Performance Comparison of an LSTM-based Deep Learning Model versus Conventional Machine Learning Algorithms for Streamflow Forecasting
出版年份 2021 全文链接
标题
Performance Comparison of an LSTM-based Deep Learning Model versus Conventional Machine Learning Algorithms for Streamflow Forecasting
作者
关键词
-
出版物
WATER RESOURCES MANAGEMENT
Volume -, Issue -, Pages -
出版商
Springer Science and Business Media LLC
发表日期
2021-08-17
DOI
10.1007/s11269-021-02937-w
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注意:仅列出部分参考文献,下载原文获取全部文献信息。- Deep Learning with Long Short Term Memory Based Sequence-to-Sequence Model for Rainfall-Runoff Simulation
- (2021) Heechan Han et al. Water
- Suspended sediment load prediction using long short-term memory neural network
- (2021) Nouar AlDahoul et al. Scientific Reports
- An Efficient Multi-Sensor Remote Sensing Image Clustering in Urban Areas via Boosted Convolutional Autoencoder (BCAE)
- (2021) Maryam Rahimzad et al. Remote Sensing
- Decomposition ensemble model based on variational mode decomposition and long short-term memory for streamflow forecasting
- (2020) Ganggang Zuo et al. JOURNAL OF HYDROLOGY
- A Rainfall‐Runoff Model With LSTM‐Based Sequence‐to‐Sequence Learning
- (2020) Zhongrun Xiang et al. WATER RESOURCES RESEARCH
- The Applicability of LSTM-KNN Model for Real-Time Flood Forecasting in Different Climate Zones in China
- (2020) Moyang Liu et al. Water
- Enhancing the Prediction Accuracy of Data-Driven Models for Monthly Streamflow in Urmia Lake Basin Based upon the Autoregressive Conditionally Heteroskedastic Time-Series Model
- (2020) Nasrin Fathollahzadeh Attar et al. Applied Sciences-Basel
- Comparative Analysis of Recurrent Neural Network Architectures for Reservoir Inflow Forecasting
- (2020) Halit Apaydin et al. Water
- Comparison of eight filter-based feature selection methods for monthly streamflow forecasting – Three case studies on CAMELS data sets
- (2020) Kun Ren et al. JOURNAL OF HYDROLOGY
- Analyzing trend and forecasting of rainfall changes in India using non-parametrical and machine learning approaches
- (2020) Bushra Praveen et al. Scientific Reports
- Using long short-term memory networks for river flow prediction
- (2020) Wei Xu et al. HYDROLOGY RESEARCH
- The importance of short lag-time in the runoff forecasting model based on long short-term memory
- (2020) Xi Chen et al. JOURNAL OF HYDROLOGY
- Short-term runoff prediction with GRU and LSTM networks without requiring time step optimization during sample generation
- (2020) Shuai Gao et al. JOURNAL OF HYDROLOGY
- Employing Machine Learning Algorithms for Streamflow Prediction: A Case Study of Four River Basins with Different Climatic Zones in the United States
- (2020) Peiman Parisouj et al. WATER RESOURCES MANAGEMENT
- Deep Learning for Spatio-Temporal Data Mining: A Survey
- (2020) Senzhang Wang et al. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING
- Application of Long Short-Term Memory (LSTM) Neural Network for Flood Forecasting
- (2019) Le et al. Water
- A novel deep learning neural network approach for predicting flash flood susceptibility: A case study at a high frequency tropical storm area
- (2019) Dieu Tien Bui et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Streamflow and rainfall forecasting by two long short-term memory-based models
- (2019) Lingling Ni et al. JOURNAL OF HYDROLOGY
- Potential of Hybrid Data-Intelligence Algorithms for Multi-Station Modelling of Rainfall
- (2019) Quoc Bao Pham et al. WATER RESOURCES MANAGEMENT
- Developing a Long Short-Term Memory (LSTM) based model for predicting water table depth in agricultural areas
- (2018) Jianfeng Zhang et al. JOURNAL OF HYDROLOGY
- Season Algorithm-Multigene Genetic Programming: A New Approach for Rainfall-Runoff Modelling
- (2018) Ali Danandeh Mehr et al. WATER RESOURCES MANAGEMENT
- Forecasting Daily Streamflow for Basins with Different Physical Characteristics through Data-Driven Methods
- (2018) Sinan Jasim Hadi et al. WATER RESOURCES MANAGEMENT
- A Comparison of SWAT and ANN Models for Daily Runoff Simulation in Different Climatic Zones of Peninsular Spain
- (2018) Patricia Jimeno-Sáez et al. Water
- Prediction of river flow using hybrid neuro-fuzzy models
- (2018) Armin Azad et al. Arabian Journal of Geosciences
- A robust method for non-stationary streamflow prediction based on improved EMD-SVM model
- (2018) Erhao Meng et al. JOURNAL OF HYDROLOGY
- Flood Prediction Using Machine Learning Models: Literature Review
- (2018) Amir Mosavi et al. Water
- Deep Learning with a Long Short-Term Memory Networks Approach for Rainfall-Runoff Simulation
- (2018) Caihong Hu et al. Water
- Soft Computing Techniques for Rainfall-Runoff Simulation: Local Non–Parametric Paradigm vs. Model Classification Methods
- (2017) Mohammad Rezaie-Balf et al. WATER RESOURCES MANAGEMENT
- Predicting river daily flow using wavelet-artificial neural networks based on regression analyses in comparison with artificial neural networks and support vector machine models
- (2016) Maryam Shafaei et al. NEURAL COMPUTING & APPLICATIONS
- Long-term Streamflow Forecasting Based on Ensemble Streamflow Prediction Technique: A Case Study in New Zealand
- (2016) Shailesh Kumar Singh WATER RESOURCES MANAGEMENT
- Enhancing Long-Term Streamflow Forecasting and Predicting using Periodicity Data Component: Application of Artificial Intelligence
- (2016) Zaher Mundher Yaseen et al. WATER RESOURCES MANAGEMENT
- A machine learning-based approach to predict the velocity profiles in small streams
- (2015) Onur Genç et al. WATER RESOURCES MANAGEMENT
- An enhanced hybrid method for time series prediction using linear and neural network models
- (2012) Purwanto et al. APPLIED INTELLIGENCE
- Understanding the Dependence of Satellite Rainfall Uncertainty on Topography and Climate for Hydrologic Model Simulation
- (2012) Abebe S. Gebregiorgis et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Monitoring stress changes in a concrete bridge with coda wave interferometry
- (2011) Simon Christian Stähler et al. JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA
- Intermittent Streamflow Forecasting by Using Several Data Driven Techniques
- (2011) Ozgur Kisi et al. WATER RESOURCES MANAGEMENT
- Stream flow forecasting using neuro-wavelet technique
- (2008) Özgür Kişi HYDROLOGICAL PROCESSES
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