遥感技术与应用 2016, Vol. 31 Issue (3): 607-616 DOI: 10.11873/j.issn.1004-0323.2016.3.0607 |
遥感应用 |
|
|
|
|
基于K 最近邻模型的青藏高原CMORPH日降水数据的订正研究 |
王玉丹1,2,南卓铜3,陈浩4,吴小波1
|
(1.中国科学院寒区旱区环境与工程研究所,甘肃兰州 730000;2.中国科学院大学,北京 100049;
3.南京师范大学地理科学学院,江苏南京 210023;4.宝鸡文理学院,陕西宝鸡 721013) |
|
Correction of CMORPH Daily Precipitation Data over the Qinghai-Tibetan Plateau with K-Nearest Neighbor Model |
Wang Yudan1,2,Nan Zhuotong3,Chen Hao4,Wu Xiaobo1
|
(1.Cold and Arid Regions Environmental and Engineering Research Institute,
Chinese Academy of Sciences,Lanzhou 730000,China;
2.University of Chinese Academy of Sciences,Beijing 100049,China;
3.School of Geography Science,Nanjing Normal University,Nanjing 210023,China;
4.Baoji University of Science and Art,Baoji 721013,China) |
引用本文:
王玉丹,南卓铜,陈浩,吴小波. 基于K 最近邻模型的青藏高原CMORPH日降水数据的订正研究[J]. 遥感技术与应用, 2016, 31(3): 607-616.
Wang Yudan,Nan Zhuotong,Chen Hao,Wu Xiaobo. Correction of CMORPH Daily Precipitation Data over the Qinghai-Tibetan Plateau with K-Nearest Neighbor Model. Remote Sensing Technology and Application, 2016, 31(3): 607-616.
链接本文:
http://www.rsta.ac.cn/CN/10.11873/j.issn.1004-0323.2016.3.0607
或
http://www.rsta.ac.cn/CN/Y2016/V31/I3/607
|
[1]Wu Guoxiong,Wang Jun,Liu Xin,et al.Numerical Modeling of the Influence of Eurasian Orography on the Atmospheric Circulation in Different Season[J].Acta Meteorologica Sinica,2005,63(5):603-612.[吴国雄,王军,刘新,等.欧亚地形对不同季节大气环流影响的数值模拟研究[J].气象学报,2005,63(5):603-612.][2]Wang Tongmei,Wu Guoxiong,Wan Rijin.Role of the Tibetan Plateau Thermal Forcing in the Summer Climate Patterns over Subtropical Asia[J].Plateau Meteorology,2008,27(1):1-9.[王同美,吴国雄,万日金.青藏高原的热力和动力作用对亚洲季风区环流的影响[J].高原气象,2008,27(1):1-9.][3]Moulin L,Gaume E,Obled C.Uncertainties on Mean Areal Precipitation:Assessment and Impact on Streamflow Simulations[J].Hydrology and Earth System Sciences,2009,13(2):99-114.[4]Joyce R J,Janowiak J E,Arkin P A,et al.CMORPH:A Method that Produces Global Precipitation Estimates from Passive Microwave and Infrared Data at High Spatial and Temporal Resolution[J].Journal of Hydrometeorology,2004,5(3):487-503.[5]Ebert E E,Janowiak J E,Kidd C.Comparison of Near-real-time Precipitation Estimates from Satellite Observations and Numerical Models[J].Bulletin of the American Meteorological Society,2007,88(1):1-47.[6]Yang Y F,Luo Y.Evaluating the Performance of Remote Sensing Precipitation Products Cmorph,Persiann,and Tmpa,in the Arid Region of Northwest China[J].Theoretical and Applied Climatology,2014,118(3):429-445.[7]Xu Shiguang,Niu Zheng,Shen Yan,et al.A Research into the Characters of CMORPH Remote Sensing Precipitation Error in China[J].Remote Sensing Technology and Application,2014,29(2):189-194.[许时光,牛铮,沈艳,等.CMORPH卫星降水数据在中国区域的误差特征研究[J].遥感技术与应用,2014,29(2):189-194.][8]Xu Shiguang,Niu Zheng,Shen Yan,et al.Evaluation and Modification of CMORPH Multi-satellite Precipitation Estimates in Summer over Tibetan Plateau[J].Remote Sensing Information,2015,30(1):71-76.[许时光,牛铮,沈艳,等.CMORPH对青藏高原地区夏季降水的模拟精度研究与修正[J].遥感信息,2015,30(1):71-76.][9]Shen Y,Xiong A Y,Wang Y,et al.Performance of High-resolution Satellite Precipitation Products over China[J].Journal of Geophysical Research-Atmospheres,2010,115(2):144-153.[10]Yu Jingjing,Shen Yan,Pan Yang,et al.Improvement of Satellite-nased Precipitation Estimates over China based on Probability Density Function Matching Method[J].Journal of Applied Meteorological Science,2013,24(5):544-553.[宇婧婧,沈艳,潘旸,等.概率密度匹配法对中国区域卫星降水资料的改进[J].应用气象学报,2013,24(5):544-553.][11]Kan Baoyun,Su Fengge,Tong Kai,et al.Analysis of the Applicability of Four Precipitation Datasets in the Upper Reaches of the Yarkant River,the Karakorum[J].Journal of Glaciology and Geocryology,2013,35(3):710-722.[阚宝云,苏凤阁,童凯,等.四套降水资料在喀喇昆仑山叶尔羌河上游流域的适用性分析[J].冰川冻土,2013,35(3):710-722.][12]Zhang Mengmeng,Jiang Zhihong.Analyses of High-resolution Merged Precipitation Products over China[J].Climatic and Environmental Research,2013,18(4):461-471.[张蒙蒙,江志红.我国高分辨率降水融合资料的适用性评估[J].气候与环境研究,2013,18(4):461-471.][13]Shen Yan,Pan Yang,Yu Jingjing,et al.Quality Assessment of Hourly Merged Precipitation Product over China[J].Transactions of Atmospheric Sciences,2013,36(1):37-46.[沈艳,潘旸,宇婧婧,等.中国区域小时降水量融合产品的质量评估[J].大气科学学报,2013,36(1):37-46.][14]Jiang Zhihong,Lu Yao,Ding Yuguo.Analysis of the High-resolution Merged Precipitation Products over China based on the Temporal and Spatial Structure Score Indices[J].Acta Meteorologica Sinica,2013,71(5):891-900.[江志红,卢尧,丁裕国.基于时空结构指标的中国融合降水资料质量评估[J].气象学报,2013,71(5):891-900.][15]Jia S F,Zhu W B,Lü A F,et al.A Statistical Spatial Downscaling Algorithm of TRMM Precipitation nased on NDVI and DEM in the Qaidam Basin of China[J].Remote Sensing of Environment,2011,115(12):3069-3079.[16]Daly C,Neilson R P,Philips D L.A Statistical Topographic Model for Mapping Climatological Precipitation over Mountainous Terrain[J].Journal of Applied Meteorology,1994,33(2):140-158.[17]Liu Yaqin,Fan Guangzhou,Zhou Dingwen,et al.Variability of NDVI in Winter and Spring on the Tibetan Plateau and Their Relationship with Summer Precipitation[J].Acta Meteorologica Sinica,2007,65(6):959-967.[刘雅勤,范广洲,周定文,等.青藏高原冬、春植被归一化指数变化特征及其与高原夏季降水的联系[J].气象学报,2007,65(6):959-967.][18]Beuchat X,Schaefli B,Soutter M,et al.Toward a Robust Method for Subdaily Rainfall Downscaling from Daily Data[J].Water Resources Research,2011,47(9):24-42.[19]Hart P.The Condensed Nearest Neighbor Rule[J].IEEE Transactions on Information Theory,1968,14(3):515-516.[20]Zeng Xiaoqing,Shao Mingxuan,Wang Shigong,et al.Forecasting Precipitation Experiment with KNN based on Crossing Verification Technology[J].Journal of Applied Meteorological Science,2008,19(4):471-478.[曾晓青,邵明轩,王式功,等.基于交叉验证技术的KNN方法在降水预报中的试验[J].应用气象学报,2008,19(4):471-478.][21]Zhai Yumei,Zhao Ruixing.K-Nearest Neighbor Nonparametric Estimation Bootstrap Model for Weather Probability Forecasting[J].Journal of System Simulation,2005,17(4):786-788.[翟宇梅,赵瑞星.概率天气预报的K近邻非参数估计仿真模型[J].系统仿真学报,2005,17(4):786-788.][22]Liu Junhui,Gao Jixi,Wang Wenjie.Variations of Vegetation Coverage and Its Relations to Global Climate Changes on the Tibetan Plateau during 1981~2005[J].Journal of Mountain Science,2013,31(2):234-242.[刘军会,高吉喜,王文杰.青藏高原植被覆盖变化及其与气候变化的关系[J].山地学报,2013,31(2):234-242.][23]Xu S G,Niu Z,Kuang D,et al.Estimating Summer Precipitation over the Tibetan Plateau with Geostatistics and Remote Sensing[J].Mountain Research and Development,2013,33(4):424-436.[24]Chen Y Y,Yang K,He J,et al.Improving Land Surface Temperature Modeling for Dry Land of China[J].Journal of Geophysical Research-Atmospheres,2011,116(D20104):12-20.[25]Liston G.E,Elder K.A Meteorological Distribution System for High-resolution Terrestrial Modeling(MicroMet)[J].Journal of Hydrometeorology,2006,7(2):217-234.[26]Pan X D,Li X,Yang K,et al.Comparison of Downscaled Precipitation Data over a Mountainous Watershed:A Case Study in the Heihe River Basin[J].Journal of Hydrometeorology,2014,15(4):1560-1574.[27]Mernild S H,Liston G E,Hasholt B.Snow-distribution and Melt Modelling for Glaciers in Zackenberg River Drainage Basin,North-eastern Greenland[J].Hydrological Processes,2007,21(24):3249-3263.[28]Qi Wenwen,Zhang Baiping,Pang Yu,et al.TRMM-data-nased Spatial and Seasonal Patterns of Precipitation in the Qinghai-Tibet Plateau[J].Scientia Geographica Sinica,2013,33(8):999-1005.[齐文文,张百平,庞宇,等.基于TRMM数据的青藏高原降水的空间和季节分布特征[J].地理科学,2013,33(8):999-1005.][29]Zheng Du.Qinghai-Xizang Plateau and Its Effects on Regional Differentiation of Physical Environments in West China[J].Quaternary Sciences,2001,21(6):484-489.[郑度.青藏高原对中国西部自然环境地域分异的效应[J].第四纪研究,2001,21(6):484-489.] |
|
Viewed |
|
|
|
Full text
|
|
|
|
|
Abstract
|
|
|
|
|
Cited |
|
|
|
|
|
Shared |
|
|
|
|
|
Discussed |
|
|
|
|