| Paper Abstract and Keywords |
| Presentation |
2026-03-06 10:45
A Method for Constructing a Geographic Similarity Information Database Using Terrain Classification for Automated Disaster Drill Scenario Generation Ryoma Tachibana (Nihon Univ.), Masahiro Ooi (NIED), Kazuhiro Kikuma (Nihon Univ.) IN2025-91 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
We aim to dramatically enhance information value by coordinating, aggregating, and accumulating diverse information available on the Internet—such as sensor data, behavioral histories, location information, and SNS data—and then extracting and distributing useful insights from it. As part of this effort, this research focuses on the automatic generation of disaster training scenarios used in local government tabletop exercises. Existing automatic disaster scenario generation methods use databases from specific regions rich in disaster information to generate training scenarios for other regions, leading to issues such as mismatched disaster characteristics and a lack of regional specificity. Therefore, this research proposes a method to appropriately repurpose disaster information from other regions based on geographic similarity, thereby supplementing disaster databases for regions lacking sufficient disaster data. Specifically, we enhance data by supplementing disaster information from other regions based on geographic similarity. Using this database, we employ generative AI to automatically generate detailed disaster training scenarios. Furthermore, we utilize the generated scenarios in actual tabletop exercises and verify the effectiveness of this method through expert evaluation. In the future, we aim to develop this further toward the automatic generation of more practical training scenarios, including evacuation routes and support actions. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Disaster Scenario / attribute information / BERT / NER model / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 125, no. 386, IN2025-91, pp. 174-179, March 2026. |
| Paper # |
IN2025-91 |
| Date of Issue |
2026-02-25 (IN) |
| 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 |
IN2025-91 |
| Conference Information |
| Committee |
IN NS |
| Conference Date |
2026-03-04 - 2026-03-06 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Okinawa-Ken Shichoson Jichi Kaikan |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
General |
| Paper Information |
| Registration To |
IN |
| Conference Code |
2026-03-IN-NS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Method for Constructing a Geographic Similarity Information Database Using Terrain Classification for Automated Disaster Drill Scenario Generation |
| Sub Title (in English) |
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| Keyword(1) |
Disaster Scenario |
| Keyword(2) |
attribute information |
| Keyword(3) |
BERT |
| Keyword(4) |
NER model |
| Keyword(5) |
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| 1st Author's Name |
Ryoma Tachibana |
| 1st Author's Affiliation |
Nihon University (Nihon Univ.) |
| 2nd Author's Name |
Masahiro Ooi |
| 2nd Author's Affiliation |
National Research Institute for Earth Science and Disaster Resilience (NIED) |
| 3rd Author's Name |
Kazuhiro Kikuma |
| 3rd Author's Affiliation |
Nihon University (Nihon Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2026-03-06 10:45:00 |
| Presentation Time |
25 minutes |
| Registration for |
IN |
| Paper # |
IN2025-91 |
| Volume (vol) |
vol.125 |
| Number (no) |
no.386 |
| Page |
pp.174-179 |
| #Pages |
6 |
| Date of Issue |
2026-02-25 (IN) |