The Development of a Hybrid Wavelet-ARIMA-LSTM Model for Precipitation Amounts and Drought Analysis

Nonlinear unsteady bridge aerodynamics: Reduced-order modeling based on deep LSTM networks

(2020) Tao Li et al.   JOURNAL OF WIND ENGINEERING AND INDUSTRIAL AERODYNAMICS

Prediction of Precipitation Based on Recurrent Neural Networks in Jingdezhen, Jiangxi Province, China

(2020) Jinle Kang et al.   Atmosphere

The Comparison of Predicting Storm-Time Ionospheric TEC by Three Methods: ARIMA, LSTM, and Seq2Seq

(2020) Rongxin Tang et al.   Atmosphere

Time Series Analysis and Forecasting Using a Novel Hybrid LSTM Data-Driven Model Based on Empirical Wavelet Transform Applied to Total Column of Ozone at Buenos Aires, Argentina (1966–2017)

(2020) Nkanyiso Mbatha et al.   Atmosphere

Combining statistical machine learning models with ARIMA for water level forecasting: The case of the Red river

(2020) Thi-Thu-Hong Phan et al.   ADVANCES IN WATER RESOURCES

Development of advanced artificial intelligence models for daily rainfall prediction

(2020) Binh Thai Pham et al.   ATMOSPHERIC RESEARCH

Prediction of air quality in Tehran by developing the nonlinear ensemble model

(2020) Aydin Shishegaran et al.   JOURNAL OF CLEANER PRODUCTION

Long-term rainfall prediction using atmospheric synoptic patterns in semi-arid climates with statistical and machine learning methods

(2020) Javier Diez-Sierra et al.   JOURNAL OF HYDROLOGY

Assessment of Meteorological Drought and Wet Conditions Using Two Drought Indices Across KwaZulu-Natal Province, South Africa

(2020) Minenhle Siphesihle Ndlovu et al.   Atmosphere

National-Scale Variation and Propagation Characteristics of Meteorological, Agricultural, and Hydrological Droughts in China

(2020) Ning Yao et al.   Remote Sensing

Time-series modeling of fishery landings in the Colombian Pacific Ocean using an ARIMA model

(2020) John Josephraj Selvaraj et al.   Regional Studies in Marine Science

Forecasting the renewable energy consumption of the European countries by an adjacent non-homogeneous grey model

(2020) Lianyi Liu et al.   APPLIED MATHEMATICAL MODELLING

Evidence for intensification of meteorological droughts in Oman over the past four decades

(2020) Ahmed M. El Kenawy et al.   ATMOSPHERIC RESEARCH

Forecasting the non-renewable energy consumption by an adjacent accumulation grey model

(2020) Hongying Zhao et al.   JOURNAL OF CLEANER PRODUCTION

A novel time-delay multivariate grey model for impact analysis of CO2 emissions from China’s transportation sectors

(2020) Lili Ye et al.   APPLIED MATHEMATICAL MODELLING

Performance and relationship of four different agricultural drought indices for drought monitoring in China's mainland using remote sensing data

(2020) Tehseen Javed et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Hybrid artificial intelligence-time series models for monthly streamflow modeling

(2019) Saeid Mehdizadeh et al.   APPLIED SOFT COMPUTING

Forecasting Chinese greenhouse gas emissions from energy consumption using a novel grey rolling model

(2019) Ning Xu et al.   ENERGY

India's dependence on foreign oil will exceed 90% around 2025 - The forecasting results based on two hybridized NMGM-ARIMA and NMGM-BP models

(2019) Shuyu Li et al.   JOURNAL OF CLEANER PRODUCTION

Spatial and temporal variations of precipitation concentration and their relationships with large-scale atmospheric circulations across Northeast China

(2019) Rui Wang et al.   ATMOSPHERIC RESEARCH

Improving forecasting accuracy of time series data using a new ARIMA-ANN hybrid method and empirical mode decomposition

(2019) Ümit Çavuş Büyükşahin et al.   NEUROCOMPUTING

Examination and prediction of fog and haze pollution using a multi-variable grey model based on interval number sequences

(2019) Ping-ping Xiong et al.   APPLIED MATHEMATICAL MODELLING

Evaluating the sensitivity of precipitation-based drought indices to different lengths of record

(2019) Peyman Mahmoudi et al.   JOURNAL OF HYDROLOGY

Model comparison of GM(1,1) and DGM(1,1) based on Monte-Carlo simulation

(2019) Zheng-Xin Wang et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Prediction of Rainfall Using Intensified LSTM Based Recurrent Neural Network with Weighted Linear Units

(2019) S. Poornima et al.   Atmosphere

Drought interval simulation using functional data analysis

(2019) Ufuk Beyaztas et al.   JOURNAL OF HYDROLOGY

Forecasting China's electricity consumption using a new grey prediction model

(2018) Song Ding et al.   ENERGY

Seasonal Drought Prediction: Advances, Challenges, and Future Prospects

(2018) Zengchao Hao et al.   REVIEWS OF GEOPHYSICS

On Lack of Robustness in Hydrological Model Development Due to Absence of Guidelines for Selecting Calibration and Evaluation Data: Demonstration for Data-Driven Models

(2018) Feifei Zheng et al.   WATER RESOURCES RESEARCH

A SVR-ANN combined model based on ensemble EMD for rainfall prediction

(2018) Yu Xiang et al.   APPLIED SOFT COMPUTING

Analysis of the spatiotemporal variability of droughts and the effects of drought on potato production in northern China

(2018) Yandong Wang et al.   AGRICULTURAL AND FOREST METEOROLOGY

A new hybrid model to predict the electrical load in five states of Australia

(2018) Jinran Wu et al.   ENERGY

Development and evaluation of a comprehensive drought index

(2017) Elaheh Esfahanian et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Artificial neural networks versus gene expression programming for estimating reference evapotranspiration in arid climate

(2016) Mohamed A. Yassin et al.   AGRICULTURAL WATER MANAGEMENT

Natural hazards in Australia: droughts

(2016) Anthony S. Kiem et al.   CLIMATIC CHANGE

Drought Forecasting Using Stochastic Models in a Hyper-Arid Climate

(2015) Amr Mossad et al.   Atmosphere

Comparison of Gene Expression Programming with neuro-fuzzy and neural network computing techniques in estimating daily incoming solar radiation in the Basque Country (Northern Spain)

(2012) Gorka Landeras et al.   ENERGY CONVERSION AND MANAGEMENT

Comparison of multi-monthly rainfall-based drought severity indices, with application to semi-arid Konya closed basin, Turkey

(2012) Selim Dogan et al.   JOURNAL OF HYDROLOGY

Using discrete wavelet transforms to analyze trends in streamflow and precipitation in Quebec and Ontario (1954–2008)

(2012) D. Nalley et al.   JOURNAL OF HYDROLOGY

Comparison of the ARMA, ARIMA, and the autoregressive artificial neural network models in forecasting the monthly inflow of Dez dam reservoir

(2012) Mohammad Valipour et al.   JOURNAL OF HYDROLOGY

Precipitation variability in Northeast China from 1961 to 2008

(2011) Liqiao Liang et al.   JOURNAL OF HYDROLOGY

Forecasting energy consumption using a grey model improved by incorporating genetic programming

(2010) Yi-Shian Lee et al.   ENERGY CONVERSION AND MANAGEMENT

Discrete grey forecasting model and its optimization

(2008) Nai-ming Xie et al.   APPLIED MATHEMATICAL MODELLING