[1] Nanyang Technol Univ, Interdisciplinary Grad Sch, Singapore, Singapore
[2] Nanyang Technol Univ, Inst Catastrophe Risk Management, N1-B1b-08,50 Nanyang Ave, Singapore 639798, Singapore
[3] Singapore ETH Ctr, Future Resilient Syst, Singapore, Singapore