As more than 75% of the global population is expected to live in urban areas by 2050, there is an urgent need to assess the risk of natural hazards through a future-focused lens so that adequately informed spatial planning decisions can be made to define preventive risk policies in the upcoming decades. The authors propose an innovative methodology to assess the future multi-hazard exposure of urban areas based on remote sensing technologies and statistical and spatial analysis. The authors, specifically, applied remote sensing technologies combined with artificial intelligence to map the built-up area automatically. They assessed and calibrated a transferable Binary Logistic Regression Model (BLRM) to model and predict future urban growth dynamics under different scenarios, such as the business as usual, the slow growth, and the fast growth scenarios. Finally, considering specific socioeconomic exposure indicators, the authors assessed each scenario's future multi-hazard exposure in urban areas. The proposed methodology is applied to the Municipality of Rende. The results revealed that the multi-hazard exposure significantly changed across the analyzed scenarios and that urban socioeconomic growth is the main driver of risk in urban environments.
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Univ British Columbia, Sch Community & Reg Planning SCARP, 433-6333 Mem Rd, Vancouver, BC V6T 1Z2, Canada
Univ British Columbia, IRES, 429-2202 Main Mall, Vancouver, BC V6T 1Z4, CanadaUniv British Columbia, Sch Community & Reg Planning SCARP, 433-6333 Mem Rd, Vancouver, BC V6T 1Z2, Canada
Chang, Stephanie E.
Yip, Jackie Z. K.
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Univ British Columbia, IRES, 429-2202 Main Mall, Vancouver, BC V6T 1Z4, CanadaUniv British Columbia, Sch Community & Reg Planning SCARP, 433-6333 Mem Rd, Vancouver, BC V6T 1Z2, Canada
Yip, Jackie Z. K.
Tse, Wendy
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Univ British Columbia, Sch Community & Reg Planning SCARP, 433-6333 Mem Rd, Vancouver, BC V6T 1Z2, CanadaUniv British Columbia, Sch Community & Reg Planning SCARP, 433-6333 Mem Rd, Vancouver, BC V6T 1Z2, Canada
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Univ Sussex, Sch Global Studies, Brighton, EnglandInt Inst Appl Syst Anal, Laxenburg, Austria
Mwangi, Emmah
Oner, Emine
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Bogazici Univ, Earthquake Res Inst, Kandilli Observ, Istanbul, TurkiyeInt Inst Appl Syst Anal, Laxenburg, Austria
Oner, Emine
Bukachi, Vera G.
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Univ Coll London UCL, Dept Civil Environm & Geomatic Engn, London, England
Arup East Africa Ltd, Nairobi, KenyaInt Inst Appl Syst Anal, Laxenburg, Austria
机构:
Ton Duc Thang Univ, Geog Informat Sci Res Grp, Ho Chi Minh 758307, Vietnam
Ton Duc Thang Univ, Fac Environm & Labour Safety, Ho Chi Minh 758307, VietnamTon Duc Thang Univ, Geog Informat Sci Res Grp, Ho Chi Minh 758307, Vietnam
Rahmati, Omid
Yousefi, Saleh
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AREEO, Chaharmahal & Bakhtiari Agr & Nat Resources Res &, Soil Conservat & Water Management Res Dept, Shahrekord 8814843114, IranTon Duc Thang Univ, Geog Informat Sci Res Grp, Ho Chi Minh 758307, Vietnam
Yousefi, Saleh
Kalantari, Zahra
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Stockholm Univ, Dept Phys Geog, SE-10691 Stockholm, Sweden
Stockholm Univ, Bolin Ctr Climate Res, SE-10691 Stockholm, SwedenTon Duc Thang Univ, Geog Informat Sci Res Grp, Ho Chi Minh 758307, Vietnam
Kalantari, Zahra
Uuemaa, Evelyn
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Univ Tartu, Dept Geog, Vanemuise St 46, EE-51003 Tartu, Estonia
NIWA, Gate 10 Silverdale Rd, Hamilton 3216, New ZealandTon Duc Thang Univ, Geog Informat Sci Res Grp, Ho Chi Minh 758307, Vietnam
Uuemaa, Evelyn
Teimurian, Teimur
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Univ Tehran, Fac Nat Resources, Karaj 3158777871, IranTon Duc Thang Univ, Geog Informat Sci Res Grp, Ho Chi Minh 758307, Vietnam
Teimurian, Teimur
Keesstra, Saskia
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Wageningen Univ, Soil Phys & Land Management Grp, Droevendaalsesteeg 4, NL-6708 PB Wageningen, NetherlandsTon Duc Thang Univ, Geog Informat Sci Res Grp, Ho Chi Minh 758307, Vietnam
Keesstra, Saskia
Tien Dat Pham
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VNUA, CARES, Hanoi 100000, VietnamTon Duc Thang Univ, Geog Informat Sci Res Grp, Ho Chi Minh 758307, Vietnam
Tien Dat Pham
Dieu Tien Bui
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机构:
Duy Tan Univ, Inst Res & Dev, Da Nang 550000, VietnamTon Duc Thang Univ, Geog Informat Sci Res Grp, Ho Chi Minh 758307, Vietnam