| Paper Abstract and Keywords |
| Presentation |
2022-01-21 10:15
Verifying robustness of parameter space estimation against dynamical noise for predicting a critical transition of vegetation biomass Yoshitaka Itoh (Hokkaido Univ. of Sci.) NLP2021-72 MICT2021-47 MBE2021-33 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper verifies robustness of a parameter space estimation when the estimation method is applied to predict a critical transition of vegetation biomass.
The critical transition is one of the bifurcation phenomena by changing parameter values.
Therefore, the critical transition can be predicted by plotting a bifurcation diagram in the estimated parameter space for target system.
In this method, time-series predictors are trained to model the dynamics attracted to a stable point with perturbed dynamical noise.
This paper shows the results for verifying the robustness of the estimation method by changing variance of dynamical noise. |
| Keyword |
(in Japanese) |
(See Japanese page) |
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| Reference Info. |
IEICE Tech. Rep., vol. 121, no. 335, NLP2021-72, pp. 13-16, Jan. 2022. |
| Paper # |
NLP2021-72 |
| Date of Issue |
2022-01-14 (NLP, MICT, MBE) |
| 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 |
NLP2021-72 MICT2021-47 MBE2021-33 |
| Conference Information |
| Committee |
NLP MICT MBE NC |
| Conference Date |
2022-01-21 - 2022-01-23 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Online |
| Topics (in Japanese) |
(See Japanese page) |
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| Paper Information |
| Registration To |
NLP |
| Conference Code |
2022-01-NLP-MICT-MBE-NC |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Verifying robustness of parameter space estimation against dynamical noise for predicting a critical transition of vegetation biomass |
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| 1st Author's Name |
Yoshitaka Itoh |
| 1st Author's Affiliation |
Hokkaido University of Science (Hokkaido Univ. of Sci.) |
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| Speaker |
Author-1 |
| Date Time |
2022-01-21 10:15:00 |
| Presentation Time |
25 minutes |
| Registration for |
NLP |
| Paper # |
NLP2021-72, MICT2021-47, MBE2021-33 |
| Volume (vol) |
vol.121 |
| Number (no) |
no.335(NLP), no.336(MICT), no.337(MBE) |
| Page |
pp.13-16 |
| #Pages |
4 |
| Date of Issue |
2022-01-14 (NLP, MICT, MBE) |