A review of the hybrid artificial intelligence and optimization modelling of hydrological streamflow forecasting
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Title
A review of the hybrid artificial intelligence and optimization modelling of hydrological streamflow forecasting
Authors
Keywords
Artificial intelligence, Artificial Neural Network (ANN), Support Vector Machine (SVM), Adaptive Neuro-Fuzzy Inference System (ANFIS), Optimization Algorithms, Genetic Algorithms (GA), Particle Swarm Optimization (PSO), Artificial Bee Colony (ABC), Reservoir Inflows, Streamflow forecasting
Journal
Alexandria Engineering Journal
Volume 61, Issue 1, Pages 279-303
Publisher
Elsevier BV
Online
2021-06-06
DOI
10.1016/j.aej.2021.04.100
References
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Note: Only part of the references are listed.- A Comparative Study of MLR, KNN, ANN and ANFIS Models with Wavelet Transform in Monthly Stream Flow Prediction
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- Improving artificial intelligence models accuracy for monthly streamflow forecasting using grey Wolf optimization (GWO) algorithm
- (2019) Yazid Tikhamarine et al. JOURNAL OF HYDROLOGY
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- (2018) Wen-jing Niu et al. JOURNAL OF HYDROLOGIC ENGINEERING
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- (2018) Di Zhang et al. JOURNAL OF HYDROLOGY
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- 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
- Developing reservoir monthly inflow forecasts using artificial intelligence and climate phenomenon information
- (2017) Tiantian Yang et al. WATER RESOURCES RESEARCH
- Ensemble forecasting of sub-seasonal to seasonal streamflow by a Bayesian joint probability modelling approach
- (2016) Tongtiegang Zhao et al. JOURNAL OF HYDROLOGY
- Water level forecasting using neuro-fuzzy models with local learning
- (2016) Phuoc Khac-Tien Nguyen et al. NEURAL COMPUTING & APPLICATIONS
- Optimization of Exclusive Release Policies for Hydropower Reservoir Operation by Using Genetic Algorithm
- (2016) Aida Tayebiyan et al. WATER RESOURCES MANAGEMENT
- Modelling Intelligent Water Resources Allocation for Multi-users
- (2016) Fi-John Chang et al. WATER RESOURCES MANAGEMENT
- Daily water level forecasting using wavelet decomposition and artificial intelligence techniques
- (2015) Youngmin Seo et al. JOURNAL OF HYDROLOGY
- A comparison of Artificial Neural Networks (ANN) and Local Linear Regression (LLR) techniques for predicting monthly reservoir levels
- (2015) Muhammad Ali Shamim et al. KSCE Journal of Civil Engineering
- Lake Level Forecasting Using Wavelet-SVR, Wavelet-ANFIS and Wavelet-ARMA Conjunction Models
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- Grey Wolf Optimizer
- (2014) Seyedali Mirjalili et al. ADVANCES IN ENGINEERING SOFTWARE
- Similarity-based error prediction approach for real-time inflow forecasting
- (2014) Mahmood Akbari et al. HYDROLOGY RESEARCH
- Successive-station monthly streamflow prediction using different artificial neural network algorithms
- (2014) A. Danandeh Mehr et al. International Journal of Environmental Science and Technology
- Applications of hybrid wavelet–Artificial Intelligence models in hydrology: A review
- (2014) Vahid Nourani et al. JOURNAL OF HYDROLOGY
- Accuracy Enhancement for Forecasting Water Levels of Reservoirs and River Streams Using a Multiple-Input-Pattern Fuzzification Approach
- (2014) Nariman Valizadeh et al. TheScientificWorldJOURNAL
- State-of-the-Art for Modelling Reservoir Inflows and Management Optimization
- (2014) Shi-Mei Choong et al. WATER RESOURCES MANAGEMENT
- A comparative study of artificial neural network, adaptive neuro fuzzy inference system and support vector machine for forecasting river flow in the semiarid mountain region
- (2013) Zhibin He et al. JOURNAL OF HYDROLOGY
- Performance analysis of artificial bee colony (ABC) algorithm in optimizing release policy of Aswan High Dam
- (2013) Md. S. Hossain et al. NEURAL COMPUTING & APPLICATIONS
- Forecasting of monthly river flow with autoregressive modeling and data-driven techniques
- (2013) Özlem Terzi et al. NEURAL COMPUTING & APPLICATIONS
- A Review of Data Fusion Techniques
- (2013) Federico Castanedo TheScientificWorldJOURNAL
- Daily Forecasting of Dam Water Levels: Comparing a Support Vector Machine (SVM) Model With Adaptive Neuro Fuzzy Inference System (ANFIS)
- (2013) Afiq Hipni et al. WATER RESOURCES MANAGEMENT
- Monthly river flow forecasting using artificial neural network and support vector regression models coupled with wavelet transform
- (2012) Aman Mohammad Kalteh COMPUTERS & GEOSCIENCES
- Multi-time-step ahead daily and hourly intermittent reservoir inflow prediction by artificial intelligent techniques using lumped and distributed data
- (2012) V. Jothiprakash et al. JOURNAL OF HYDROLOGY
- Real-Time Operation of Reservoir System by Genetic Programming
- (2012) E. Fallah-Mehdipour et al. WATER RESOURCES MANAGEMENT
- Forecasting daily lake levels using artificial intelligence approaches
- (2011) Ozgur Kisi et al. COMPUTERS & GEOSCIENCES
- Monthly streamflow forecasting based on improved support vector machine model
- (2011) Jun Guo et al. EXPERT SYSTEMS WITH APPLICATIONS
- Daily water level forecasting using adaptive neuro-fuzzy interface system with different scenarios: Klang Gate, Malaysia
- (2011) N. Valizadeh International Journal of Physical Sciences
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- (2011) R. Noori et al. JOURNAL OF HYDROLOGY
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- (2011) Huawen Liu et al. JOURNAL OF SYSTEMS AND SOFTWARE
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- (2010) H. Yonaba et al. JOURNAL OF HYDROLOGIC ENGINEERING
- Comparison of Multivariate Regression and Artificial Neural Networks for Peak Urban Water-Demand Forecasting: Evaluation of Different ANN Learning Algorithms
- (2010) Jan Adamowski et al. JOURNAL OF HYDROLOGIC ENGINEERING
- Development of a coupled wavelet transform and neural network method for flow forecasting of non-perennial rivers in semi-arid watersheds
- (2010) Jan Adamowski et al. JOURNAL OF HYDROLOGY
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- (2010) Li-Chiu Chang et al. JOURNAL OF HYDROLOGY
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- (2010) C.L. Wu et al. JOURNAL OF HYDROLOGY
- Application of radial basis function neural networks to short-term streamflow forecasting
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- (2009) Pei-Hao Li et al. INTERNATIONAL JOURNAL OF CLIMATOLOGY
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- (2008) R. Remesan et al. HYDROLOGICAL PROCESSES
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- Data-driven modelling: some past experiences and new approaches
- (2007) Dimitri P. Solomatine et al. JOURNAL OF HYDROINFORMATICS
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