Application of a hybrid ARIMA-LSTM model based on the SPEI for drought forecasting
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Title
Application of a hybrid ARIMA-LSTM model based on the SPEI for drought forecasting
Authors
Keywords
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Journal
ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH
Volume -, Issue -, Pages -
Publisher
Springer Science and Business Media LLC
Online
2021-08-17
DOI
10.1007/s11356-021-15325-z
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Note: Only part of the references are listed.- Anthropogenic Drought: Definition, Challenges and Opportunities
- (2021) Amir AghaKouchak et al. REVIEWS OF GEOPHYSICS
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- (2021) Abhirup Dikshit et al. JOURNAL OF ENVIRONMENTAL MANAGEMENT
- Future climate change hotspots under different 21st century warming scenarios
- (2021) Xuewei Fan et al. Earths Future
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- (2021) Liyan Huang et al. CATENA
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- (2021) Jianduo Li et al. Journal of Advances in Modeling Earth Systems
- Assessing agricultural drought risk and its dynamic evolution characteristics
- (2020) Meng Dai et al. AGRICULTURAL WATER MANAGEMENT
- Sensitivity Analysis‐Based Automatic Parameter Calibration of the VIC Model for Streamflow Simulations Over China
- (2020) Jiaojiao Gou et al. WATER RESOURCES RESEARCH
- Hybrid wavelet packet machine learning approaches for drought modeling
- (2020) Prabal Das et al. Environmental Earth Sciences
- Application of a hybrid ARIMA-SVR model based on the SPI for the forecast of drought—A case study in Henan Province, China
- (2020) Dehe Xu et al. Journal of Applied Meteorology and Climatology
- Elucidating diverse drought characteristics from two meteorological drought indices (SPI and SPEI) in China
- (2020) Lingcheng Li et al. JOURNAL OF HYDROMETEOROLOGY
- The Changing Relationship Between Rainfall and Surface Runoff on the Loess Plateau, China
- (2020) Chiyuan Miao et al. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES
- Evaluation and projection of daily maximum and minimum temperatures over China using the high-resolution NEX-GDDP dataset
- (2020) Yi Wu et al. CLIMATE DYNAMICS
- Internal and external coupling of Gaussian mixture model and deep recurrent network for probabilistic drought forecasting
- (2020) S. Zhu et al. International Journal of Environmental Science and Technology
- Knowledge extraction from trained ANN drought classification model
- (2020) Vikas Kumar Vidyarthi et al. JOURNAL OF HYDROLOGY
- Application of box-jenkins models for forecasting drought in north-western part of Bangladesh
- (2020) Md. Shaddam Hossain Bagmar et al. Environmental Engineering Research
- Utility of integrated IMERG precipitation and GLEAM potential evapotranspiration products for drought monitoring over mainland China
- (2020) Shanhu Jiang et al. ATMOSPHERIC RESEARCH
- Spatial-temporal dynamics of agricultural drought in the Loess Plateau under a changing environment: Characteristics and potential influencing factors
- (2020) Zhiming Han et al. AGRICULTURAL WATER MANAGEMENT
- Long lead time drought forecasting using lagged climate variables and a stacked long short-term memory model
- (2020) Abhirup Dikshit et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Deep Concatenated Residual Network With Bidirectional LSTM for One-Hour-Ahead Wind Power Forecasting
- (2020) Min-Seung Ko et al. IEEE Transactions on Sustainable Energy
- Towards activation function search for long short-term model network: A differential evolution based approach
- (2020) Vijayaprabakaran K. et al. Journal of King Saud University-Computer and Information Sciences
- Drought forecasting: A review of modelling approaches 2007–2017
- (2019) K. F. Fung et al. Journal of Water and Climate Change
- Downscaling rainfall using deep learning Long Short-Term Memory and Feedforward Neural Network
- (2019) Duong Tran Anh et al. INTERNATIONAL JOURNAL OF CLIMATOLOGY
- Comparative applications of data-driven models representing water table fluctuations
- (2019) Jina Jeong et al. JOURNAL OF HYDROLOGY
- Meteorological drought forecasting based on a statistical model with machine learning techniques in Shaanxi province, China
- (2019) Rong Zhang et al. SCIENCE OF THE TOTAL ENVIRONMENT
- A hybrid model for spatiotemporal forecasting of PM2.5 based on graph convolutional neural network and long short-term memory
- (2019) Yanlin Qi et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Global heat stress on health, wildfires, and agricultural crops under different levels of climate warming
- (2019) Qiaohong Sun et al. ENVIRONMENT INTERNATIONAL
- Drought prediction based on SPI and SPEI with varying timescales using LSTM recurrent neural network
- (2019) S. Poornima et al. SOFT COMPUTING
- Improved SVR machine learning models for agricultural drought prediction at downstream of Langat River Basin, Malaysia
- (2019) Kit Fai Fung et al. Journal of Water and Climate Change
- Improving SPI-derived drought forecasts incorporating synoptic-scale climate indices in multi-phase multivariate empirical mode decomposition model hybridized with simulated annealing and kernel ridge regression algorithms
- (2019) Mumtaz Ali et al. JOURNAL OF HYDROLOGY
- Possible Increased frequency of ENSO-related dry and wet conditions over some major watersheds in a warming climate
- (2019) Qiaohong Sun et al. BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY
- Natural and anthropogenic influences on the recent droughts in Yellow River Basin, China
- (2019) Abubaker Omer et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Coupling fuzzy–SVR and boosting–SVR models with wavelet decomposition for meteorological drought prediction
- (2019) Kit Fai Fung et al. Environmental Earth Sciences
- Application of artificial intelligence models for the prediction of standardized precipitation evapotranspiration index (SPEI) at Langat River Basin, Malaysia
- (2018) Y.W. Soh et al. COMPUTERS AND ELECTRONICS IN AGRICULTURE
- 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
- Drought evolution, severity and trends in mainland China over 1961–2013
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- Agricultural drought prediction using climate indices based on Support Vector Regression in Xiangjiang River basin
- (2018) Ye Tian et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Drought modeling: a comparative study between time series and neuro-fuzzy approaches
- (2018) Elham Rafiei-Sardooi et al. Arabian Journal of Geosciences
- Non-uniform changes in different categories of precipitation intensity across China and the associated large-scale circulations
- (2018) Chiyuan Miao et al. Environmental Research Letters
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- (2018) Xinli Cai et al. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES
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- (2017) Bahram Choubin et al. Environmental Earth Sciences
- A Comparative Assessment of Artificial Neural Network, Generalized Regression Neural Network, Least-Square Support Vector Regression, and K-Nearest Neighbor Regression for Monthly Streamflow Forecasting in Linear and Nonlinear Conditions
- (2017) Fereshteh Modaresi et al. WATER RESOURCES MANAGEMENT
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- Multi-time-scale analysis of hydrological drought forecasting using support vector regression (SVR) and artificial neural networks (ANN)
- (2016) Moslem Borji et al. Arabian Journal of Geosciences
- Application of several data-driven techniques to predict a standardized precipitation index
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- Coupling machine learning methods with wavelet transforms and the bootstrap and boosting ensemble approaches for drought prediction
- (2016) A. Belayneh et al. ATMOSPHERIC RESEARCH
- An extreme learning machine model for the simulation of monthly mean streamflow water level in eastern Queensland
- (2016) Ravinesh C Deo et al. ENVIRONMENTAL MONITORING AND ASSESSMENT
- Probabilistic forecasting of drought: a hidden Markov model aggregated with the RCP 8.5 precipitation projection
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- (2016) Mehdi Rezaeianzadeh et al. WATER RESOURCES MANAGEMENT
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- Long-term monthly evapotranspiration modeling by several data-driven methods without climatic data
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- The alleviating trend of drought in the Huang-Huai-Hai Plain of China based on the daily SPEI
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- Changes in Drought Characteristics over China Using the Standardized Precipitation Evapotranspiration Index
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- Introducing an operational method to forecast long-term regional drought based on the application of artificial intelligence capabilities
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- Drought Forecasting Using Stochastic Models in a Hyper-Arid Climate
- (2015) Amr Mossad et al. Atmosphere
- Development of the standardised precipitation index for Greece
- (2012) Christos A. Karavitis et al. Urban Water Journal
- Empirical Orthogonal Function analysis of the palmer drought indices
- (2011) Hasan Tatli et al. AGRICULTURAL AND FOREST METEOROLOGY
- A Multiscalar Drought Index Sensitive to Global Warming: The Standardized Precipitation Evapotranspiration Index
- (2009) Sergio M. Vicente-Serrano et al. JOURNAL OF CLIMATE
- Drought forecasting based on the remote sensing data using ARIMA models
- (2009) Ping Han et al. MATHEMATICAL AND COMPUTER MODELLING
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