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ADMorph: A 3D Digital Microfossil Morphology Dataset for Deep Learning 期刊论文
IEEE ACCESS, 2020, 卷号: 8, 页码: 148744-148756
Authors:  Hou, Yemao;  Cui, Xindong;  Canul-Ku, Mario;  Jin, Shichao;  Hasimoto-Beltran, Rogelio;  Guo, Qinghua;  Zhu, Min
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Three-dimensional displays  Solid modeling  Computational modeling  Machine learning  Two dimensional displays  Biological system modeling  Shape  Archives of digital morphology  data preprocessing  feature extraction  3D microfossil model classification  deep learning  
Mapping the Global Mangrove Forest Aboveground Biomass Using Multisource Remote Sensing Data 期刊论文
REMOTE SENSING, 2020, 卷号: 12, 期号: 10
Authors:  Hu, Tianyu;  Zhang, YingYing;  Su, Yanjun;  Zheng, Yi;  Lin, Guanghui;  Guo, Qinghua
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mangrove  LiDAR  random forest  GLAS  aboveground biomass  
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
Authors:  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
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Biomass  Phenotype  Machine learning  Terrestrial lidar  Precision agriculture  
Simulating highly disturbed vegetation distribution: the case of China's Jing-Jin-Ji region 期刊论文
PEERJ, 2020, 卷号: 8
Authors:  Yi, Sangui;  Zhou, Jihua;  Lai, Liming;  Du, Hui;  Sun, Qinglin;  Yang, Liu;  Liu, Xin;  Liu, Benben;  Zheng, Yuanrun
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Vegetation distribution model  Vegetation classification unit  Important predictor variable  Jing-Jin-Ji region  
Estimation of degraded grassland aboveground biomass using machine learning methods from terrestrial laser scanning data 期刊论文
ECOLOGICAL INDICATORS, 2020, 卷号: 108
Authors:  Xu, Kexin;  Su, Yanjun;  Liu, Jin;  Hu, Tianyu;  Jin, Shichao;  Ma, Qin;  Zhai, Qiuping;  Wang, Rui;  Zhang, Jing;  Li, Yumei;  Liu, Hon An;  Guo, Qinghua
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Aboveground biomass (AGB)  Degraded grassland  Machine learning  Northern agro-pastoral ecotone  Terrestrial laser scanning (TLS)  
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
Authors:  Guo, Qinghua;  Jin, Shichao;  Li, Min;  Yang, Qiuli;  Xu, Kexin;  Ju, Yuanzhen;  Zhang, Jing;  Xuan, Jing;  Liu, Jin;  Su, Yanjun;  Xu, Qiang;  Liu, Yu
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Ecological resources  Deep learning  Neural network  Big data  Theory and tools  Application and challenge  
Magnitude and Drivers of Potential Methane Oxidation and Production across the Tibetan Alpine Permafrost Region 期刊论文
ENVIRONMENTAL SCIENCE & TECHNOLOGY, 2019, 卷号: 53, 期号: 24, 页码: 14243-14252
Authors:  Zhang, Qiwen;  Yang, Guibiao;  Song, Yutong;  Kou, Dan;  Wang, Guanqin;  Zhang, Dianye;  Qin, Shuqi;  Mao, Chao;  Feng, Xuehui;  Yang, Yuanhe
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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
Authors:  Wang, Haozhou;  Han, Dong;  Mu, Yue;  Jiang, Lina;  Yao, Xueling;  Bai, Yongfei;  Lu, Qi;  Wang, Feng
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Dryland vegetation  Machine learning  Decision tree model  Digital orthophoto map  Otindag sandy land  Semi-arid ecosystem  Classification and regression tree (CART)  
Spatially-explicit estimate of soil nitrogen stock and its implication for land model across Tibetan alpine permafrost region 期刊论文
SCIENCE OF THE TOTAL ENVIRONMENT, 2019, 卷号: 650, 页码: 1795-1804
Authors:  Kou, Dan;  Ding, Jinzhi;  Li, Fei;  Wei, Ning;  Fang, Kai;  Yang, Guibiao;  Zhang, Beibei;  Liu, Li;  Qin, Shuqi;  Chen, Yongliang;  Xia, Jianyang;  Yang, Yuanhe
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Climate warming  Community Land Model  Machine learning  Nitrogen cycle  Permafrost  Tibetan Plateau  
Benchmark estimates for aboveground litterfall data derived from ecosystem models 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2019, 卷号: 14, 期号: 8
Authors:  Li, Shihua;  Yuan, Wenping;  Ciais, Philippe;  Viovy, Nicolas;  Ito, Akihiko;  Jia, Bingrui;  Zhu, Dan
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aboveground litterfall production  leaf area index  random forest  ecosystem model