A novel multivariate time series prediction of crucial water quality parameters with Long Short-Term Memory (LSTM) networks

Application of Water Quality Indices, Machine Learning Approaches, and GIS to Identify Groundwater Quality for Irrigation Purposes: A Case Study of Sahara Aquifer, Doucen Plain, Algeria

(2023) Aissam Gaagai et al.   Water

Evaluation of River Water Quality Index Using Remote Sensing and Artificial Intelligence Models

(2023) Mohammad Najafzadeh et al.   Remote Sensing

Ensemble Empirical Mode Decomposition and a Long Short-Term Memory Neural Network for Surface Water Quality Prediction of the Xiaofu River, China

(2023) Lan Luo et al.   Water

Groundwater Quality and Health Risk Assessment Using Indexing Approaches, Multivariate Statistical Analysis, Artificial Neural Networks, and GIS Techniques in El Kharga Oasis, Egypt

(2023) Mohamed Gad et al.   Water

Evaluation and Prediction of Groundwater Quality for Irrigation Using an Integrated Water Quality Indices, Machine Learning Models and GIS Approaches: A Representative Case Study

(2023) Hekmat Ibrahim et al.   Water

Accurate prediction of water quality in urban drainage network with integrated EMD-LSTM model

(2022) Yituo Zhang et al.   Journal of Cleaner Production

Analysis and prediction of water quality using deep learning and auto deep learning techniques

(2022) D. Venkata Vara Prasad et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Identifying trends and driving factors of spatio-temporal water quality variation in Guanting Reservoir Basin, North China

(2022) Jingqiu Jiang et al.   ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH

Algal bloom forecasting with time-frequency analysis: A hybrid deep learning approach

(2022) Muyuan Liu et al.   WATER RESEARCH

Water Quality Prediction Based on LSTM and Attention Mechanism: A Case Study of the Burnett River, Australia

(2022) Honglei Chen et al.   Sustainability

Reliability evaluation of groundwater quality index using data-driven models

(2021) Mohammad Najafzadeh et al.   ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH

A transfer Learning-Based LSTM strategy for imputing Large-Scale consecutive missing data and its application in a water quality prediction system

(2021) Zeng Chen et al.   JOURNAL OF HYDROLOGY

Assessment of Water Quality in Lake Qaroun Using Ground-Based Remote Sensing Data and Artificial Neural Networks

(2021) Salah Elsayed et al.   Water

Short-term water quality variable prediction using a hybrid CNN–LSTM deep learning model

(2020) Rahim Barzegar et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

A Rainfall‐Runoff Model With LSTM‐Based Sequence‐to‐Sequence Learning

(2020) Zhongrun Xiang et al.   WATER RESOURCES RESEARCH

Multidecadal water quality deterioration in the largest freshwater lake in China (Poyang Lake): Implications on eutrophication management

(2020) Bing Li et al.   ENVIRONMENTAL POLLUTION

PCA, CCA, and ANN Modeling of Climate and Land-Use Effects on Stream Water Quality of Karst Watershed in Upper Green River, Kentucky

(2020) Turuganti Venkateswarlu et al.   JOURNAL OF HYDROLOGIC ENGINEERING

Predicting flood susceptibility using LSTM neural networks

(2020) Zhice Fang et al.   JOURNAL OF HYDROLOGY

Nutrient Load estimation in a drinking water protection zone based on remote sensing data embedded within a nutrient budget model

(2019) Guoqiang Wang et al.   WATER RESEARCH

Deep learning and process understanding for data-driven Earth system science

(2019) Markus Reichstein et al.   NATURE

Two hybrid data-driven models for modeling water-air temperature relationship in rivers

(2019) Senlin Zhu et al.   ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH

Prediction of the five-day biochemical oxygen demand and chemical oxygen demand in natural streams using machine learning methods

(2019) Mohammad Najafzadeh et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Image classification toward lung cancer recognition by learning deep quality model

(2019) Ying Liu et al.   JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION

Deep spatiotemporal residual early-late fusion network for city region vehicle emission pollution prediction

(2019) Zhenyi Xu et al.   NEUROCOMPUTING

Deep topology network: A framework based on feedback adjustment learning rate for image classification

(2019) Long Fan et al.   ADVANCED ENGINEERING INFORMATICS

Exploring the application of artificial intelligence technology for identification of water pollution characteristics and tracing the source of water quality pollutants

(2019) Puze Wang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Wind speed forecasting using nonlinear-learning ensemble of deep learning time series prediction and extremal optimization

(2018) Jie Chen et al.   ENERGY CONVERSION AND MANAGEMENT

Use long short-term memory to enhance Internet of Things for combined sewer overflow monitoring

(2018) Duo Zhang et al.   JOURNAL OF HYDROLOGY

How and to what extent does precipitation on multi-temporal scales and soil moisture at different depths determine carbon flux responses in a water-limited grassland ecosystem?

(2018) Qingqing Fang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Learning a bidirectional mapping between human whole-body motion and natural language using deep recurrent neural networks

(2018) Matthias Plappert et al.   ROBOTICS AND AUTONOMOUS SYSTEMS

Assessing the Adaptability of Water Resources System in Shandong Province, China, Using a Novel Comprehensive Co-evolution Model

(2018) Jiping Yao et al.   WATER RESOURCES MANAGEMENT

Day-ahead building-level load forecasts using deep learning vs. traditional time-series techniques

(2018) Mengmeng Cai et al.   APPLIED ENERGY

Hybrid deep learning and empirical mode decomposition model for time series applications

(2018) Hao-Fan Yang et al.   EXPERT SYSTEMS WITH APPLICATIONS

Long short-term memory neural network for air pollutant concentration predictions: Method development and evaluation

(2017) Xiang Li et al.   ENVIRONMENTAL POLLUTION

Deep learning for biological image classification

(2017) Carlos Affonso et al.   EXPERT SYSTEMS WITH APPLICATIONS

Application of the Random Forest model for chlorophyll- a forecasts in fresh and brackish water bodies in Japan, using multivariate long-term databases

(2017) Hiroshi Yajima et al.   JOURNAL OF HYDROINFORMATICS

Evaluating deep learning architectures for Speech Emotion Recognition

(2017) Haytham M. Fayek et al.   NEURAL NETWORKS

The relative importance of water temperature and residence time in predicting cyanobacteria abundance in regulated rivers

(2017) YoonKyung Cha et al.   WATER RESEARCH

Impact of revised thermal stability on pollutant transport time in a deep reservoir

(2016) Binbin Wu et al.   JOURNAL OF HYDROLOGY

Scour prediction in long contractions using ANFIS and SVM

(2016) Mohammad Najafzadeh et al.   OCEAN ENGINEERING

Application of wavelet-artificial intelligence hybrid models for water quality prediction: a case study in Aji-Chay River, Iran

(2016) Rahim Barzegar et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

GIS and Artificial Neural Network–Based Water Quality Model for a Stream Network in the Upper Green River Basin, Kentucky, USA

(2015) Jagadeesh Anmala et al.   JOURNAL OF ENVIRONMENTAL ENGINEERING

Comparing various artificial neural network types for water temperature prediction in rivers

(2015) Adam P. Piotrowski et al.   JOURNAL OF HYDROLOGY

A continental-scale hydrology and water quality model for Europe: Calibration and uncertainty of a high-resolution large-scale SWAT model

(2015) K.C. Abbaspour et al.   JOURNAL OF HYDROLOGY

GIS and Artificial Neural Network–Based Water Quality Model for a Stream Network in the Upper Green River Basin, Kentucky, USA

(2015) Jagadeesh Anmala et al.   JOURNAL OF ENVIRONMENTAL ENGINEERING

Identification and Assessment of Potential Water Quality Impact Factors for Drinking-Water Reservoirs

(2014) Qing Gu et al.   International Journal of Environmental Research and Public Health

Analysis of changes in meteorological variables using Mann-Kendall and Sen's slope estimator statistical tests in Serbia

(2012) Milan Gocic et al.   GLOBAL AND PLANETARY CHANGE

Modeling of land use and reservoir effects on nonpoint source pollution in a highly agricultural basin

(2012) Yiping Wu et al.   JOURNAL OF ENVIRONMENTAL MONITORING

An ANN application for water quality forecasting

(2008) Sundarambal Palani et al.   MARINE POLLUTION BULLETIN