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Estimating evapotranspiration by coupling Bayesian model averaging methods with machine learning algorithms 期刊论文
发表期刊: ENVIRONMENTAL MONITORING AND ASSESSMENT. 出版年: 2021, 卷号: 193, 期号: 3
作者:  Yang, Yong;  Sun, Huaiwei;  Xue, Jie;  Liu, Yi;  Liu, Luguang;  Yan, Dong;  Gui, Dongwei
收藏  |  浏览/下载:27/0  |  提交时间:2021/07/30
Evapotranspiration  Surface energy balance  Bayesian model averaging (BMA)  Machine learning  Landsat  
Accurate Extraction of Mountain Grassland From Remote Sensing Image Using a Capsule Network 期刊论文
发表期刊: IEEE GEOSCIENCE AND REMOTE SENSING LETTERS. 出版年: 2021, 卷号: 18, 期号: 6, 页码: 964-968
作者:  Guo, Zhengqiang;  Liu, Hailong;  Zheng, Zezhong;  Chen, Xi;  Liang, Yan
收藏  |  浏览/下载:6/0  |  提交时间:2021/11/29
Feature extraction  Remote sensing  Deep learning  Vegetation mapping  Training  Indexes  Microsoft Windows  Classification  deep learning  grassland  remote sensing  
Quantifying the contribution of climate change and human activities to biophysical parameters in an arid region 期刊论文
发表期刊: ECOLOGICAL INDICATORS. 出版年: 2021, 卷号: 129
作者:  Zhang, Wenqiang;  Luo, Geping;  Chen, Chunbo;  Ochege, Friday U.;  Hellwich, Olaf;  Zheng, Hongwei;  Hamdi, Rafiq;  Wu, Shixin
收藏  |  浏览/下载:10/0  |  提交时间:2021/11/19
Climate change  Human activities  Biophysical parameters  The Northern slope of the Tianshan Mountains  Random Forest model  Machine learning  
AGA-SVR-based selection of feature subsets and optimization of parameter in regional soil salinization monitoring 期刊论文
发表期刊: INTERNATIONAL JOURNAL OF REMOTE SENSING. 出版年: 2020, 卷号: 41, 期号: 12, 页码: 4470-4495
作者:  Xu, Hongtao;  Chen, Chunbo;  Zheng, Hongwei;  Luo, Geping;  Yang, Liao;  Wang, Weisheng;  Wu, Shixin;  Ding, Jianli
收藏  |  浏览/下载:20/0  |  提交时间:2020/07/01
基于小波分解的沙尘天气发生日数预测组合模型研究--以2008-2016年策勒沙漠-绿洲过渡带沙尘天气发生时序为例 期刊论文
发表期刊: 气象. 出版年: 2019, 卷号: 45, 期号: 5, 页码: 651-658
作者:  庞金凤;  刘波;  张波;  张朋朋;  王波;  曾凡江
收藏  |  浏览/下载:26/0  |  提交时间:2019/11/29
dust weather  wavelet decomposition  combination model  autoregressive (AR) model  least square support vector machine (LSSVM) model  
Temporal-spatial variations and influencing factors of Lakes in inland arid areas from 2000 to 2017: a case study in Xinjiang 期刊论文
发表期刊: GEOMATICS NATURAL HAZARDS & RISK. 出版年: 2019, 卷号: 10, 期号: 1, 页码: 519-543
作者:  Yang Jin-Ming;  Ma Li-Gang;  Li Cheng-Zhi;  Liu Yang;  Ding Jian-Li;  Yang Sheng-Tian
收藏  |  浏览/下载:3/0  |  提交时间:2019/11/29
Arid area  support vector machine  lake area  driving forces  remote sensing  MODIS  
Direct, ECOC, ND and END Frameworks-Which One Is the Best? An Empirical Study of Sentinel-2A MSIL1C Image Classification for Arid-Land Vegetation Mapping in the Ili River Delta, Kazakhstan 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2019, 卷号: 11, 期号: 16
作者:  Samat, Alim;  Yokoya, Naoto;  Du, Peijun;  Liu, Sicong;  Ma, Long;  Ge, Yongxiao;  Issanova, Gulnura;  Saparov, Abdula;  Abuduwaili, Jilili;  Lin, Cong
收藏  |  浏览/下载:10/0  |  提交时间:2019/11/29
ND  END  ECOC  MRS  Extended object-guided morphological profiles  Multiclass classification  Arid-land vegetation mapping  Sentinel-2A MSIL1C  Central Asia  
Remote sensing-based land surface change identification and prediction in the Aral Sea bed, Central Asia 期刊论文
发表期刊: INTERNATIONAL JOURNAL OF ENVIRONMENTAL SCIENCE AND TECHNOLOGY. 出版年: 2019, 卷号: 16, 期号: 4, 页码: 2031-2046
作者:  Shen, H.;  Abuduwaili, J.;  Ma, L.;  Samat, A.
收藏  |  浏览/下载:13/0  |  提交时间:2019/11/29
Remote sensing  Aral Sea  Markov-cellular automata  Land use and land cover  Support vector machine  
Quad-PolSAR data classification using modified random forest algorithms to map halophytic plants in arid areas 期刊论文
发表期刊: INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION. 出版年: 2018, 卷号: 73, 页码: 503-521
作者:  Samat, Alim;  Gamba, Paolo;  Liu, Sicong;  Miao, Zelang;  Li, Erzhu;  Abuduwaili, Jilili
收藏  |  浏览/下载:20/0  |  提交时间:2019/11/29
Polarization signature  Random M5 model forest  Classification via random forest regression  Halophytic plants  ALOS-2  PolSAR image classification  
Estimating soil salinity in Pingluo County of China using QuickBird data and soil reflectance spectra 期刊论文
发表期刊: INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION. 出版年: 2014, 卷号: 26, 页码: 156-175
作者:  Sidike, Ayetiguli;  Zhao, Shuhe;  Wen, Yuming
Adobe PDF(9383Kb)  |  收藏  |  浏览/下载:8/5  |  提交时间:2019/11/29
Soil salinity  QuickBird data  Measured reflectance spectra  Pingluo County