Downscaling of Precipitation for Climate Change Projections Using Multiple Machine Learning Techniques: Case Study of Shenzhen City, China

Author:

Han Jing-Cheng1,Zheng Wenting2,Liu Zhe3,Zhou Yang4,Huang Yuefei5,Li Bing6

Affiliation:

1. Assistant Professor, Water Science and Environmental Engineering Research Center, College of Chemical and Environmental Engineering, Shenzhen Univ., Shenzhen 518060, China.

2. Graduate Student, Water Science and Environmental Engineering Research Center, College of Chemical and Environmental Engineering, Shenzhen Univ., Shenzhen 518060, China.

3. Research Assistant, State Key Laboratory of Hydroscience and Engineering, Dept. of Hydraulic Engineering, Tsinghua Univ., Beijing 100084, China.

4. Senior Research Fellow, Water Science and Environmental Engineering Research Center, College of Chemical and Environmental Engineering, Shenzhen Univ., Shenzhen 518060, China; Research Fellow, State Key Laboratory of Hydroscience and Engineering, Dept. of Hydraulic Engineering, Tsinghua Univ., Beijing 100084, China.

5. Professor, State Key Laboratory of Hydroscience and Engineering, Dept. of Hydraulic Engineering, Tsinghua Univ., Beijing 100084, China; Professor, State Key Laboratory of Plateau Ecology and Agriculture, Qinghai Univ., Xining 810016, China (corresponding author).

6. Assistant Professor, Water Research Center, Tsinghua International Graduate School, Tsinghua Univ., Shenzhen 518055, China.

Publisher

American Society of Civil Engineers (ASCE)

Subject

Management, Monitoring, Policy and Law,Water Science and Technology,Geography, Planning and Development,Civil and Structural Engineering

Reference36 articles.

1. Future Changes in Climate over the Arabian Peninsula based on CMIP6 Multimodel Simulations

2. Which downscaled rainfall data for climate change impact studies in urban areas? Review of current approaches and trends

3. Multi-model statistical downscaling of spring precipitation simulation and projection in central Asia based on canonical correlation analysis;Chen P.;ACTA Meteorol. Sin.,2017

4. Statistical downscaling of daily precipitation using support vector machines and multivariate analysis

5. A review of climate change scenario for impacts process study;Cheng A.;Sci. Geog. Sin.,2015

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