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Prediction of soil salinity parameters using machine learning models in an arid region of northwest China 期刊论文
发表期刊: COMPUTERS AND ELECTRONICS IN AGRICULTURE. 出版年: 2023, 卷号: 204
作者:  Xiao, Chao;  Ji, Qingyuan;  Chen, Junqing;  Zhang, Fucang;  Li, Yi;  Fan, Junliang;  Hou, Xianghao;  Yan, Fulai;  Wang, Han
收藏  |  浏览/下载：28/0  |  提交时间：2024/09/29
Soil ions  Random forest  Extreme gradient boosting  Machine learning  Prediction performance  
Integrative modeling of heterogeneous soil salinity using sparse ground samples and remote sensing images 期刊论文
发表期刊: GEODERMA. 出版年: 2023, 卷号: 430
作者:  Wang, Lingyue;  Hu, Ping;  Zheng, Hongwei;  Liu, Ying;  Cao, Xingwen;  Hellwich, Olaf;  Liu, Tie;  Luo, Geping;  Bao, Anming;  Chen, Xi
收藏  |  浏览/下载：24/0  |  提交时间：2024/09/29
Soil salinity  Sparse samples  Mixup  Light gradient boosting machine (LightGBM)  Bayesian optimization  Shapley additive explanations (SHAP)  
Application, interpretability and prediction of machine learning method combined with LSTM and LightGBM-a case study for runoff simulation in an arid area 期刊论文
发表期刊: JOURNAL OF HYDROLOGY. 出版年: 2023, 卷号: 625
作者:  Bian, Lekang;  Qin, Xueer;  Zhang, Chenglong;  Guo, Ping;  Wu, Hui
收藏  |  浏览/下载：18/0  |  提交时间：2024/09/29
Runoff prediction  Long short-term memory  Light gradient boosting machine  The reciprocal error method  Interpretability  Arid area  
An improved GEV boosting method for imbalanced data classification with application to short-term rainfall prediction 期刊论文
发表期刊: JOURNAL OF HYDROLOGY. 出版年: 2023, 卷号: 617
作者:  He, Shuaida;  Li, Zhouping;  Liu, Xinwei
收藏  |  浏览/下载：12/0  |  提交时间：2024/09/29
Boosting methods  Extreme value distribution  Rainfall prediction  Rare events  
Hyperspectral Estimation of Soil Lead Content Based on Random Frog Band Selection Algorithm 期刊论文
发表期刊: SPECTROSCOPY AND SPECTRAL ANALYSIS. 出版年: 2023, 卷号: 43, 期号: 10, 页码: 3302-3309
作者:  An Bai-song;  Wang Xue-mei;  Huang Xiao-yu;  Kawuqiati, Bai-shan
收藏  |  浏览/下载：24/0  |  提交时间：2024/09/29
Feature band  Random frog algorithm  Competitive adaptive reweighted sampling algorithm  Iteratively retaining informative variables algorithm  Successive projections algorithm  Extreme gradient boosting  Geographically weighted regression  Soil lead  
Application of ensemble machine learning model in downscaling and projecting climate variables over different climate regions in Iran 期刊论文
发表期刊: ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH. 出版年: 2022
作者:  Asadollah, Seyed Babak Haji Seyed;  Sharafati, Ahmad;  Shahid, Shamsuddin
收藏  |  浏览/下载：44/0  |  提交时间：2021/11/19
Global climate model  Shared socioeconomic pathways scenarios  Gradient Boosting Regression Tree  Climate downscaling  Climate change projections  
Land degradation risk dynamics assessment in red and lateritic zones of eastern plateau, India: A combine approach of K-fold CV, data mining and field validation 期刊论文
发表期刊: ECOLOGICAL INFORMATICS. 出版年: 2022, 卷号: 69
作者:  Saha, Asish;  Pal, Subodh Chandra;  Chowdhuri, Indrajit;  Islam, Abu Reza Md. Towfiqul;  Roy, Paramita;  Chakrabortty, Rabin
收藏  |  浏览/下载：27/0  |  提交时间：2024/09/20
Red and lateritic agro-climatic zones  Soil erosion  Land degradation  K-fold cross validation  Boosting-REPTree  Ex-situ plant species  
Productivity modelling of an inclined stepped solar still for seawater desalination using boosting algorithms based on experimental data 期刊论文
发表期刊: DESALINATION AND WATER TREATMENT. 出版年: 2022, 卷号: 276, 页码: 28-39
作者:  Wazirali, Raniyah;  Abujazar, Mohammed Shadi S.;  Abujayyab, Sohaib K. M.;  Ahmad, Rami;  Fatihah, Suja;  Kabeel, A. E.;  Karaagac, Sakine Ugurlu;  Abu Amr, Salem S.;  Alazaiza, Motasem Y. D.;  Bashir, Mohammed J. K.;  Sokar, Ibrahim Y.
收藏  |  浏览/下载：10/0  |  提交时间：2024/09/20
Solar desalination  Meteorological data  Boosting algorithms  Modelling  Productivity evaluation  
Comparison of machine learning and dynamic models for predicting actual vapour pressure when psychrometric data are unavailable 期刊论文
发表期刊: JOURNAL OF HYDROLOGY. 出版年: 2022, 卷号: 610
作者:  Qiu, Rangjian;  Li, Longan;  Wu, Lifeng;  Agathokleous, Evgenios;  Liu, Chunwei;  Zhang, Baozhong
收藏  |  浏览/下载：18/0  |  提交时间：2024/09/20
Aridity index  Extreme gradient boosting  Extreme learning machine  Global extreme gradient boosting  Multiple adaptive regression splines  Support vector machine  
The Role of Soil Salinization in Shaping the Spatio-Temporal Patterns of Soil Organic Carbon Stock 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2022, 卷号: 14, 期号: 13
作者:  Zhang, Wenli;  Zhang, Wei;  Liu, Yubing;  Zhang, Jutao;  Yang, Linshan;  Wang, Zengru;  Mao, Zhongchao;  Qi, Shi;  Zhang, Chengqi;  Yin, Zhenliang
收藏  |  浏览/下载：18/0  |  提交时间：2024/09/20
soil salinity  soil organic carbon  machine learning  extreme gradient boosting models  arid inland regions