Paper Abstract and Keywords |
Presentation |
2018-03-01 09:00
Predictive traffic engineering incorporating real-world information inspired by human brain cognition process Kodai Satake, Yuichi Ohsita, Masayuki Murata (Osaka Univ.) IN2017-93 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
The amount of traffic through networks is increasing both in quantity and in fluctuation.
One approach to accommodating such fluctuating traffic is to dynamically control resources in a network based on the predicted traffic. In this approach, the accuracy of the prediction is important. There are many methods to predict future traffic. Most of them predict the future traffic from the traffic rates of the previous time slots. However, it is difficult for these methods to predict future traffic accurately, because the traffic is affected by the human behavior, and the sign of the traffic change may not be included in the past traffic data.
In this paper, we discuss the predictive traffic engineering methods using both of the monitored traffic data and real-world information. In this method, we need to decide the amount of resources based on the monitored traffic and real-world information, whose relation to the future traffic is unclear.
In this paper, we apply a mechanism of human brain, which makes decisions from uncertain and incomplete information, to making decisions in the predicted traffic engineering.
Through simulations, we demonstrate that our method avoid congestions without allocating a large amount of resources. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Traffic Engineering / Resource Allocation / Real-World Information / Human Brain Cognition / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 117, no. 460, IN2017-93, pp. 21-26, March 2018. |
Paper # |
IN2017-93 |
Date of Issue |
2018-02-22 (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 |
IN2017-93 |
Conference Information |
Committee |
NS IN |
Conference Date |
2018-03-01 - 2018-03-02 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Phoenix Seagaia Resort |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
General |
Paper Information |
Registration To |
IN |
Conference Code |
2018-03-NS-IN |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Predictive traffic engineering incorporating real-world information inspired by human brain cognition process |
Sub Title (in English) |
|
Keyword(1) |
Traffic Engineering |
Keyword(2) |
Resource Allocation |
Keyword(3) |
Real-World Information |
Keyword(4) |
Human Brain Cognition |
Keyword(5) |
|
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Kodai Satake |
1st Author's Affiliation |
Osaka University (Osaka Univ.) |
2nd Author's Name |
Yuichi Ohsita |
2nd Author's Affiliation |
Osaka University (Osaka Univ.) |
3rd Author's Name |
Masayuki Murata |
3rd Author's Affiliation |
Osaka University (Osaka Univ.) |
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 |
2018-03-01 09:00:00 |
Presentation Time |
20 minutes |
Registration for |
IN |
Paper # |
IN2017-93 |
Volume (vol) |
vol.117 |
Number (no) |
no.460 |
Page |
pp.21-26 |
#Pages |
6 |
Date of Issue |
2018-02-22 (IN) |
|