|
|
|
个人简介
|
|
|
|
|
 杨赤，男，汉族，1968年3月生。北京师范大学全球变化与地球系统科学研究院高级研究员、副教授、硕士生导师。2001年6月中国科学院大气物理研究所博士毕业，同年留所任助理研究员。2002年7月-2005年10月赴英国伦敦大学学院统计科学系进行博士后研究，2005年12月-2010年9月任北京师范大学水科学研究院“985”研究员、副教授，2010年10月受聘于北京师范大学全球变化与地球系统科学研究院。长期致力于统计方法在大气和水文科学中的应用研究。
|
|
|
|
|
主要研究内容
|
|
|
|
|
研究领域为现代统计理论和机器学习方法在地球科学中的应用。主要研究工作包括：气候变化和气候极值分析、水文/气象要素的随机模拟方法、台风灾害危险性分析等。主要研究方法包括：非参数回归、函数型数据分析、贝叶斯统计、机器学习等。
|
|
|
|
|
代表性论著
|
|
|
|
|
Yang, Chi, Xu, Jing, Yin, Jianming (2021). Stochastic Simulation of Tropical Cyclones for Risk Assessment at One Go: A Multivariate Functional PCA Approach, Earth and Space Science, 8(8): e2021EA001748. https://doi.org/10.1029/2021EA001748.
|
|
Fei, R., Xu, J., Wang, Y., & Yang, C. (2020). Factors Affecting the Weakening Rate of Tropical Cyclones over the Western North Pacific, Monthly Weather Review, 148(9), 3693-3712. https://doi.org/10.1175/MWR-D-19-0356.1.
|
|
Xu, J., Wang, Y., & Yang, C. (2019). Factors affecting the variability of maximum potential intensity (MPI) of tropical cyclones over the North Atlantic. Journal of Geophysical Research: Atmospheres, 124, 6654-6668. https://doi.org/10.1029/2019JD030283.
|
|
Xu, J., Wang, Y., & Yang, C. (2019). Interbasin differences in the median and variability of tropical cyclone MPI in the northern hemisphere. Journal of Geophysical Research: Atmospheres, 124, 13714-13730. https://doi.org/10.1029/2019JD031588.
|
|
杨赤 (2018). 我国东部季风区主要流域气候变化情景下日平均温度和日降水量随机模拟数据集. 全球变化数据学报, 2(1): 21–26. DOI: 10.3974/geodp.2018.01.04.
|
|
Chi Yang, Lingshan Li, Jing Xu (2018). Changing temperature extremes based on CMIP5 output via semi-parametric quantile regression approach. International Journal of Climatology. DOI:10.1002/joc.5524.
|
|
Yang Chi (2018). Stochastic Simulations Daily Mean Temperature and Precipitation Dataset over Basins in the East Asian Monsoon Area of China under the Climate Change Scenarios ( EAMA-CMIP5-Tas&Pr ) [DB/OL].Global Change Research Data Publishing & Repository.DOI:10.3974/geodb.2018.01.02.V1.
|
|
Yang Chi (2017). Dataset of Percentile-Based ETCCDI Temperature Extremes Indices for CMIP5 Model Output (CMIP5TEI), Global Change Research Data Publishing & Repository. DOI:10.3974/geodb.2017.02.09.V1.
|
|
Chi Yang, Jing Xu (2017). A semi-parametric regression approach to climatological quantile estimation for generating percentile-based temperature extremes indices. Atmos. Sci. Let. 18: 60–66.
|
|
Chi Yang, Yang Li, Jing Xu (2016). Bayesian geoadditive modelling of climate extremes with nonparametric spatially varying temporal effects. Int. J. Climatol. 36: 3975–3987.
|
|
李洋，杨赤 (2015). 中国区域气候极值重现水平的非平稳模型及趋势分析. 气候与环境研究, 20(3), doi: 10.3878/j.issn.1006-9585.2015.14246.
|
|
杨赤, 刘志雨, 李洋 (2015). 淮河流域水文极值预测模型研究. 气候变化研究进展, 11(1): 22-30.
|
|
LI Tao, ZHENG Xiaogu, DAI Yongjiu, YANG Chi, et al. (2014). Mapping Near-surface Air Temperature, Pressure, Relative Humidity and Wind Speed over Mainland China with High Spatiotemporal Resolution. ADVANCES IN ATMOSPHERIC SCIENCES, 31(5): 1127-1135.
|
|
Chengcheng Huang, Xiaogu Zheng, Andrew Tait, Yongjiu Dai, Chi Yang, et al. (2014). On using smoothing spline and residual correction to fuse rain gauge observations and remote sensing data. Journal of Hydrology, 508: 410-417.
|
|
Xuanze Zhang, Xiaogu Zheng, Chi Yang, et al. (2013). A new weighting function for estimating microwave sounding unit channel 4 temperature trends simulated by CMIP5 climate models. Advances in Atmospheric Sciences, 30(3): 779-789.
|
|
Yang Chi, Yan Zhongwei, and Shao Yuehong (2012). Probabilistic precipitation forecasting based on ensemble output using generalized additive models and Bayesian model averaging. Acta Meteor. Sinica, 26(1), 1–12, doi: 10.1007/s13351-012-0101-8.
|
|
Xu Jing, Yang Chi (corresponding author) and Zhang Guoping (2007). Regional Integrated Meteorological Forecasting and Warning Model for Geological Hazards Based on Logistic Regression, Wuhan University Journal of Natural Sciences, 12(4):638-644.
|
|
Yang C, Chandler RE, Isham VS and Wheater HS (2006). Quality control for daily observational rainfall series in the UK, Water and Environment Journal, 20(3):185-193.
|
|
Chandler RE, Isham VS, Bellone E, Yang C and Northrope P (2006). Space-Time Modelling of Rainfall for Continuous Simulation, in Statistical Methods for Spatio-Temporal Systems (Monographs on Statistical and Applied Probability 107), Chapman & Hall/CRC: 177-215.
|
|
Yang C, Chandler RE, Isham VS and Wheater HS (2005). Spatial-temporal rainfall simulation using Generalized Linear Models, Water Resources Research, 41:W11415, doi:10.1029/2004WR003739.
|
|
Yang C, Chandler RE, Isham VS, Annoni C and Wheater HS (2005). Simulation and downscaling models for potential evaporation, Journal of Hydrology, 302(1-4): 239-254.
|
|
Yan Zhongwei, Yang Chi and Phil Jones (2001). Influence of inhomogeneity on the estimation of mean and extreme temperature trends in Beijing and Shanghai, Advances in Atmospheric Sciences, 18(5): 309-322.
|
|
严中伟, 杨赤, 2000: 近几十年中国极端气候变化格局. 气候与环境研究, 5(3), 267-272.
|
|
|
|
|
承担科研项目
|
|
|
|
|
国家自然科学基金委员会面上项目（41875057）“基于机器学习方法的热带气旋加强机理与预报技术研究”，参与人。
|
|
中央高校基本科研业务费专项“全球变暖背景下气候极值的统计降尺度方法研究”（2012LZD12），负责人。
|
|
全球变化研究国家重大科学研究计划“全球气候变化数据的评估、同化、融合与应用”子课题四“气候模式的可信度验证和改进气候模式预报的方法研究”（2010CB951604），课题骨干。
|
|
科技部国家重点基础研究发展规划项目“气候变化对我国东部季风区陆地水循环与水资源安全的影响及适应对策”子课题二“气候变化背景下未来水文情景预估及不确定性研究”（2010CB428402），参与人。
|
|
|
|
|
联系方式
|
|
|
|
|
|
|
|
