1. Department of Civil and Environmental Engineering, National University of Singapore, 117576 Singapore, Singapore
2. NUS Environmental Research Institute, National University of Singapore, 117411 Singapore, Singapore
3. Saw Swee Hock School of Public Health, National University of Singapore, 117597 Singapore, Singapore