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Hybrid machine learning system based on multivariate data decomposition and feature selection for improved multitemporal evapotranspiration forecasting 期刊论文
发表期刊: ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE. 出版年: 2024, 卷号: 135
作者:  Lee, Jinwook;  Bateni, Sayed M.;  Jun, Changhyun;  Heggy, Essam;  Jamei, Mehdi;  Kim, Dongkyun;  Ghafouri, Hamid Reza;  Deenik, Jonathan L.
收藏  |  浏览/下载：28/0  |  提交时间：2024/10/04
Reference evapotranspiration  Multitemporal forecasting  Multivariate variational mode decomposition  KBest selection  Hybrid system  
Application of boosted tree algorithm with new data preprocessing techniques in the forecasting one day ahead streamflow values in the Tigris basin, Turkiye 期刊论文
发表期刊: JOURNAL OF HYDRO-ENVIRONMENT RESEARCH. 出版年: 2023, 卷号: 50, 页码: 13-25
作者:  Katipoglu, Okan Mert;  Sarigol, Metin
收藏  |  浏览/下载：12/0  |  提交时间：2024/09/29
Streamflow prediction  Machine learning  Variational mode decomposition  Empirical mode decomposition  Emperical wavelet transform  Tigris basin  
Drought Forecasting Using Integrated Variational Mode Decomposition and Extreme Gradient Boosting 期刊论文
发表期刊: WATER. 出版年: 2023, 卷号: 15, 期号: 19
作者:  Ekmekcioglu, Oemer
收藏  |  浏览/下载：18/0  |  提交时间：2024/09/29
drought forecasting  hydrology  machine learning  Mann-Whitney U test  sc-PDSI  semi-arid climate  signal processing  wavelet transform  variational mode decomposition  
Desert Seismic Signal Denoising Based on Unsupervised Feature Learning and Time-Frequency Transform Technique 期刊论文
发表期刊: IEEE GEOSCIENCE AND REMOTE SENSING LETTERS. 出版年: 2022
作者:  Li, Mo;  Li, Yue;  Tian, Yanan;  Wu, Ning
收藏  |  浏览/下载：48/0  |  提交时间：2022/02/12
Feature extraction  Transforms  Broadband communication  Noise reduction  Time-frequency analysis  Thin film transistors  Signal to noise ratio  Denoising  desert seismic random broadband noise  feature learning  sparse filtering  variational mode decomposition (VMD)  
Prediction of short-term photovoltaic power via codec neural network and mode decomposition based deep learning approach 期刊论文
发表期刊: ENERGY SCIENCE & ENGINEERING. 出版年: 2021
作者:  Li, Jie;  Li, RunRan;  Jia, YuanJie;  Zhang, ZhiXin
收藏  |  浏览/下载：39/0  |  提交时间：2022/02/12
codec neural network  fusion neural network model  multidimensional constraints variational mode decomposition  photovoltaic power prediction  
A SNR Enhancement Method for Desert Seismic Data: Simplified Low-Rank Selection in Time-Frequency Decomposition Domain 期刊论文
发表期刊: PURE AND APPLIED GEOPHYSICS. 出版年: 2021, 卷号: 178, 期号: 8, 页码: 2905-2916
作者:  Wu, Ning;  Li, Yue;  Yan, Jie;  Ma, Haitao
收藏  |  浏览/下载：33/0  |  提交时间：2021/07/30
Variational mode decomposition (VMD)  Semi-soft GoDec  SNR enhancement  Low-rank matrix approximation  Time-frequency representation  
SolarNet: A hybrid reliable model based on convolutional neural network and variational mode decomposition for hourly photovoltaic power forecasting 期刊论文
发表期刊: APPLIED ENERGY. 出版年: 2021, 卷号: 300
作者:  Korkmaz, Deniz
收藏  |  浏览/下载：11/0  |  提交时间：2021/11/19
Photovoltaic power forecasting  Convolutional neural network  Parallel pooling  Variational mode decomposition  Deep learning  
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：72/0  |  提交时间：2021/03/08
uncertainty analysis  groundwater level prediction  hybrid predictive model  variational mode decomposition  Boruta technique  extreme learning machine  
A novel integrated method based on a machine learning model for estimating evapotranspiration in dryland 期刊论文
发表期刊: JOURNAL OF HYDROLOGY. 出版年: 2021, 卷号: 603
作者:  Fu, Tonglin;  Li, Xinrong;  Jia, Rongliang;  Feng, Li
收藏  |  浏览/下载：21/0  |  提交时间：2021/11/29
Evapotranspiration  Variational mode decomposition  Grey wolf optimizer algorithm  Support vector machine  Tengger Desert  
Desert seismic noise suppression based on multimodal residual convolutional neural network 期刊论文
发表期刊: ACTA GEOPHYSICA. 出版年: 2020, 卷号: 68, 期号: 2, 页码: 389-401
作者:  Wang, Shengnan;  Li, Yue;  Zhao, Yuxing
收藏  |  浏览/下载：21/0  |  提交时间：2020/05/22
Residual learning  Desert seismic record  Noise suppression  Variational mode decomposition