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Land use and cover change and influencing factor analysis in the Shiyang River Basin, China 期刊论文
发表期刊: JOURNAL OF ARID LAND. 出版年: 2024, 卷号: 16, 期号: 2, 页码: 246-265
作者:  Zhao, Yaxuan;  Cao, Bo;  Sha, Linwei;  Cheng, Jinquan;  Zhao, Xuanru;  Guan, Weijin;  Pan, Baotian
收藏  |  浏览/下载：31/0  |  提交时间：2024/10/04
land use and cover classification  land use and cover change (LUCC)  climate change  random forest  accuracy assessment  three-dimensional sampling method  Shiyang River Basin  
Rise in water vapour driven by moisture transport facilitates water availability for the greening of global deserts 期刊论文
发表期刊: SCIENCE OF THE TOTAL ENVIRONMENT. 出版年: 2024, 卷号: 946
作者:  Patel, V. K.;  Kuttippurath, J.;  Kashyap, R.
收藏  |  浏览/下载：17/0  |  提交时间：2024/10/04
Water vapour  Moisture transport  Desert  Greening  Random forest  Climate change  
Mapping and Monitoring Spatio-Temporal Patterns of Rainfed Agriculture Lands of North Darfur State, Sudan, Using Earth Observation Data 期刊论文
发表期刊: LAND. 出版年: 2023, 卷号: 12, 期号: 2
作者:  Altoom, Mohammed B. B.;  Adam, Elhadi;  Ali, Khalid Adem
收藏  |  浏览/下载：12/0  |  提交时间：2024/09/29
remote sensing  Sudan  change detection  random forest classifier  land cover  
Random regression for modeling soybean plant response to irrigation changes using time-series multispectral data 期刊论文
发表期刊: FRONTIERS IN PLANT SCIENCE. 出版年: 2023, 卷号: 14
作者:  Sakurai, Kengo;  Toda, Yusuke;  Hamazaki, Kosuke;  Ohmori, Yoshihiro;  Yamasaki, Yuji;  Takahashi, Hirokazu;  Takanashi, Hideki;  Tsuda, Mai;  Tsujimoto, Hisashi;  Kaga, Akito;  Nakazono, Mikio;  Fujiwara, Toru;  Iwata, Hiroyoshi
收藏  |  浏览/下载：12/0  |  提交时间：2024/09/29
plant response  irrigation change  drought stress  single environmental trial  multispectral (MS)  time-series  random regression model (RRM)  Glycine max (L.) Merr  
Exploring Random Forest Machine Learning and Remote Sensing Data for Streamflow Prediction: An Alternative Approach to a Process-Based Hydrologic Modeling in a Snowmelt-Driven Watershed 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2023, 卷号: 15, 期号: 16
作者:  Islam, Khandaker Iftekharul;  Elias, Emile;  Carroll, Kenneth C.;  Brown, Christopher
收藏  |  浏览/下载：16/0  |  提交时间：2024/09/29
streamflow prediction  random forest machine learning  hydrologic modeling  water resource management  remote sensing data  climate change  
Spatiotemporal Assessment of Soil Organic Carbon Change Using Machine-Learning in Arid Regions 期刊论文
发表期刊: AGRONOMY-BASEL. 出版年: 2022, 卷号: 12, 期号: 3
作者:  Fathizad, Hassan;  Taghizadeh-Mehrjardi, Ruhollah;  Ardakani, Mohammad Ali Hakimzadeh;  Zeraatpisheh, Mojtaba;  Heung, Brandon;  Scholten, Thomas
收藏  |  浏览/下载：12/0  |  提交时间：2024/09/20
random forest  machine learning  spatial distribution  variable importance analysis  vegetation index  temporal change  
A Planted Forest Mapping Method Based on Long-Term Change Trend Features Derived from Dense Landsat Time Series in an Ecological Restoration Region 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2022, 卷号: 14, 期号: 4
作者:  Meng, Yuanyuan;  Wei, Caiyong;  Guo, Yanpei;  Tang, Zhiyao
收藏  |  浏览/下载：64/0  |  提交时间：2022/03/17
planted forests  long-term change trend features  Landsat time series  Google Earth Engine  random forest  NDVI  
Remote Sensing for Biocultural Heritage Preservation in an African Semi-Arid Region: A Case Study of Indigenous Wells in Northern Kenya and Southern Ethiopia 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2022, 卷号: 14, 期号: 2
作者:  Ochungo, Pamela;  Khalaf, Nadia;  Merlo, Stefania;  Beldados, Alemseged;  M'Mbogori, Freda Nkirote;  Tiki, Waktole;  Lane, Paul J.
收藏  |  浏览/下载：12/0  |  提交时间：2024/09/20
bio-cultural heritage  random forest classifier  land degradation  LULC change  traditional wells  Africa  Landsat  
Assessing the performance of MCDM, statistical and machine learning ensemble models for gully sensitivity mapping in a semi-arid context 期刊论文
发表期刊: GEOCARTO INTERNATIONAL. 出版年: 2022, 卷号: 37, 期号: 27, 页码: 17435-17464
作者:  Eloudi, Hasna;  Reddad, Hanane;  Hssaisoune, Mohammed;  Estrany, Joan;  Krimissa, Samira;  Elaloui, Abdenbi;  Namous, Mustapha;  Ouatiki, Hamza;  Aboutaib, Fatima;  Ouayah, Mustapha;  Jadoud, Mourad;  Edahbi, Mohamed;  Bouchaou, Lhoussaine
收藏  |  浏览/下载：16/0  |  提交时间：2024/09/20
Ensemble of models  analytical hierarchy process  WoE  random forest  climate change  
Changes in soil moisture caused solely by vegetation restoration in the karst region of southwest China 期刊论文
发表期刊: JOURNAL OF HYDROLOGY. 出版年: 2022, 卷号: 613
作者:  Peng, Dawei;  Zhou, Qiuwen;  Tang, Xin;  Yan, Weihong;  Chen, Meng
收藏  |  浏览/下载：10/0  |  提交时间：2024/09/20
Soil moisture  Vegetation  Karst  southwest China  Random forest  Rocky desertification  Ecological engineering  Vegetation greening  Climate change