Personal Information
Doctoral Supervisor Master Tutor
Gender:Male
Education Level:With Certificate of Graduation for Doctorate Study
Status:Employed
School/Department:遥感信息工程学院
Discipline:
Cartography and Geography Information Systems
E-Mail:abc6fe20a1632f75e90d47286caa4fbfa3b66d06e8ab79616d40746a0e9d1a1107211ede64ced89901e3b9ecb83933eef766512a54a852d30a7891fc931ef5d6d0f3ba84326e558b0b92c592ddb10bc18caaef86bb88fed98c7de7526ebdf6dd0a6f401f6e06f462ff6ec713aab6971f03cfaf167376a655fc764904d097b2b7
Personal Profile
陶然,武汉大学遥感信息工程学院教授,博导,国家级青年人才计划入选者。回国前曾任美国南佛罗里达大学长聘副教授、美国地理学家协会Cyberinfrastructure 分会主席、美国自然科学基金NSF研究项目负责人和评审专家等职务。陶博士长期致力于空间统计、地理空间人工智能、地理流大数据的基础理论与领域应用相关研究,在国际上率先发展了一套较为完善的地理流大数据时空分析、挖掘与建模的方法体系,包括新的地理流空间测度的方法、地理流探索式空间分析方法和空间交互模型。提升了地理流大数据在防疫抗灾、智慧出行、城市与区域规划等重要领域的应用水平。
研究方向:地理空间人工智能、空间统计模型与方法、大数据时空分析与挖掘、人类移动性、地图学与空间数据可视化、大模型与生成式AI、交通地理、城市地理、健康地理。详见科学研究页面。
谷歌学术主页:https://scholar.google.com/citations?user=WUk8QDAAAAAJ&hl=en
GitHub: https://github.com/bobyellow
新团队正在快速组建中,请有意向的博士后、博士、硕士、以及热爱科研的本科生邮件联系,注明来意并附上简历.
近期代表性论文(学生一作):
Ran Tao, Jean-Claude Thill. (2025). A Reciprocal Statistic for Detecting the Full Range of Local Patterns of Bivariate Spatial Association. Annals of the American Association of Geographers, 1-22. 地理学旗舰期刊 SSCI 二区Top
Yuzhou Chen, Ran Tao*, Qiwei Ma, Mingshu Wang. (2025). Shrinking cities in China's urban network: a data-driven exploration of migration and investment flows. Applied Geography, 180, 103664. SSCI 二区Top
Yuzhou Chen, Qiwei Ma, Ran Tao*. (2025). Addressing the Fixed Effects in Gravity Model based on Origin-Destination Pairs. International Journal of Geographical Information Science, 1-21. SCI 一区Top
Peng Chen, Xiankui Yang, Feng Hao, Ran Tao*. (2025). Decoding Electric Vehicle Adoption using XGBoost and SHAP Analysis. Travel Behaviour and Society. SSCI 一区Top
Zhenzhi Jiao, Ran Tao*. (2025). Geographical Gaussian Process Regression: A Spatial Machine Learning Model Based on Spatial Similarity. Geographical Analysis 空间分析经典期刊 SSCI
Zhenzhi Jiao, Ran Tao*. (2025). Geographical Graph Attention Networks: Spatial Deep Learning Models Based on Spatial Similarity. Transactions in GIS, 29(2), e70029. SSCI
Ran Tao, Xiankui Yang, Feng Hao, Peng Chen. (2024). Demographic Disparity and Influences in Electric Vehicle Adoption: A Florida Case Study. Transportation Research Part D: Transport and Environment. 136: 104465. SCI 一区Top
Qiwei Ma, Anqi Liu, Yuzhou Chen, Ran Tao*. (2024). Border Effects for Domestic Travel in China during COVID-19 Pandemic. Journal of Transport Geography, 116, 103857. SSCI 一区Top
Ran Tao, Yuzhou Chen, Jean-Claude Thill. (2023). Spatiotemporal Association in Flow Data: A Space-Time Flow LISA Approach. Computer, Environment and Urban Systems 106: 102042. SSCI 一区Top
Yuzhou Chen, Zhaoya Gong, Qiwei Ma, Ran Tao*(2023). Exploring the Spatiotemporal Relationships Between Search Flows and Travel Flows. Transactions in GIS 27(5): 1338-1356. SSCI
Lauren Carter, Ran Tao* (2023). Evaluating COVID-19’s Impacts on Puerto Rican’s Travel Behaviors. Geo-Spatial Information Science, 1-11. SCI 一区
Ran Tao, Yuzhou Chen. (2023). Applying Local Indicators of Spatial Association (LISA) to Analyze Longitudinal Data: The Absolute Perspective. Geographical Analysis 55(2): 225-238. 空间分析经典期刊 SSCI
Other Contact Information
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Educational Experience
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2012.8-2017.5
北卡罗来纳大学夏洛特分校 | 地理与城市区域分析 | 博士
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2008.9-2012.6
武汉大学 | 遥感科学与技术 | 学士
Work Experience
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2025.7-Now
遥感信息工程学院 | 武汉大学 | 遥感信息工程学院 | 教授
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2024.6-2025.7
地球科学学院 | 南佛罗里达大学(美国) | 地球科学学院 | 副教授(终身制)
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2018.8-2024.6
地球科学学院 | 南佛罗里达大学(美国) | 地球科学学院 | 助理教授
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2017.8-2018.8
空间科学中心 | 南加州大学(美国) | 空间科学中心 | 讲师
Social Affiliations
Research Focus
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Research Group
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