| Paper Abstract and Keywords |
| Presentation |
2026-10-15 09:55
Adaptive Regularization for Three-Dimensional Time-Series Differential Interferometric Analysis Using Multi-Orbit SAR observations Rikuto Kuromiya, Akira Hirose, Ryo Natsuaki (UTokyo) SANE2026-51 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
We propose a three-dimensional displacement estimation method using time-series differential interferometric SAR (DInSAR) data acquired from multiple line-of-sight (LOS) directions, assuming without external data or an a priori deformation model. The proposed method selects the Tikhonov regularization parameter independently for each pixel based on a generalized cross-validation (GCV) loss that accounts for the entire time series, thereby suppressing instability caused by the viewing geometry. It also estimates a bias-correction coefficient from the consistency between cumulative LOS observations and the regularized solution to compensate for the underestimation caused by regularization. Validation over Kansai International Airport using 118 ALOS-2 images from four viewing geometries showed that the proposed method suppresses unstable horizontal estimates and improves consistency with measured land subsidence compared with an existing bias-correction method. The RMSE was approximately 1.2 cm/year for sites on the same island as the reference point and 6.3 cm/year for sites on the other island. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Three-dimensional displacement estimation / time-series InSAR / Tikhonov regularization / generalized cross-validation / bias correction / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 126, no. 192, SANE2026-51, pp. 7-12, Oct. 2026. |
| Paper # |
SANE2026-51 |
| Date of Issue |
2026-10-08 (SANE) |
| 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 |
SANE2026-51 |
| Conference Information |
| Committee |
SANE |
| Conference Date |
2026-10-15 - 2026-10-16 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
JAXA Sagamihara Campus |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Satellite Technologies, Space Science and Applications, and generals |
| Paper Information |
| Registration To |
SANE |
| Conference Code |
2026-10-SANE |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Adaptive Regularization for Three-Dimensional Time-Series Differential Interferometric Analysis Using Multi-Orbit SAR observations |
| Sub Title (in English) |
|
| Keyword(1) |
Three-dimensional displacement estimation |
| Keyword(2) |
time-series InSAR |
| Keyword(3) |
Tikhonov regularization |
| Keyword(4) |
generalized cross-validation |
| Keyword(5) |
bias correction |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Rikuto Kuromiya |
| 1st Author's Affiliation |
The University of Tokyo (UTokyo) |
| 2nd Author's Name |
Akira Hirose |
| 2nd Author's Affiliation |
The University of Tokyo (UTokyo) |
| 3rd Author's Name |
Ryo Natsuaki |
| 3rd Author's Affiliation |
The University of Tokyo (UTokyo) |
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| Speaker |
Author-1 |
| Date Time |
2026-10-15 09:55:00 |
| Presentation Time |
20 minutes |
| Registration for |
SANE |
| Paper # |
SANE2026-51 |
| Volume (vol) |
vol.126 |
| Number (no) |
no.192 |
| Page |
pp.7-12 |
| #Pages |
6 |
| Date of Issue |
2026-10-08 (SANE) |