Development of a TVF-EMD-based multi-decomposition technique integrated with Encoder-Decoder-Bidirectional-LSTM for monthly rainfall forecasting

Forecasting weekly reference evapotranspiration using Auto Encoder Decoder Bidirectional LSTM model hybridized with a Boruta-CatBoost input optimizer

(2022) Masoud Karbasi et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

The next generation of soil and water bodies heavy metals prediction and detection: New expert system based Edge Cloud Server and Federated Learning technology

(2022) Zaher Mundher Yaseen   ENVIRONMENTAL POLLUTION

Developing a novel hybrid Auto Encoder Decoder Bidirectional Gated Recurrent Unit model enhanced with empirical wavelet transform and Boruta-Catboost to forecast significant wave height

(2022) Masoud Karbasi et al.   Journal of Cleaner Production

Support vector regression integrated with novel meta-heuristic algorithms for meteorological drought prediction

(2021) Anurag Malik et al.   METEOROLOGY AND ATMOSPHERIC PHYSICS

Performance Comparison of Machine Learning Models for Annual Precipitation Prediction Using Different Decomposition Methods

(2021) Chao Song et al.   Remote Sensing

Application of standardized precipitation index for monitoring meteorological drought and wet conditions in Garhwal region (Uttarakhand)

(2021) Anurag Malik et al.   Arabian Journal of Geosciences

A novel Encoder-Decoder model based on read-first LSTM for air pollutant prediction

(2021) Bo Zhang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Using the General Regression Neural Network Method to Calibrate the Parameters of a Sub-Catchment

(2021) Qing-Chi Cai et al.   Water

A novel denoising algorithm based on TVF-EMD and its application in fault classification of rotating machinery

(2021) Shuqing Zhang et al.   MEASUREMENT

Combining time varying filtering based empirical mode decomposition and machine learning to predict precipitation from nonlinear series

(2021) Chao Song et al.   JOURNAL OF HYDROLOGY

Sea level simulation with signal decomposition and machine learning

(2021) Chao Song et al.   OCEAN ENGINEERING

Development of a new wavelet-based hybrid model to forecast multi-scalar SPEI drought index (case study: Zanjan city, Iran)

(2021) Masoud Karbasi et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Evaluating severity–area–frequency (SAF) of seasonal droughts in Bangladesh under climate change scenarios

(2020) Mahiuddin Alamgir et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Annual Rainfall Forecasting Using Hybrid Artificial Intelligence Model: Integration of Multilayer Perceptron with Whale Optimization Algorithm

(2020) Lamine Diop et al.   WATER RESOURCES MANAGEMENT

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

(2020) Zhongrun Xiang et al.   WATER RESOURCES RESEARCH

Complete ensemble empirical mode decomposition hybridized with random forest and kernel ridge regression model for monthly rainfall forecasts

(2020) Mumtaz Ali et al.   JOURNAL OF HYDROLOGY

A CNN–LSTM model for gold price time-series forecasting

(2020) Ioannis E. Livieris et al.   NEURAL COMPUTING & APPLICATIONS

Drought index prediction using advanced fuzzy logic model: Regional case study over Kumaon in India

(2020) Anurag Malik et al.   PLoS One

Development of advanced artificial intelligence models for daily rainfall prediction

(2020) Binh Thai Pham et al.   ATMOSPHERIC RESEARCH

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

A double decomposition-based modelling approach to forecast weekly solar radiation

(2020) Ramendra Prasad et al.   RENEWABLE ENERGY

Enhancing streamflow forecast and extracting insights using long‐short term memory networks with data integration at continental scales

(2020) Dapeng Feng et al.   WATER RESOURCES RESEARCH

A compound framework for wind speed forecasting based on comprehensive feature selection, quantile regression incorporated into convolutional simplified long short-term memory network and residual error correction

(2020) Kai Wang et al.   ENERGY CONVERSION AND MANAGEMENT

Flood Hazard Rating Prediction for Urban Areas Using Random Forest and LSTM

(2020) Hyun Il Kim et al.   KSCE Journal of Civil Engineering

Analysis of dry and wet climate characteristics at Uttarakhand (India) using effective drought index

(2020) Anurag Malik et al.   Natural Hazards

Forecast of short-term daily reference evapotranspiration under limited meteorological variables using a hybrid bi-directional long short-term memory model (Bi-LSTM)

(2020) Juan Yin et al.   AGRICULTURAL WATER MANAGEMENT

A multi-stage method to predict carbon dioxide emissions using dimensionality reduction, clustering, and machine learning techniques

(2020) Abbas Mardani et al.   JOURNAL OF CLEANER PRODUCTION

Groundwater quality forecasting using machine learning algorithms for irrigation purposes

(2020) Ali El Bilali et al.   AGRICULTURAL WATER MANAGEMENT

Spatiotemporal prediction of air quality based on LSTM neural network

(2020) Dewen Seng et al.   Alexandria Engineering Journal

Application of generalized regression neural network method for corrosion modeling of steel embedded in soil

(2019) Ling Ding et al.   SOILS AND FOUNDATIONS

State-of-charge sequence estimation of lithium-ion battery based on bidirectional long short-term memory encoder-decoder architecture

(2019) Chong Bian et al.   JOURNAL OF POWER SOURCES

Rainfall prediction for the Kerala state of India using artificial intelligence approaches

(2018) Yajnaseni Dash et al.   COMPUTERS & ELECTRICAL ENGINEERING

Addressing the incorrect usage of wavelet-based hydrological and water resources forecasting models for real-world applications with best practices and a new forecasting framework

(2018) John Quilty et al.   JOURNAL OF HYDROLOGY

An optimized time varying filtering based empirical mode decomposition method with grey wolf optimizer for machinery fault diagnosis

(2018) Xin Zhang et al.   JOURNAL OF SOUND AND VIBRATION

Software reliability prediction using a deep learning model based on the RNN encoder–decoder

(2018) Jinyong Wang et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Genetic programming in water resources engineering: A state-of-the-art review

(2018) Ali Danandeh Mehr et al.   JOURNAL OF HYDROLOGY

Application of machine learning to an early warning system for very short-term heavy rainfall

(2018) Seung-Hyun Moon et al.   JOURNAL OF HYDROLOGY

Using Bidirectional Long Short-Term Memory Method for the Height of F2 Peak Forecasting from Ionosonde Measurements in the Australian Region

(2018) Andong Hu et al.   Remote Sensing

Assessment of deep recurrent neural network-based strategies for short-term building energy predictions

(2018) Cheng Fan et al.   APPLIED ENERGY

An extensive evaluation of seven machine learning methods for rainfall prediction in weather derivatives

(2017) Sam Cramer et al.   EXPERT SYSTEMS WITH APPLICATIONS

Comparison of random forests and support vector machine for real-time radar-derived rainfall forecasting

(2017) Pao-Shan Yu et al.   JOURNAL OF HYDROLOGY

A time varying filter approach for empirical mode decomposition

(2017) Heng Li et al.   SIGNAL PROCESSING

Hydrological analysis of extreme rainfall events and severe rainstorms over Uttarakhand, India

(2016) S. Nandargi et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

Application of soft computing based hybrid models in hydrological variables modeling: a comprehensive review

(2016) Farzad Fahimi et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Hydrologic and Water Quality Models: Performance Measures and Evaluation Criteria

(2015)   Transactions of the ASABE

Short-time matrix series based singular value decomposition for rolling bearing fault diagnosis

(2012) Feiyun Cong et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Detecting rainfall trends in twentieth century (1871–2006) over Orissa State, India

(2011) Jagadish P. Patra et al.   CLIMATIC CHANGE

Decomposition of the mean squared error and NSE performance criteria: Implications for improving hydrological modelling

(2009) Hoshin V. Gupta et al.   JOURNAL OF HYDROLOGY