[7p-S202-1~12] 23.1 Joint Session N "Informatics"

2:30 PM - 2:45 PM JST(5:30 AM - 5:45 AM UTC)Presentation by Applicant for JSAP Young Scientists Presentation Award

[7p-S202-6] Robust deep learning prediction for physical dynamics with Jacobian oriented regularization

〇Shota Seki^1,2, Yuji Nakanishi¹, Masaki Takaishi¹, Kentaro Kutsukake² (1.Aixtal, 2.Nagoya Univ.)

Keywords:

Deep Learning,Error accumulation

When predicting the time evolution of physical systems, error accumulation over time poses a challenge. In this study, we reduce such accumulation by introducing Jacobian-based regularization.