个人简历

教育简历

• •2005-2008, 华东师范大学，地理科学学院，博士

• •2002-2005, 华东师范大学，地理科学学院，硕士

• •1998-2002, 华东师范大学，地理科学学院，学士

工作简历

• •2013-至今，任职于复旦大学环境科学与工程系

• •2014-2015，美国佛罗里达大学Department of Urban and Regional Planning，Visiting Scholar

• •2010-2013，任职于复旦大学信息科学与工程学院

• •2008-2010，华东师范大学河口海岸学国家重点实验室，博士后

硕士生导师/方向

• 环境遥感；地理信息系统；大数据挖掘；深度学习

学术兼职

• 《Stochastic Environmental Research and Risk Assessment》、《International Journal of Remote Sensing》、《Ocean & Coastal Management》、《中国环境科学》、《测绘学报》等国内外学术刊物的审稿人

人才培养

本科生课程

• •《环境信息技术实验》、《地理信息系统及其应用》、《环境科学与工程虚拟仿真实验》、《地理信息系统及其应用H》

研究生课程

• •《现代测量与遥感技术》

科学研究

主持和参与的主要项目

• 1.国家“十三五”重点研发计划，长三角城市群生态安全保障关键技术研究与集成示范（课题六：长三角城市群生态安全协同联动决策支持系统和平台构建及集成示范），子课题

• 2.国家自然科学基金，城市街区形态布局对大气颗粒物扩散及人群暴露空间变化的影响机理研究，主持

• 3.中移动项目，基于中国移动位置大数据的生态环境风险预估算法，子课题

• 4.地理信息科学教育部重点实验室基金资助项目，滨海湿地生态系统动态演变的遥感监测与模拟研究，主持

• 5.国家海洋局海域管理技术重点实验室资助项目，基于多时相遥感影像的水边线探测及岸滩DEM构建，主持

教研成果

代表性论文

• Wang Donger, Dai Xiaoyan*, Zhou Liguo. Research on the impact of PM2.5 pollution and climate change on respiratory diseases in Chinese children based on XGBoost-SHAP. Atmosphere 2026, 17(4), 391.

• Qiu Jiang, Dai Xiaoyan*, Zhou Liguo. Construction of a model for estimating PM2.5 concentration in the Yangtze River Delta urban agglomeration based on missing value interpolation of Satellite AOD data and a machine learning algorithm. Atmosphere 2026, 17(1), 11.

• Wang Mengyao, Dai Xiaoyan*, Zhang Hao. Spatiotemporal dynamics of CO2 emissions in China based on multivariate spatial statistics. Atmosphere 2024, 15(5), 538.

• Wang Yiwen, Dai Xiaoyan*, Gong Deming, Zhou Liguo, Zhang Hao, Ma Weichun. Correlations between urban morphological indicators and PM2.5 pollution at street-level: Implications on urban spatial optimization. Atmosphere 2024, 15(3), 341.

• Gong Deming, Dai Xiaoyan*, Zhou Liguo. Satellite-based optimization and planning of urban ventilation corridors for a healthy microclimate environment. Sustainability 2023, 15(21), 15653.

• Xiaoyan Dai, Chao Wei, Liguo Zhou, Ping Li. Identification and Characterization of PM2.5 Emission Sources in Shanghai during COVID-19 Pandemic in the Winter of 2020, Sustainability,2022, 14(17).

• Shubo Fang, Qu Cui, Xiaoyan Dai*. Concentrations and accumulation rates of polychlorinated biphenyls in soil along an urban–rural gradient in Shanghai. Environmental Science and Pollution Research, 2020, 27, 8835-8845.

• Yan-jun Guo, Jie-jie Han, Xi Zhao, Xiao-yan Dai*, Hao Zhang. Understanding the Role of Optimized Land Use/Land Cover Components in Mitigating Summertime Intra-Surface Urban Heat Island Effect: A Study on Downtown Shanghai, China. Energies, 2020, 13(7), 1-17.

• Shubo Fang, Huihuan Pang, Xiaoyan Dai*. Soil nitrogen and phosphorous dynamics by in situ soil experiments along an urban-rural gradient in Shanghai, China. Environmental Science and Pollution Research, 2019, 26, 31026-31037.

• Xiaoyan Dai, Yuanqing Zhou, Weichun Ma, Liguo Zhou. Influence of spatial variation in land-use patterns and topography on water quality of the rivers inflowing to Fuxian Lake, a large deep lake in the plateau of southwestern China. Ecological Engineering, 2017, 99, 417-428.

• Pin Ma, Xiaoyan Dai*, Zhongyang Guo, Chao Wei, Weichun Ma. Detection of thermal pollution from power plants on China’s eastern coast using remote sensing data. Stochastic Environmental Research and Risk Assessment, 2017, 31(8), 1957-1975.

• Zhang Cuiping, Wang Bei, Dai Xiaoyan, Li Shuying, Lu Guangqiu, Zhou Yuanqing. Structure and function of the bacterial communities during rhizoremediation of hexachlorobenzene in constructed wetlands. Environmental Science and Pollution Research, 2017, 24(12), 11483-11492.

• Weichun Ma, Liguo Zhou, Hao Zhang, Yan Zhang, Xiaoyan Dai*. Air temperature field distribution estimations over a Chinese mega-city using MODIS land surface temperature data: the case of Shanghai. Frontiers of Earth Science, 2016, 10(1), 38-48.

• Xiaoyan Dai, Junjie Ma, Hao Zhang, Wencheng Xu. Evaluation of ecosystem health for the coastal wetlands at the Yangtze Estuary, Shanghai. Wetlands Ecology and Management, 2013, 21, 433-445.

• Xiaoyan Dai, Zhuo Li, Shouyi Lin, Wencheng Xu. Assessment and zoning of eco-environmental sensitivity for a typical developing province in China. Stochastic Environmental Research and Risk Assessment, 2012, 26, 1095-1107.

• Zhongyang Guo, Xiaoyan Dai*, Xiaodong Li, Shufeng Ye. Predict typhoon-induced storm surge deviation in a principal component back-propagation neural network model. Chinese Journal of Oceanology and Limnology, 2012, 30(6), 1-8.

• Xiaoyan Dai, Zhongyang Guo, Liquan Zhang, Jianping Wu. Spatio-temporal pattern of urban land cover evolvement with urban renewal and expansion in Shanghai based on mixed-pixel classification for remote sensing imagery. International Journal of Remote Sensing, 2010, 31(23), 6095-6114.

• Xuezhong Fan, Xiaoyan Dai, Guangjie Yang, Zhirong Jia, Lifeng Liu, Na Sun. Detecting artificialization process and corresponding state changes of estuarine ecosystems based on naturalness assessment. Ocean & Coastal Management, 2017, 146, 178-186.

• Chao Wei, Xiaoyan Dai, Shufeng Ye, Zhongyang Guo, Jianping Wu. Prediction analysis model of integrated carrying capacity using set pair analysis. Ocean & Coastal Management, 2016, 120, 39-48.