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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  
Deep Learning for Vegetation Health Forecasting: A Case Study in Kenya 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2022, 卷号: 14, 期号: 3
作者:  Lees, Thomas;  Tseng, Gabriel;  Atzberger, Clement;  Reece, Steven;  Dadson, Simon
收藏  |  浏览/下载:12/0  |  提交时间:2022/03/17
machine learning  deep learning  drought  vegetation health  
Proposition of New Ensemble Data-Intelligence Models for Surface Water Quality Prediction 期刊论文
发表期刊: IEEE ACCESS. 出版年: 2021, 卷号: 9, 页码: 108527-108541
作者:  Al-Sulttani, Ali Omran;  Al-Mukhtar, Mustafa;  Roomi, Ali B.;  Farooque, Aitazaz Ahsan;  Khedher, Khaled Mohamed;  Yaseen, Zaher Mundher
收藏  |  浏览/下载:4/0  |  提交时间:2021/11/19
Predictive models  Rivers  Water resources  Water quality  Water pollution  Computational modeling  Adaptation models  Semi-arid region  river water quality  biochemical oxygen demand  principal component analysis  
Deterministic Analysis and Uncertainty Analysis of Ensemble Forecasting Model Based on Variational Mode Decomposition for Estimation of Monthly Groundwater Level 期刊论文
发表期刊: WATER. 出版年: 2021, 卷号: 13, 期号: 2
作者:  Wu, Min;  Feng, Qi;  Wen, Xiaohu;  Yin, Zhenliang;  Yang, Linshan;  Sheng, Danrui
收藏  |  浏览/下载:14/0  |  提交时间:2021/03/08
uncertainty analysis  groundwater level prediction  hybrid predictive model  variational mode decomposition  Boruta technique  extreme learning machine  
Spatial Prediction of Groundwater Potentiality in Large Semi-Arid and Karstic Mountainous Region Using Machine Learning Models 期刊论文
发表期刊: WATER. 出版年: 2021, 卷号: 13, 期号: 16
作者:  Namous, Mustapha;  Hssaisoune, Mohammed;  Pradhan, Biswajeet;  Lee, Chang-Wook;  Alamri, Abdullah;  Elaloui, Abdenbi;  Edahbi, Mohamed;  Krimissa, Samira;  Eloudi, Hasna;  Ouayah, Mustapha;  Elhimer, Hicham;  Tagma, Tarik
收藏  |  浏览/下载:10/0  |  提交时间:2021/11/19
drinking and irrigation water scarcity  groundwater potential mapping  machine learning  remote sensing  GIS  karstic mountainous aquifers  Morocco  
Estimating Agricultural Soil Moisture Content through UAV-Based Hyperspectral Images in the Arid Region 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2021, 卷号: 13, 期号: 8
作者:  Ge, Xiangyu;  Ding, Jianli;  Jin, Xiuliang;  Wang, Jingzhe;  Chen, Xiangyue;  Li, Xiaohang;  Liu, Jie;  Xie, Boqiang
收藏  |  浏览/下载:8/0  |  提交时间:2021/07/30
fractional-order derivatives  ensemble learning  hyperspectral data  precision agriculture  
Machine Learning Techniques Applied to Predict Tropospheric Ozone in a Semi-Arid Climate Region 期刊论文
发表期刊: MATHEMATICS. 出版年: 2021, 卷号: 9, 期号: 22
作者:  Bhuiyan, Md Al Masum;  Sahi, Ramanjit K.;  Islam, Md Romyull;  Mahmud, Suhail
收藏  |  浏览/下载:17/0  |  提交时间:2022/02/12
tropospheric ozone  machine learning  El Paso-Juarez  semi-arid climate  
Assessment of Ensemble Models for Groundwater Potential Modeling and Prediction in a Karst Watershed 期刊论文
发表期刊: WATER. 出版年: 2021, 卷号: 13, 期号: 18
作者:  Farzin, Mohsen;  Avand, Mohammadtaghi;  Ahmadzadeh, Hassan;  Zelenakova, Martina;  Tiefenbacher, John P.
收藏  |  浏览/下载:2/0  |  提交时间:2021/11/19
karst groundwater potential  machine learning  statistical models  Kabgian watershed  
Deep Learning-Based Predictive Framework for Groundwater Level Forecast in Arid Irrigated Areas 期刊论文
发表期刊: WATER. 出版年: 2021, 卷号: 13, 期号: 18
作者:  Liu, Wei;  Yu, Haijiao;  Yang, Linshan;  Yin, Zhenliang;  Zhu, Meng;  Wen, Xiaohu
收藏  |  浏览/下载:3/0  |  提交时间:2021/11/19
groundwater level forecasting  complete ensemble empirical mode decomposition with adaptive noise (CEEMDAN)  genetic algorithm (GA)  feature selection (FS)  deep belief network (DBN)  quantile regression (QR)  uncertainty evaluation  
A Machine Learning Framework for Olive Farms Profit Prediction 期刊论文
发表期刊: WATER. 出版年: 2021, 卷号: 13, 期号: 23
作者:  Christias, Panagiotis;  Mocanu, Mariana
收藏  |  浏览/下载:22/0  |  提交时间:2022/02/12
Machine Learning  predictive modeling  data preprocessing  resampling  ensemble methods  irrigation management  olive tree farms