Ning Hou
Beijing Normal University
9 Papers
17 Citations
Ning Hou is an academic researcher from Beijing Normal University. The author has contributed to research in topics: Environmental science & Shortwave radiation. The author has an hindex of 5, co-authored 8 publications. Previous affiliations of Ning Hou include Chinese Academy of Sciences.
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Papers
Estimation of surface downward shortwave radiation over China from AVHRR data based on four machine learning methods
Yu Wei,Yu Wei,Xiaotong Zhang,Xiaotong Zhang,Ning Hou,Ning Hou,Weiyu Zhang,Weiyu Zhang,Kun Jia,Kun Jia,Yunjun Yao,Yunjun Yao +11 more
TL;DR: In this article, four machine learning methods, including gradient boosting regression tree (GBRT), random forest (RF), multivariate adaptive regression spline (MARS), and artificial neural network (ANN), were applied to estimate DSR at a spatial resolution of 5'km and a temporal resolution of 1'day using Advanced Very High Resolution Radiometer (AVHRR) data.
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Estimation of Surface Downward Shortwave Radiation over China from Himawari-8 AHI Data Based on Random Forest
TL;DR: The evaluation results indicate that the RF method is capable of estimating the RS well at both the daily and monthly time scales and has comparable accuracy with the CERES-EBAF RS data over China but provide higher spatial and temporal resolution.
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Trends and Variability of Atmospheric Downward Longwave Radiation Over China From 1958 to 2015
Yu Wei,Yu Wei,Xiaotong Zhang,Xiaotong Zhang,Wenhong Li,Ning Hou,Ning Hou,Weiyu Zhang,Weiyu Zhang,Jiawen Xu,Jiawen Xu,Chunjie Feng,Chunjie Feng,Kun Jia,Kun Jia,Yunjun Yao,Yunjun Yao,Jie Cheng,Jie Cheng,Bo Jiang,Bo Jiang,Kaicun Wang,Shunlin Liang +22 more
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A New Long-Term Downward Surface Solar Radiation Dataset over China from 1958 to 2015.
Ning Hou,Xiaotong Zhang,Weiyu Zhang,Jiawen Xu,Chunjie Feng,Shuyue Yang,Kun Jia,Yunjun Yao,Jie Cheng,Bo Jiang +9 more
TL;DR: The extremely randomized trees (ERT) algorithm was used to generate Rs using routine meteorological observations from the Climate Data Center of the Chinese Meteorological Administration to generate a new daily Rs dataset at 756 CDC/CMA stations from 1958 to 2015, which indicates that the estimated Rs from the ERT-based model is reasonably accurate.
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Estimation of Long-Term Surface Downward Longwave Radiation over the Global Land from 2000 to 2018
Chunjie Feng,Xiaotong Zhang,Yu Wei,Weiyu Zhang,Ning Hou,Jiawen Xu,Shuyue Yang,Xianhong Xie,Bo Jiang +8 more
TL;DR: In this paper, the authors used gradient boosting regression tree (GBRT) method to generate a global surface downward longwave radiation (Ld, 4-100 μm) dataset with a 5-km spatial resolution.
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