4:05 PM - 4:20 PM
*Miki Saito1, Taizo Kanai1 (1. CRIEPI)
Session information
Oral presentation
III. Fission Energy Engineering » 304-1 Thermal Hydraulics, Energy Conversion, Energy Transfer, Energy Storage
[2G14-21] AI Technology
Thu. Sep 7, 2023 4:05 PM - 6:15 PM Room G (ES Bildg. 2F ES021)
Chair:Shoji Mori(Kyushu Univ.)
4:20 PM - 4:35 PM
*Masahiro Furuya1, Keigo Murata2, Takayuki Suzuki2, Baku Suzuki3 (1. Waseda Univ., 2. GNESC, 3. JAPC)
4:35 PM - 4:50 PM
[2G16] Integration of AI Technology and Thermal Hydraulics for the Development of a Data-Driven Methodology for Plant Safety Assessment
(1) Evaluation of Flow Regime Transition in Vertical Upward Two-Phase Flow using Deep Learning
*Shuichiro Miwa1, Kohei Eguchi2 (1. UTokyo, 2. Hokkaido Univ.)
4:50 PM - 5:05 PM
[2G17] Integration of AI Technology and Thermal Hydraulics for the Development of a Data-Driven Methodology for Plant Safety Assessment
(2) Interaction Between Nucleation Sites in Subcooled Flow Boiling and Application of AI Image Analysis
*Ryoma Tsujimura1, Binh Thanh Nguyen1, Tomio Okawa1, Wen Zhou2, Shuichiro Miwa2 (1. UEC, 2. UTokyo)
5:05 PM - 5:20 PM
[2G18] Integration of AI Technology and Thermal Hydraulics for the Development of a Data-Driven Methodology for Plant Safety Assessment
(3) Robust condensation bubble feature extraction in subcooled flow boiling using object detection and tracking technique
*Wen Zhou1, Shuichiro Miwa1, Tomio Okawa2 (1. UTokyo, 2. UEC)
5:20 PM - 5:35 PM
[2G19] Integration of AI Technology and Thermal Hydraulics for the Development of a Data-Driven Methodology for Plant Safety Assessment
(4) Bubble entrainment analysis by water jet using JUPITER code and estimation of penetration length by machine learning
*Susumu Yamashita1, Zhou Wen2, Shuichiro Miwa2 (1. JAEA, 2. UTokyo)
5:35 PM - 5:50 PM
[2G20] Integration of AI Technology and Thermal Hydraulics for the Development of a Data-Driven Methodology for Plant Safety Assessment
(5) Investigation of LSTM models for the prediction of LOCA accident events
*Johndel B Obra1, Shuichiro Miwa1 (1. The University of Tokyo)
5:50 PM - 6:05 PM
[2G21] Integration of AI Technology and Thermal Hydraulics for the Development of a Data-Driven Methodology for Plant Safety Assessment
(6)Parameter analysis for LWR accident by deep neural networks using CNN and Transformer
*Kenji Aragane1, Takumi Kitao1, Shinsuke Tanaka1, Masaaki Mori1, Shuichiro Miwa2 (1. NEL, 2. UTokyo)
Time reserved for Chair (6:05 PM - 6:15 PM)