Prediction of Water Quality in Agricultural Watersheds Based on VMD-GA-LSTM Model

Prediction of Water Quality in Agricultural Watersheds Based on VMD-GA-LSTM Model

As agricultural non-point source pollution becomes increasingly severe and constitutes the primary source of water quality degradation, accurately predicting water quality in agricultural watersheds has become critical for environmental protection. In order to solve the nonlinear and non-stationary...

Full description

Saved in:

Bibliographic Details
Main Authors:	Yuxuan Luo, Xianglan Meng, Yutong Zhai, Dongqing Zhang, Kaiping Ma
Format:	Article
Language:	English
Published:	MDPI AG 2025-06-01
Series:	Mathematics
Subjects:	sustainable agriculture water quality prediction variational mode decomposition genetic algorithm long short-term memory
Online Access:	https://www.mdpi.com/2227-7390/13/12/1951
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Short-Term Power Load Prediction of VMD-LSTM Based on ISSA Optimization
by: Shuai Wu, et al.
Published: (2025-05-01)

Transmission Tower Tilt State Recognition Based on Parameter Optimization of VMD-SVD and LSTM
by: Long ZHAO, et al.
Published: (2023-12-01)

Method for compensating multi-time measurement data of distribution network based on alternating minimization matrix completion combined with VMD-ARIMA-LSTM
by: Xiaodan Yu, et al.
Published: (2025-09-01)

Seasonally Adaptive VMD-SSA-LSTM: A Hybrid Deep Learning Framework for High-Accuracy District Heating Load Forecasting
by: Yu Zhang, et al.
Published: (2025-07-01)

An Intelligent Fault Diagnosis Model for Rolling Bearings Based on IGTO-Optimized VMD and LSTM Networks
by: Xianglong Luo, et al.
Published: (2025-04-01)

An Improved Short-Term Electricity Load Forecasting Method: The VMD–KPCA–xLSTM–Informer Model
by: Jiawen You, et al.
Published: (2025-04-01)

A Deformation Prediction Model for Concrete Dams Based on RSA-VMD-AttLSTM
by: Pei Liu, et al.
Published: (2025-01-01)

Short-Term Power Load Prediction Method Based on VMD and EDE-BiLSTM
by: Yibo Lai, et al.
Published: (2025-01-01)

Extreme Short-Term Prediction of Unmanned Surface Vessel Nonlinear Motion Under Waves
by: Yiwen Wang, et al.
Published: (2025-03-01)

Research on Short-term Load Forecasting Algorithm Based on VMD and TCN
by: WANG Qing, et al.
Published: (2024-04-01)

An Optimized Power Load Forecasting Algorithm Based on VMD‐SMA‐LSTM
by: Wei Liu, et al.
Published: (2025-06-01)

Fault Feature Extraction Method of Gearbox based on Parameter Optimization VMD
by: Ding Chengjun, et al.
Published: (2020-03-01)

Prediction of China’s Polysilicon Prices: A Combination Model Based on Variational Mode Decomposition, Sparrow Search Algorithm and Long Short-Term Memory
by: Jining Wang, et al.
Published: (2024-11-01)

Short-Term Wind Power Forecast Based on CNN&LSTM-GRU Model Integrated with CEEMD-SE Algorithm
by: Guohua YANG, et al.
Published: (2024-02-01)

Multi-stage Optimization Forecast of Short-term Power Load Based on VMD and PSO-SVR
by: Wenwu LI, et al.
Published: (2022-08-01)

Prediction of Dissolved Gas Concentration in Transformer Oil Based on Hybrid Mode Decomposition and LSTM-CNN
by: Tie CHEN, et al.
Published: (2023-01-01)

Univariate deep learning framework for short-term SST forecasting at high spatio-temporal scales
by: Jagdish Prajapati, et al.
Published: (2025-01-01)

Photovoltaic Power Forecasting Based on Variational Mode Decomposition and Long Short-Term Memory Neural Network
by: Zhijian Hou, et al.
Published: (2025-07-01)

A Hybrid Method Combining Variational Mode Decomposition and Deep Neural Networks for Predicting PM2.5 Concentration in China
by: Senlin Li, et al.
Published: (2025-01-01)

Secondary Hybrid Decomposition Strategy for Wind Power Prediction Using Long Short-Term Memory With Crisscross Optimization
by: Yoseph Mekonnen Abebe, et al.
Published: (2025-01-01)

Multi-Level Decomposition and Interpretability-Enhanced Air Conditioning Load Forecasting Study
by: Xinting Yang, et al.
Published: (2024-11-01)

Short-Term Load Forecasting Based on Complementary Ensemble Empirical Mode Decomposition and Long Short-Term Memory
by: Huiru ZHAO, et al.
Published: (2020-06-01)

Failure Rate Prediction of a Power Transformer: A Decomposition-Based Bayesian Deep Learning Method
by: Weixin Zhang, et al.
Published: (2025-01-01)

Multi-agent maglev harmonic prediction algorithm based on integrated attention mechanism
by: WANG Zongyan, et al.
Published: (2023-11-01)

Short Term Photovoltaic Power Combination Prediction Method Based on Similar Day Selection and Data Reconstruction
by: Qingbin CHEN, et al.
Published: (2024-12-01)

Fault Diagnosis Method of Rolling Bearing Based on Variational Modal Decomposition Multisynchrosqueezing Transform Combined With Long Short-Term Memory Networks
by: Tao Liang, et al.
Published: (2025-01-01)

Short-term Load Forecasting Based on CNN-LSTM with Quadratic Decomposition Combined
by: DENG Bowen, et al.
Published: (2023-08-01)

Feature Extraction and Attribute Recognition of Aerosol Particles from In Situ Light-Scattering Measurements Based on EMD-ICA Combined LSTM Model
by: Heng Zhao, et al.
Published: (2024-11-01)

A novel multi-class classification method for arrhythmias using Hankel dynamic mode decomposition and long short-term memory networks
by: Chuchu Liang, et al.
Published: (2025-05-01)

sEMG-Based Control of Prosthesis Hand Using LSTM Classification and SMC
by: Amanual Tesfaye Takele, et al.
Published: (2025-01-01)

PV Power Short-Term Forecasting Method Based on VMD-GWO-ELMAN
by: Na ZHANG, et al.
Published: (2022-05-01)

Accurate earthquake and mining tremor identification via a CEEMDAN-LSTM framework
by: Chao Wang, et al.
Published: (2025-06-01)

Landslide Displacement Prediction Model Based on Optimal Decomposition and Deep Attention Mechanism
by: Shuai Ren, et al.
Published: (2025-01-01)

Research on Annual Runoff Prediction Based on EMD-LSTM-ANFIS Model
by: HU Shunqiang, et al.
Published: (2021-01-01)

Monthly Runoff Prediction Based on STL-CEEMDAN-LSTM Model
by: WANG Hai, et al.
Published: (2025-04-01)

A photovoltaic power forecasting method based on the LSTM-XGBoost-EEDA-SO model
by: Ying Xu, et al.
Published: (2025-08-01)

Monthly Water Level Prediction Based on ESMD-VMD-ESN Hybrid Model
by: LI Ang, et al.
Published: (2022-01-01)

A hybrid machine learning model for classifying gene mutations in cancer using LSTM, BiLSTM, CNN, GRU, and GloVe
by: Sanad Aburass, et al.
Published: (2024-12-01)

Rolling Bearing Fault Diagnosis Based on VMD-DWT and HADS-CNN-BiLSTM Hybrid Model
by: Luchuan Shao, et al.
Published: (2025-05-01)

Short-term Wind Power Forecasting Based on BWO‒VMD and TCN‒BiGRU
by: LU Jing, et al.
Published: (2025-05-01)