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个人简介

招生专业 070601-气象学 招生方向 机器学习,大数据,天气预报,气候统计,极端天气气候事件 教育背景 2007-09--2012-06 中国科学院大气物理研究所 博士 2003-09--2007-06 中国农业大学,应用气象系 学士 工作简历 2017-01~现在, 中国科学院大气物理研究所, 副研究员 2012-07~2016-12,中国科学院大气物理研究所, 助理研究员 教授课程 气候统计方法和应用

研究领域

机器学习在大气科学中的应用: (1)Deep Learning Weather Prediction model (2)数据插补/插值、反演、融合等历史数据集的构建;基于机器学习的模式后处理订正预报;数据分析; (3)强对流(强降水、雷暴、冰雹)的识别和外推; 机场跑道精细化短临风、能见度的预报;

近期论文

查看导师最新文章 (温馨提示:请注意重名现象,建议点开原文通过作者单位确认)

(1) Machine-learning-based weather support for 2022 Winter Olympics, Advances in Atmospheric Sciences, 2020, 第 1 作者 (2) 基于随机森林插值分析的中亚夏季极端高温变化特征, 干旱区研究, 2020, 通讯作者 (3) 北京地区体感温度误差订正方法研究, 气象科学, 2020, 通讯作者 (4) A data-driven random subfeature ensemble learning algorithm for weather forecasting, Communications in Computational Physics, 2020, 第 3 作者 (5) A model output machine learning method for gird temperature forecasts in the Beijing area, Advances in Atmospheric Sciences, 2019, 第 3 作者 (6) Loss of work productivity in a warming world: Differences between developed and developing countries, Journal of Cleaner Production, 2019, 通讯作者 (7) 基于机器学习的数值天气预报风速订正研究, 气象, 2019, 通讯作者 (8) 基于机器学习的华北气温多模式集合预报的订正方法, 气候与环境研究, 2019, 通讯作者 (9) A Study of Objective Prediction for Summer Precipitation Patterns Over Eastern China Based on a Multinomial Logistic Regression Model, Atmosphere, 2019, 第 5 作者 (10) Decisive atmospheric circulation indices for July–August precipitation in North China based on tree models, Journal of Hydrometeorology, 2019, 第 3 作者 (11) Changing spring phenology dates in the Three-Rivers Headwater Region of Tibetan Plateau during 1960-2013, Advances in Atmospheric Sciences, 2018, 通讯作者 (12) Shifts in timing of Local Growing Season in China during 1961-2012, Theoretical and Applied Climatology, 2018, 第 1 作者 (13) Changing spring phenology dates in the Three-Rivers Headwater Region of Tibetan Plateau during 1960-2013, Advances in Atmospheric Sciences, 2018, 通讯作者 (14) 近46年安徽蚌埠霾日气候资料重建及时空特征分析, 气象与环境学报, 2018, 通讯作者 (15) 基于机器学习的华北气温多模式集合预报的订正方法, 气候与环境研究, 2018, 通讯作者 (16) Assessment of the Pacific decadal oscillation’s contribution to the occurrence of local rainfall in north China, Climatic Change, 2016, 通讯作者 (17) The super-heat wave in eastern China during July-August 2013, International Journal Climatology, 2016, 第 1 作者 (18) Projection of the Zhujiang (Pearl) River Delta's potential submerged are due to sea level rise during the 21st century based on CMIP5 simulations, Acta Oceanologica Sinica, 2015, 第 1 作者 (19) Projections of the Advance in the Start of the Growing Season During the 21st Century Based on CMIP5 Simulations, Advances in Atmospheric Sciences, 2015, 第 1 作者 (20) Changes in Local Growing season Indices in Shanghai to Urbanization during 1873-2013, Atmospheric and Oceanic Science Letters, 2015, 第 1 作者 (21) 土地利用变化对20世纪中国地区气候干湿变化的影响, 气候与环境研究, 2015, 第 1 作者 (22) Changes in the local growing season in eastern China during 1909−2012, Scientific Online Letters on the Atmosphere, 2014, 第 1 作者 (23) Multidecadal variability in local growing season during 1901-2009, Climate Dynamics, 2013, 第 1 作者 (24) Changes in Seasonal Cycle and Extremes in China during the Period 1960-2008, Advances in Atmospheric Sciences, 2011, 第 2 作者 (25) Changes in Seasonality in China under Enhanced Atmospheric CO2 Concentration. Atmospheric and Oceanic Science Letters, Atmospheric and Oceanic Science Letters, 2011, 第 1 作者 (26) “三伏”的气候学定义和区划, 气候与环境研究, 2011, 第 1 作者

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