Personal information

Other IDs

SciProfiles: 2047488

Keywords

Machine Learning in Tropical cyclone forecasting, precipitation nowcasting, Deep learning in earth system modeling

Countries

China

Biography

artificial intelligence, deep learning, meteorological modeling, tropical cyclone & precipitation nowcast

Activities

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Employment (1)

Sun Yat-sen University: Guangzhou, Guangdong, CN

Employment
Source: Self-asserted source
Jinkai Tan

Education and qualifications (1)

East China Normal University: Shanghai, CN

Education
Source: Self-asserted source
Jinkai Tan

Funding (2)

China Postdoctoral Science Foundation

Grant
Chongqing Postdoctoral Science Foundation (Beijing, CN)
Source: Self-asserted source
Jinkai Tan

GuangDong Basic and Applied Basic Research Foundation ( 2020A1515110457)

Grant
Natural Science Foundation of Guangdong Province (Guangzhou, CN)
Source: Self-asserted source
Jinkai Tan

Works (17)

Reconstruction of Radar Composite Reflectivity Based on Satellite Observations and Deep Learning

2025-03-18 | Preprint
DOI: 10.5194/egusphere-egu25-8958
Contributors: Jianyu Zhao; Sheng Chen; Jinka Tan; Qiqiao Huang; Liang Gao; Yanping Li; Chunxia Wei
Source: check_circle
Crossref

Intelligent Reconstruction of Radar Composite Reflectivity Based on Satellite Observations and Deep Learning

Remote Sensing
2024-01-10 | Journal article
DOI: 10.3390/rs16020275
Contributors: Jianyu Zhao; Jinkai Tan; Sheng Chen; Qiqiao Huang; Liang Gao; Yanping Li; Chunxia Wei
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Deep learning model based on multi-scale feature fusion for precipitation nowcasting

Geoscientific Model Development
2024-01-04 | Journal article
DOI: 10.5194/gmd-17-53-2024
Contributors: Jinkai Tan; Qiqiao Huang; Sheng Chen
Source: check_circle
Crossref

Deep Learning Model based on Multi-scale Feature Fusion for Precipitation Nowcasting

2023-07-07 | Preprint
DOI: 10.5194/gmd-2023-109
Contributors: Jinkai Tan; Qiqiao Huang; Sheng Chen
Source: check_circle
Crossref

Perspectives on Compound Flooding in Chinese Estuary Regions

International Journal of Disaster Risk Science
2023-04-11 | Journal article
DOI: 10.1007/s13753-023-00482-1
Part of ISSN: 2095-0055
Part of ISSN: 2192-6395
Contributors: Hanqing Xu; Elisa Ragno; Jinkai Tan; Alessandro Antonini; Jeremy D. Bricker; Sebastiaan N. Jonkman; Qing Liu; Jun Wang
Source: Self-asserted source
Jinkai Tan

Exploring the Dynamic Impact of Extreme Climate Events on Vegetation Productivity under Climate Change

Forests
2023-04-05 | Journal article
DOI: 10.3390/f14040744
Contributors: Hanqing Xu; Jinkai Tan; Chunlan Li; Yiying Niu; Jun Wang
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

TSRC: A Deep Learning Model for Precipitation Short-Term Forecasting over China Using Radar Echo Data

Remote Sensing
2022-12-27 | Journal article
DOI: 10.3390/rs15010142
Contributors: Qiqiao Huang; Sheng Chen; Jinkai Tan
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Compound flood impact of water level and rainfall during tropical cyclone periods in a coastal city: the case of Shanghai

Natural Hazards and Earth System Sciences
2022-07-18 | Journal article
DOI: 10.5194/nhess-22-2347-2022
Contributors: Hanqing Xu; Zhan Tian; Laixiang Sun; Qinghua Ye; Elisa Ragno; Jeremy Bricker; Ganquan Mao; Jinkai Tan; Jun Wang; Qian Ke et al.
Source: check_circle
Crossref

A Deep Learning Weather Model for Precipitation Nowcasting over China

IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium
2022-07-17 | Conference paper
DOI: 10.1109/igarss46834.2022.9883904
Contributors: Sheng Chen; Qiqiqo Huang; Jinkai Tan; Junjun Hu; Jing Tang
Source: Self-asserted source
Jinkai Tan

Tropical Cyclone Intensity Estimation Using Himawari-8 Satellite Cloud Products and Deep Learning

Remote Sensing
2022-02-09 | Journal article
DOI: 10.3390/rs14040812
Contributors: Jinkai Tan; Qidong Yang; Junjun Hu; Qiqiao Huang; Sheng Chen
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Compound flood impact of water level and rainfall during tropical cyclone period in a coastal city: The case of Shanghai

[]
2022-01-25 | Preprint
DOI: 10.5194/nhess-2022-26
Source: Self-asserted source
Jinkai Tan
grade
Preferred source (of 2)‎

Supplementary material to "Compound flood impact of water level and rainfall during tropical cyclone period in a coastal city: The case of Shanghai"

2022-01-25 | Preprint
DOI: 10.5194/nhess-2022-26-supplement
Contributors: Hanqing Xu; Zhan Tian; Laixiang Sun; Qinghua Ye; Elisa Ragno; Jeremy Bricker; Ganquan Mao; Jinkai Tan; Jun Wang; Qian Ke et al.
Source: check_circle
Crossref

Hazard Assessment for Typhoon‐Induced Coastal Flooding and Inundation in Shanghai, China

Journal of Geophysical Research: Oceans
2021-07 | Journal article
DOI: 10.1029/2021jc017319
Part of ISSN: 2169-9275
Part of ISSN: 2169-9291
Source: Self-asserted source
Jinkai Tan

Western North Pacific tropical cyclone track forecasts by a machine learning model

Stochastic Environmental Research and Risk Assessment
2021-06-13 | Journal article
DOI: 10.1007/s00477-020-01930-w
Contributors: Jinkai Tan; Sheng Chen; Jun Wang
Source: check_circle
Crossref

Projected changes of typhoon intensity in a regional climate model: Development of a machine learning bias correction scheme

International Journal of Climatology
2021-03-30 | Journal article
DOI: 10.1002/joc.6987
Contributors: Jinkai Tan; Sheng Chen; Chia‐Ying Lee; Guangtao Dong; Wenyan Hu; Jun Wang
Source: check_circle
Crossref

Impact of traffic on the spatiotemporal variations of spatial accessibility of emergency medical services in inner-city Shanghai

Environment and Planning B: Urban Analytics and City Science
2020-06 | Journal article
DOI: 10.1177/2399808318809711
Part of ISSN: 2399-8083
Part of ISSN: 2399-8091
Source: Self-asserted source
Jinkai Tan

A prediction scheme of tropical cyclone frequency based on lasso and random forest

Theoretical and Applied Climatology
2018-08 | Journal article
DOI: 10.1007/s00704-017-2233-3
Part of ISSN: 0177-798X
Part of ISSN: 1434-4483
Source: Self-asserted source
Jinkai Tan
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