[1] UCL, Dept Civil Environm & Geomatic Engn, London, England
[2] Met Off, Exeter, England
[3] London Sch Hyg & Trop Med, Dept Publ Hlth Environm & Soc, London, England
[4] Princeton Univ, Dept Civil & Environm Engn, Princeton, NJ USA
[5] Natl Univ Singapore, Dept Civil & Environm Engn, Singapore, Singapore
[6] Imperial Coll London, Dept Civil & Environm Engn, London, England
[7] UCL, Inst Risk & Disaster Reduct, London, England
[8] London Sch Hyg & Trop Med, Ctr Stat Methodol, London, England
[9] London Sch Hyg & Trop Med, Ctr Climate Change & Planetary Hlth, London, England
[10] Ecole Polytech Fed Lausanne EPFL, Sch Architecture Civil & Environm Engn, Lab Urban & Environm Syst, Lausanne, Switzerland