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Mapping Chinese annual gross primary productivity with eddy covariance measurements and machine learning 期刊论文
SCIENCE OF THE TOTAL ENVIRONMENT, 2023, 卷号: 857
作者:  Zhu, Xian-Jin;  Yu, Gui-Rui;  Chen, Zhi;  Zhang, Wei-Kang;  Han, Lang;  Wang, Qiu-Feng;  Chen, Shi-Ping;  Liu, Shao-Min;  Yan, Jun-Hua;  Zhang, Fa -Wei;  Zhao, Feng-Hua;  Li, Ying-Nian;  Zhang, Yi-Ping;  Shi, Pei -Li;  Zhu, Jiao-Jun;  Wu, Jia-Bing;  Zhao, Zhong-Hui;  Hao, Yan-Bin;  Sha, Li-Qing;  Zhang, Yu-Cui;  Jiang, Shi-Cheng;  Gu, Feng-Xue;  Wu, Zhi-Xiang;  Wang, Hui-Min;  Tan, Jun-Lei;  Zhang, Yang-Jian;  Zhou, Li;  Tang, Ya-Kun;  Jia, Bing-Rui;  Li, Yu-Qiang;  Song, Qing-Hai;  Dong, Gang;  Gao, Yan-Hong;  Jiang, Zheng-De;  Sun, Dan;  Wang, Jian-Lin;  He, Qi-Hua;  Li, Xin-Hu;  Wang, Fei;  Wei, Wen-Xue;  Deng, Zheng-Miao;  Hao, Xiang-Xiang;  Li, Yan;  Liu, Xiao-Li;  Zhang, Xi-Feng;  Zhu, Zhi-Lin
Adobe PDF(7504Kb)  |  收藏  |  浏览/下载：76/0  |  提交时间：2024/03/07
Carbon cycle  Climate change  Eddy covariance  Terrestrial ecosystem  Machine learning  Scale extension  
Shift in controlling factors of carbon stocks across biomes on the Qinghai-Tibetan Plateau 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2022, 卷号: 17, 期号: 7
作者:  Han, Daorui;  Hu, Zhongmin;  Wang, Xuhui;  Wang, Tao;  Chen, Anping;  Weng, Qihao;  Liang, Minqi;  Zeng, Xiang;  Cao, Ruochen;  Di, Kai;  Luo, Dengnan;  Zhang, Guangru;  Yang, Yuanhe;  He, Honglin;  Fan, Jiangwen;  Yu, Guirui
Adobe PDF(3706Kb)  |  收藏  |  浏览/下载：14/0  |  提交时间：2024/03/07
Qinghai-Tibetan Plateau  SOC mapping  machine learning algorithms  driving factors  uncertainties  
Spatiotemporal Pattern of Ecosystem Respiration in China Estimated by Integration of Machine Learning With Ecological Understanding 期刊论文
GLOBAL BIOGEOCHEMICAL CYCLES, 2022, 卷号: 36, 期号: 11
作者:  Han, Lang;  Yu, Gui-Rui;  Chen, Zhi;  Zhu, Xian-Jin;  Zhang, Wei-Kang;  Wang, Tie-Jun;  Xu, Li;  Chen, Shi-Ping;  Liu, Shao-Min;  Wang, Hui-Min;  Yan, Jun-Hua;  Tan, Jun-Lei;  Zhang, Fa-Wei;  Zhao, Feng-Hua;  Li, Ying-Nian;  Zhang, Yi-Ping;  Sha, Li-Qing;  Song, Qing-Hai;  Shi, Pei-Li;  Zhu, Jiao-Jun;  Wu, Jia-Bing;  Zhao, Zhong-Hui;  Hao, Yan-Bin;  Ji, Xi-Bin;  Zhao, Liang;  Zhang, Yu-Cui;  Jiang, Shi-Cheng;  Gu, Feng-Xue;  Wu, Zhi-Xiang;  Zhang, Yang-Jian;  Li, Zhou;  Tang, Ya-Kun;  Jia, Bing-Rui;  Dong, Gang;  Gao, Yan-Hong;  Jiang, Zheng-De;  Sun, Dan;  Wang, Jian-Lin;  He, Qi-Hua;  Li, Xin-Hu;  Wang, Fei;  Wei, Wen-Xue;  Deng, Zheng-Miao;  Hao, Xiang-Xiang;  Liu, Xiao-Li;  Zhang, Xi-Feng;  Mo, Xing-Guo;  He, Yong-Tao;  Liu, Xin-Wei;  Du, Hu;  Zhu, Zhi-Lin
Adobe PDF(2863Kb)  |  收藏  |  浏览/下载：12/0  |  提交时间：2024/03/07
ecosystem respiration  eddy covariance  terrestrial ecosystem  machine learning  substrate  scale extension  
Non-destructive estimation of field maize biomass using terrestrial lidar: an evaluation from plot level to individual leaf level 期刊论文
PLANT METHODS, 2020, 卷号: 16, 期号: 1
作者:  Jin, Shichao;  Su, Yanjun;  Song, Shilin;  Xu, Kexin;  Hu, Tianyu;  Yang, Qiuli;  Wu, Fangfang;  Xu, Guangcai;  Ma, Qin;  Guan, Hongcan;  Pang, Shuxin;  Li, Yumei;  Guo, Qinghua
Adobe PDF(4774Kb)  |  收藏  |  浏览/下载：89/0  |  提交时间：2022/03/01
Biomass  Phenotype  Machine learning  Terrestrial lidar  Precision agriculture  
Application of deep learning in ecological resource research: Theories, methods, and challenges 期刊论文
SCIENCE CHINA-EARTH SCIENCES, 2020, 卷号: 63, 期号: 10, 页码: 1457-1474
作者:  Guo, Qinghua;  Jin, Shichao;  Li, Min;  Yang, Qiuli;  Xu, Kexin;  Ju, Yuanzhen;  Zhang, Jing;  Xuan, Jing;  Liu, Jin;  Su, Yanjun;  Xu, Qiang;  Liu, Yu
Adobe PDF(4690Kb)  |  收藏  |  浏览/下载：103/0  |  提交时间：2022/03/01
Ecological resources  Deep learning  Neural network  Big data  Theory and tools  Application and challenge  
Global soil-climate-biome diagram: linking surface soil properties to climate and biota 期刊论文
BIOGEOSCIENCES, 2019, 卷号: 16, 期号: 14, 页码: 2857-2871
作者:  Zhao, Xia;  Yang, Yuanhe;  Shen, Haihua;  Geng, Xiaoqing;  Fang, Jingyun
Adobe PDF(7260Kb)  |  收藏  |  浏览/下载：91/0  |  提交时间：2022/01/06
Landscape-level vegetation classification and fractional woody and herbaceous vegetation cover estimation over the dryland ecosystems by unmanned aerial vehicle platform 期刊论文
AGRICULTURAL AND FOREST METEOROLOGY, 2019, 卷号: 278
作者:  Wang, Haozhou;  Han, Dong;  Mu, Yue;  Jiang, Lina;  Yao, Xueling;  Bai, Yongfei;  Lu, Qi;  Wang, Feng
Adobe PDF(10642Kb)  |  收藏  |  浏览/下载：105/0  |  提交时间：2022/01/06
Dryland vegetation  Machine learning  Decision tree model  Digital orthophoto map  Otindag sandy land  Semi-arid ecosystem  Classification and regression tree (CART)  
Artificial Mangrove Species Mapping Using Pleiades-1: An Evaluation of Pixel-Based and Object-Based Classifications with Selected Machine Learning Algorithms 期刊论文
REMOTE SENSING, 2018, 卷号: 10, 期号: 2
作者:  Wang, Dezhi;  Wan, Bo;  Qiu, Penghua;  Su, Yanjun;  Guo, Qinghua;  Wu, Xincai
Adobe PDF(2967Kb)  |  收藏  |  浏览/下载：92/0  |  提交时间：2022/02/25
artificial mangrove  object-based  pixel-based  decision tree  random forest  support vector machine  
Deep Learning: Individual Maize Segmentation From Terrestrial Lidar Data Using Faster R-CNN and Regional Growth Algorithms 期刊论文
FRONTIERS IN PLANT SCIENCE, 2018, 卷号: 9
作者:  Jin, Shichao;  Su, Yanjun;  Gao, Shang;  Wu, Fangfang;  Hu, Tianyu;  Liu, Jin;  Li, Wankai;  Wang, Dingchang;  Chen, Shaojiang;  Jiang, Yuanxi;  Pang, Shuxin;  Guo, Qinghua
Adobe PDF(2278Kb)  |  收藏  |  浏览/下载：77/0  |  提交时间：2022/02/25
deep learning  detection  classification  segmentation  phenotype  Lidar (light detection and ranging)  
No significant changes in topsoil carbon in the grasslands of northern China between the 1980s and 2000s 期刊论文
SCIENCE OF THE TOTAL ENVIRONMENT, 2018, 卷号: 624, 页码: 1478-1487
作者:  Liu, Shangshi;  Yang, Yuanhe;  Shen, Haihua;  Hu, Huifeng;  Zhao, Xia;  Li, He;  Liu, Taoyu;  Fang, Jingyun
Adobe PDF(1626Kb)  |  收藏  |  浏览/下载：79/0  |  提交时间：2022/02/25
Alpine grasslands  Artificial neural network  Climate change  Random forests  Soil organic carbon  Temperate grasslands