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Leaf Area Index Estimation of Pergola-Trained Vineyards in Arid Regions Based on UAV RGB and Multispectral Data Using Machine Learning Methods 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2022, 卷号: 14, 期号: 2
作者:  Ilniyaz, Osman;  Kurban, Alishir;  Du, Qingyun
收藏  |  浏览/下载：14/0  |  提交时间：2022/03/17
leaf area index (LAI)  light extinction coefficient  unmanned aerial vehicles (UAV)  multispectral data  RGB data  machine learning  pergola-trained vineyards  
Weathering under coastal hyperaridity - Late Quaternary development of spectral, textural, and gravelometric alluvial fan surface characteristics 期刊论文
发表期刊: QUATERNARY SCIENCE REVIEWS. 出版年: 2022, 卷号: 277
作者:  Walk, Janek;  Bartz, Melanie;  Stauch, Georg;  Binnie, Ariane;  Bruckner, Helmut;  Lehmkuhl, Frank
收藏  |  浏览/下载：10/0  |  提交时间：2022/02/12
Quaternary  palaeoclimatology  South America  Atacama Desert  weathering  multispectral imagery  surface roughness  grain size  unmanned aerial system  cosmogenic isotopes  
Efficient land desertification detection using a deep learning-driven generative adversarial network approach: A case study 期刊论文
发表期刊: CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE. 出版年: 2021
作者:  Zerrouki, Nabil;  Dairi, Abdelkader;  Harrou, Fouzi;  Zerrouki, Yacine;  Sun, Ying
收藏  |  浏览/下载：13/0  |  提交时间：2021/11/19
deep learning  desertification detection  generative adversarial networks  land cover changes  Landsat data  
Spatio-temporal analysis of chickpea crop in arid environment by comparing high-resolution UAV image and LANDSAT imagery 期刊论文
发表期刊: INTERNATIONAL JOURNAL OF ENVIRONMENTAL SCIENCE AND TECHNOLOGY. 出版年: 2021
作者:  Ahmad, N.;  Iqbal, J.;  Shaheen, A.;  Ghfar, A.;  AL-Anazy, M. M.;  Ouladsmane, M.
收藏  |  浏览/下载：11/0  |  提交时间：2021/11/29
Environmental impact  Vegetation indices  Crop yield  Unmanned aerial vehicle  Chickpea crop  
The Use of Very-High-Resolution Aerial Imagery to Estimate the Structure and Distribution of the Rhanterium epapposum Community for Long-Term Monitoring in Desert Ecosystems 期刊论文
发表期刊: PLANTS-BASEL. 出版年: 2021, 卷号: 10, 期号: 5
作者:  Abdullah, Meshal M.;  Al-Ali, Zahraa M.;  Abdullah, Mansour T.;  Al-Anzi, Bader
收藏  |  浏览/下载：4/0  |  提交时间：2021/07/30
unmanned aerial vehicles (UAVs)  multispectral sensors  arid ecosystems  ecological monitoring and assessment  restoration  plant heights  
Mapping Opuntia stricta in the Arid and Semi-Arid Environment of Kenya Using Sentinel-2 Imagery and Ensemble Machine Learning Classifiers 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2021, 卷号: 13, 期号: 8
作者:  Muthoka, James M.;  Salakpi, Edward E.;  Ouko, Edward;  Yi, Zhuang-Fang;  Antonarakis, Alexander S.;  Rowhani, Pedram
收藏  |  浏览/下载：4/0  |  提交时间：2021/07/30
invasive plant species  remote sensing  extreme gradient boost  random forest  spectral indices  topographic indices  
Use of multispectral and thermal satellite imagery to determine crop water requirements using SEBAL, METRIC, and SWAP models in hot and hyper-arid Oman 期刊论文
发表期刊: ARABIAN JOURNAL OF GEOSCIENCES. 出版年: 2021, 卷号: 14, 期号: 7
作者:  Ali, Ahsan;  Al-Mulla, Yaseen A.;  Charabi, Yassin;  Al-Wardy, Malik;  Al-Rawas, Ghazi
收藏  |  浏览/下载：27/0  |  提交时间：2021/07/30
evapotranspiration  remote sensing  sap flow  arid conditions  heat flux  
Variations in the Aboveground Phytomass in Northern Eurasia in the 21st Century 期刊论文
发表期刊: DOKLADY EARTH SCIENCES. 出版年: 2021, 卷号: 497, 期号: 2, 页码: 348-353
作者:  Tishkov, A. A.;  Krenke, A. N.;  Titova, S., V;  Belonovskaya, E. A.;  Tsarevskaya, N. G.
收藏  |  浏览/下载：3/0  |  提交时间：2021/11/29
Northern Eurasia  Great Eurasian Natural Massif  aboveground phytomass  carbon equivalent  trends  multispectral survey  modeling  biomes  tundra  forest  steppe  
Desertification Detection Using an Improved Variational Autoencoder-Based Approach Through ETM-Landsat Satellite Data 期刊论文
发表期刊: IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING. 出版年: 2021, 卷号: 14, 页码: 202-213
作者:  Zerrouki, Yacine;  Harrou, Fouzi;  Zerrouki, Nabil;  Dairi, Abdelkader;  Sun, Ying
收藏  |  浏览/下载：3/0  |  提交时间：2021/03/08
Remote sensing  Feature extraction  Deep learning  Earth  Artificial satellites  Vegetation mapping  Indexes  Desertification detection  feature extraction  Landsat sensors  variational autoencoder (VAE) classification  
Assessing Leaf Biomass of Agave sisalana Using Sentinel-2 Vegetation Indices 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2021, 卷号: 13, 期号: 2
作者:  Vuorinne, Ilja;  Heiskanen, Janne;  Pellikka, Petri K. E.
收藏  |  浏览/下载：9/0  |  提交时间：2021/03/08
generalized additive models  remote sensing  sisal  crassuleacean acid metabolism  multispectral  precision agriculture  bioenergy  carbon