1. Research Fellow, Natural Hazards Research Centre (NHRC), Nanyang Technological Univ., Singapore 639798.
2. Associate Professor and Director, Natural Hazards Research Centre (NHRC), Nanyang Technological Univ., Singapore 639798 (corresponding author).