2018 Fall Meeting

Presentation information

Oral presentation

VII. Health Physics and Environmental Science » Health Physics and Environmental Science

[1J01-06] Dose Assessment 1

Wed. Sep 5, 2018 2:45 PM - 4:20 PM Room J (A41 -A Building)

Chair:Yoshitaka Yoshida(JANSI)

4:00 PM - 4:15 PM

[1J06] Study of the level 3 PRA method using WinMACCS

(2) Global sensitivity analysis with meta-models

*Ryogo Kurokawa1, Masaharu Tsuzaki1, Koichi Sada1 (1. Central Research Institute of Electric Power Industry)

Keywords:Level 3 PRA, Global sensitivity analysis, Metamodels, Machine learning

Surrogate models (metamodels) with low calculation cost that approximate input/output behavior of level 3 PRA calculation code WinMACCS were constructed by several machine learning algorithms and the fidelity was evaluated. In addition, applicability to global sensitivity analysis of the constructed metamodels was confirmed.