遥感大数据分析，地学精准人工智能

   

070503-地图学与地理信息系统

遥感大数据分析，GeoAI

2009-09--2012-06   中国科学院地理科学与资源研究所   理学博士
2006-09--2009-06   南京师范大学   理学硕士
2000-09--2004-06   南京师范大学   理学学士

   

2017-12~现在, 中国科学院地理科学与资源研究所, 副研究员
2015-01~2017-11,中国科学院地理科学与资源研究所, 助理研究员
2012-07~2014-12,中国科学院地理科学与资源研究所, 生态学博士后

   

（ 1 ） 一种近地表PM2.5浓度估算方法及估算系统, 发明, 2017, 第 2 作者, 专利号: ZL 2013 1 0503382.5

   

[1] Jiang, Hou, Lu, Ning, Qin, Jun, Yao, Ling. Hierarchical identification of solar radiation zones in China. RENEWABLE & SUSTAINABLE ENERGY REVIEWS[J]. 2021, 145: http://dx.doi.org/10.1016/j.rser.2021.111105.

[2] Yao, Ling, Lu, Jiaying, Xia, Xiaolin, Jing, Wenlong, Liu, Yangxiaoyue. Evaluation of the ERA5 Sea Surface Temperature Around the Pacific and the Atlantic. IEEE ACCESS[J]. 2021, 9: 12067-12073, https://doaj.org/article/b9bac101466844f19e4030c76249e5f2.

[3] Lu, Jiaying, Bu, Pengju, Xia, Xiaolin, Lu, Ning, Yao, Ling, Jiang, Hou. Feasibility of machine learning methods for predicting hospital emergency room visits for respiratory diseases. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH[J]. 2021, 28(23): 29701-29709, http://dx.doi.org/10.1007/s11356-021-12658-7.

[4] Yao, Ling, Liu, Tang, Qin, Jun, Lu, Ning, Zhou, Chenghu. Tree counting with high spatial-resolution satellite imagery based on deep neural networks. ECOLOGICAL INDICATORS[J]. 2021, 125: http://dx.doi.org/10.1016/j.ecolind.2021.107591.

[5] Jiang, Hou, Lu, Ning, Zhang, Xingxing, Yao, Ling, Bai, Yongqing. Satellite observed cooling effects from re-vegetation on the Mongolian Plateau. SCIENCE OF THE TOTAL ENVIRONMENT[J]. 2021, 781: http://dx.doi.org/10.1016/j.scitotenv.2021.146707.

[6] Liu, Yangxiaoyue, Yao, Ling, Jing, Wenlong, Di, Liping, Yang, Ji, Li, Yong. Comparison of two satellite-based soil moisture reconstruction algorithms: A case study in the state of Oklahoma, USA. JOURNAL OF HYDROLOGY[J]. 2020, 590: http://dx.doi.org/10.1016/j.jhydrol.2020.125406.

[7] Lu, Jiaying, Bu, Pengju, Xia, Xiaolin, Yao, Ling, Zhang, Zhixin, Tan, Yuanju. A New Deep Learning Algorithm for Detecting the Lag Effect of Fine Particles on Hospital Emergency Visits for Respiratory Diseases. IEEE ACCESS[J]. 2020, 8: 145593-145600, https://doaj.org/article/3ca4378eafc9420f8b07f2b81e230514.

[8] Jing, Wenlong, Zhao, Xiaodan, Yao, Ling, Jiang, Hao, Xu, Jianhui, Yang, Ji, Li, Yong. Variations in terrestrial water storage in the Lancang-Mekong river basin from GRACE solutions and land surface model. JOURNAL OF HYDROLOGY[J]. 2020, 580: http://dx.doi.org/10.1016/j.jhydrol.2019.124258.

[9] Jing, Wenlong, Di, Liping, Zhao, Xiaodan, Yao, Ling, Xia, Xiaolin, Liu, Yangxiaoyue, Yang, Ji, Li, Yong, Zhou, Chenghu. A data-driven approach to generate past GRACE-like terrestrial water storage solution by calibrating the land surface model simulations. ADVANCES IN WATER RESOURCES[J]. 2020, 143: http://dx.doi.org/10.1016/j.advwatres.2020.103683.

[10] Liu, Yangxiaoyue, Xia, Xiaolin, Yao, Ling, Jing, Wenlong, Zhou, Chenghu, Huang, Wumeng, Li, Yong, Yang, Ji. Downscaling Satellite Retrieved Soil Moisture Using Regression Tree-Based Machine Learning Algorithms Over Southwest France. EARTH AND SPACE SCIENCE[J]. 2020, 7(10): https://doaj.org/article/84914b5a781749908ed140d7862dec28.

[11] Jiang, Hou, Lu, Ning, Huang, Guanghui, Yao, Ling, Qin, Jun, Liu, Hengzi. Spatial scale effects on retrieval accuracy of surface solar radiation using satellite data. APPLIED ENERGY[J]. 2020, 270: http://dx.doi.org/10.1016/j.apenergy.2020.115178.

[12] Jing, Wenlong, Yao, Ling, Zhao, Xiaodan, Zhang, Pengyan, Liu, Yangxiaoyue, Xia, Xiaolin, Song, Jia, Yang, Ji, Li, Yong, Zhou, Chenghu. Understanding Terrestrial Water Storage Declining Trends in the Yellow River Basin. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES[J]. 2019, 124(23): 22-, http://dx.doi.org/10.1029/2019JD031432.

[13] Huang, Changchun, Jiang, Quanliang, Yao, Ling, Li, Yunmei, Yang, Hao, Huang, Tao, Zhang, Mingli. Spatiotemporal Variation in Particulate Organic Carbon Based on Long-Term MODIS Observations in Taihu Lake, China. REMOTE SENSING[J]. 2017, 9(6): http://www.irgrid.ac.cn/handle/1471x/1800057.

[14] Huang, C C, Yao, L, Huang, T, Zhang, M L, Zhu, A X, Yang, H. Wind and rainfall regulation of the diffuse attenuation coefficient in large, shallow lakes from long-term MODIS observations using a semianalytical model. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES[J]. 2017, 122(13): 6748-6763, http://159.226.73.51/handle/332005/17111.

[15] Shen, Yonglin, Yao, Ling. PM2.5, Population Exposure and Economic Effects in Urban Agglomerations of China Using Ground-Based Monitoring Data. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH[J]. 2017, 14(7): https://doaj.org/article/1fd4be6ea736452282661836e1627a0b.

[16] Yao, Ling. Causative impact of air pollution on evapotranspiration in the North China Plain. ENVIRONMENTAL RESEARCH[J]. 2017, 158: 436-442, http://dx.doi.org/10.1016/j.envres.2017.07.007.

[17] Changchun Huang, Ling Yao. Semi-Analytical Retrieval of the Diffuse Attenuation Coefficient in Large and Shallow Lakes from GOCI, a High Temporal-Resolution Satellite. REMOTE SENSING[J]. 2017, 9(8): http://159.226.73.51/handle/332005/17114.

[18] Zhang, Wenjie, Ren, Zhoupeng, Yao, Ling, Zhou, Chenghu, Zhu, Yunqiang. Numerical modeling and prediction of future response of permafrost to different climate change scenarios on the Qinghai-Tibet Plateau. INTERNATIONAL JOURNAL OF DIGITAL EARTH[J]. 2016, 9(5): 442-456, http://ir.igsnrr.ac.cn/handle/311030/43356.

[19] Yao, Ling, Lu, Ning, Yue, Xiafang, Du, Jia, Yang, Cundong. Comparison of Hourly PM2.5 Observations Between Urban and Suburban Areas in Beijing, China. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH[J]. 2015, 12(10): 12264-12276, http://ir.igsnrr.ac.cn/handle/311030/43590.

[20] Song, Ci, Pei, Tao, Yao, Ling. Analysis of the Characteristics and Evolution Modes of PM2.5 Pollution Episodes in Beijing, China During 2013. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH[J]. 2015, 12(2): 1099-1111, http://ir.igsnrr.ac.cn/handle/311030/38842.

[21] Yao, Ling, Lu, Ning. Particulate Matter Pollution and Population Exposure Assessment over Mainland China in 2010 with Remote Sensing. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH[J]. 2014, 11(5): 5241-5250, https://doaj.org/article/e5915939aa1b4d8798bb1ffb2db49dd4.

[22] Yao, Ling, Lu, Ning. Spatiotemporal distribution and short-term trends of particulate matter concentration over China, 2006-2010. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH[J]. 2014, 21(16): 9665-9675, http://www.irgrid.ac.cn/handle/1471x/912406.

   

（ 1 ） 耦合主被动遥感数据与空气质量模式的PM2.5优化估算研究, 主持, 国家级, 2018-01--2021-12
（ 2 ） 中国南北过渡带调查数据规范与标准及数据集成与共享, 主持, 国家级, 2017-02--2022-01
（ 3 ） 我国2016年乡镇界线及时间序列人口、GDP公里格网数据生产, 主持, 国家级, 2017-01--2018-12
（ 4 ） 粤港澳大湾区海岸带生态环境大数据与分析, 主持, 研究所（学校）, 2021-02--2025-01

现指导学生

陆佳莺  硕士研究生  070503-地图学与地理信息系统