Paper Abstract and Keywords |
Presentation |
2024-03-05 15:04
Brittle Fracture Shape Generation of Plane Objects by Conditional GAN Yuma Aoki, Kohei Tokoi (Wakayama Univ.) |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Physics-based fracture simulation can generate realistic debris shapes, but it is difficult to use in applications that require fast processing, such as games. To address this issue, a method has been proposed that uses a conditional adversarial generative network (cGAN) to predict fracture shapes, thereby speeding up processing. However, in previous research, the inability to deal with differences in physical quantities such as the velocity and mass of colliding objects was cited as an issue. To solve this problem, this paper proposes a method in which a force condition map generated using a spring mass model is input as a condition. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Fracture simulation / brittle fracture / deep learning / GAN / / / / |
Reference Info. |
ITE Tech. Rep., vol. 48, pp. 284-287, March 2024. |
Paper # |
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Date of Issue |
2024-02-27 (AIT) |
ISSN |
Online edition: ISSN 2424-1970 |
Download PDF |
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Conference Information |
Committee |
AIT IIEEJ AS CG-ARTS |
Conference Date |
2024-03-05 - 2024-03-05 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Tokyo University of Technology |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Expressive Japan 2024 |
Paper Information |
Registration To |
AS |
Conference Code |
2024-03-AIT-IIEEJ-AS-ARTS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Brittle Fracture Shape Generation of Plane Objects by Conditional GAN |
Sub Title (in English) |
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Fracture simulation |
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brittle fracture |
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deep learning |
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GAN |
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1st Author's Name |
Yuma Aoki |
1st Author's Affiliation |
Wakayama University (Wakayama Univ.) |
2nd Author's Name |
Kohei Tokoi |
2nd Author's Affiliation |
Wakayama University (Wakayama Univ.) |
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Speaker |
Author-1 |
Date Time |
2024-03-05 15:04:00 |
Presentation Time |
12 minutes |
Registration for |
AS |
Paper # |
AIT2024-114 |
Volume (vol) |
vol.48 |
Number (no) |
no.8 |
Page |
pp.284-287 |
#Pages |
4 |
Date of Issue |
2024-02-27 (AIT) |