*Fumihiko Imamura¹, *Hiroo Shimada², *Akihiro Hayashi³, *Anawat Suppasri¹, *Ryu Miyamoto¹ (1. International Research Institute of Disaster Science (IRIDeS), Tohoku University, 2. Tokio Marine & Nichido Fire Insurance Co., Ltd., 3. Tokio Marine & Nichido Risk Consulting Co., Ltd.)