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Constructing a high-precision precipitation dataset on the data-limited Qinghai-Tibet Plateau 期刊论文
AGRICULTURAL AND FOREST METEOROLOGY, 2024, 卷号: 344
作者:  Zhu, Jingyi;  Yang, Yanzheng;  Meng, Nan;  Li, Ruonan;  Ma, Jinfeng;  Zheng, Hua
收藏  |  浏览/下载:10/0  |  提交时间:2024/03/01
Precipitation dataset  Random forest model  Spatial interpolation  Qinghai-Tibet Plateau  
Estimation of Net Ecosystem Productivity on the Tibetan Plateau Grassland from 1982 to 2018 Based on Random Forest Model 期刊论文
REMOTE SENSING, 2023, 卷号: 15, 期号: 9
作者:  Zheng, Jiahe;  Zhang, Yangjian;  Wang, Xuhui;  Zhu, Juntao;  Zhao, Guang;  Zheng, Zhoutao;  Tao, Jian;  Zhang, Yu;  Li, Ji
收藏  |  浏览/下载:1/0  |  提交时间:2024/03/01
climate change  grassland  net ecosystem productivity  random forest model  Tibetan Plateau  
Prediction of the Periglacial Debris Flow in Southeast Tibet Based on Imbalanced Small Sample Data 期刊论文
WATER, 2023, 卷号: 15, 期号: 2
作者:  Du, Jun;  Zhang, Hong-ya;  Hu, Kai-heng;  Wang, Lin;  Dong, Lin-yao
收藏  |  浏览/下载:1/0  |  提交时间:2024/03/01
periglacial debris flow  southeast Tibet  small sample imbalanced data  prediction model  random forest  
Express highway embankment distress and occurring probability in permafrost regions on the Qinghai-Tibet Plateau 期刊论文
TRANSPORTATION GEOTECHNICS, 2023, 卷号: 42
作者:  Huang, Yunhui;  Niu, Fujun;  Chen, Jianbing;  He, Peifeng;  Yuan, Kun;  Su, Wenji
收藏  |  浏览/下载:1/0  |  提交时间:2024/03/01
Qinghai-Tibet Plateau  Permafrost  Gonghe-Yushu Express Highway  Embankment distress  Random Forest model  
Relationship between plant species diversity and aboveground biomass in alpine grasslands on the Qinghai-Tibet Plateau: Spatial patterns and the factors driving them 期刊论文
FRONTIERS IN ECOLOGY AND EVOLUTION, 2023, 卷号: 11
作者:  Yang, Mingxin;  Chen, Ang;  Zhang, Min;  Gu, Qiang;  Wang, Yanhe;  Guo, Jian;  Yang, Dong;  Zhao, Yun;  Huang, Qingdongzhi;  Ma, Leichao;  Yang, Xiuchun
收藏  |  浏览/下载:1/0  |  提交时间:2024/03/01
remote sensing  plant species diversity  random forest model  plant species diversity and aboveground biomass relationships  driving factors  Qinghai-Tibet Plateau  
Development of novel hybrid machine learning models for monthly thunderstorm frequency prediction over Bangladesh 期刊论文
Natural Hazards, 2021, 卷号: 108, 期号: 1
作者:  Azad M.A.K.;  Islam A.R.M.T.;  Rahman M.S.;  Ayen K.
收藏  |  浏览/下载:19/0  |  提交时间:2021/09/01
Bangladesh  Ensemble empirical mode decomposition  Hybrid model  Random forest  Sensitivity analysis  Thunderstorm  
Landslide zonation and assessment of Farizi watershed in northeastern Iran using data mining techniques 期刊论文
Natural Hazards, 2021, 卷号: 108, 期号: 3
作者:  Naemitabar M.;  Zanganeh Asadi M.
收藏  |  浏览/下载:5/0  |  提交时间:2021/09/01
Farizi watershed  Landslide  Logistic model tree (LMT)  Support vector machine (SVM)  The boosted regression trees (BRT) model  The random forest (RF) algorithm  
Rapid forecasting of urban flood inundation using multiple machine learning models 期刊论文
Natural Hazards, 2021, 卷号: 108, 期号: 2
作者:  Hou J.;  Zhou N.;  Chen G.;  Huang M.;  Bai G.
收藏  |  浏览/下载:16/0  |  提交时间:2021/09/01
K-nearest neighbor model  Machine learning  Random forest model  Rapid forecasting  Urban inundation  
Enhancing the Evaluation and Interpretability of Data-Driven Air Quality Models 期刊论文
ATMOSPHERIC ENVIRONMENT, 2021, 卷号: 246
作者:  Gu J.;  Yang B.;  Brauer M.;  Zhang K.M.
收藏  |  浏览/下载:36/0  |  提交时间:2022/01/18
Air quality modeling  Data-driven model  Linear regression  Model evaluation  Model interpretability  Random forest  Repeated cross-validations  SHAP  
Novel Machine Learning Method Integrating Ensemble Learning and Deep Learning for Mapping Debris-Covered Glaciers 期刊论文
REMOTE SENSING, 2021, 卷号: 13, 期号: 13
作者:  Lu, Yijie;  Zhang, Zhen;  Shangguan, Donghui;  Yang, Junhua
收藏  |  浏览/下载:15/0  |  提交时间:2022/04/28
CONVOLUTIONAL NEURAL-NETWORK  RANDOM FOREST  TIBETAN PLATEAU  EASTERN PAMIR  CLASSIFICATION  BASIN  IMAGES  MODEL  INVENTORY  ACCURACY