a Methodology to Estimate Cause of Failure Based on Multiple Monitoring Data on Microservice Systems |
| Sub Title (in English) |
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| Keyword(1) |
microservice |
| Keyword(2) |
failure detection |
| Keyword(3) |
deep learning |
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| 1st Author's Name |
Shun Matsumoto |
| 1st Author's Affiliation |
NTT Corporation (NTT) |
| 2nd Author's Name |
Masaru Sakai |
| 2nd Author's Affiliation |
NTT Corporation (NTT) |
| 3rd Author's Name |
Kensuke Takahashi |
| 3rd Author's Affiliation |
NTT Corporation (NTT) |
| 4th Author's Name |
Satoshi Kondoh |
| 4th Author's Affiliation |
NTT Corporation (NTT) |
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| Speaker |
Author-1 |
| Date Time |
2022-01-27 13:00:00 |
| Presentation Time |
25 minutes |
| Registration for |
ICM |
| Paper # |
ICM2021-33, LOIS2021-31 |
| Volume (vol) |
vol.121 |
| Number (no) |
no.354(ICM), no.355(LOIS) |
| Page |
pp.1-6 |
| #Pages |
6 |
| Date of Issue |
2022-01-20 (ICM, LOIS) |
|