Environmental assessment based surface water quality prediction using hyper-parameter optimized machine learning models based on consistent big data
Published 2021 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
Environmental assessment based surface water quality prediction using hyper-parameter optimized machine learning models based on consistent big data
Authors
Keywords
River water quality, Environmental protection, Machine learning modeling, Particle swarm optimization, Principal component analysis, Cross-validation
Journal
PROCESS SAFETY AND ENVIRONMENTAL PROTECTION
Volume 151, Issue -, Pages 324-340
Publisher
Elsevier BV
Online
2021-05-25
DOI
10.1016/j.psep.2021.05.026
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- The performance of classification and forecasting Dong Nai River water quality for sustainable water resources management using neural network techniques
- (2021) Nguyen Hien Than et al. JOURNAL OF HYDROLOGY
- Modeling Surface Water Quality Using the Adaptive Neuro-Fuzzy Inference System Aided by Input Optimization
- (2021) Muhammad Izhar Shah et al. Sustainability
- Feature Selection for Classification using Principal Component Analysis and Information Gain
- (2021) Erick Odhiambo Omuya et al. EXPERT SYSTEMS WITH APPLICATIONS
- Hybrid wavelet packet machine learning approaches for drought modeling
- (2020) Prabal Das et al. Environmental Earth Sciences
- Ensemble feature selection in medical datasets: Combining filter, wrapper, and embedded feature selection results
- (2020) Chih-Wen Chen et al. EXPERT SYSTEMS
- A metaheuristic-optimized multi-output model for predicting multiple properties of pervious concrete
- (2020) Junfei Zhang et al. CONSTRUCTION AND BUILDING MATERIALS
- A novel Hybrid Wavelet-Locally Weighted Linear Regression (W-LWLR) Model for Electrical Conductivity (EC) Prediction in Surface Water
- (2020) Iman Ahmadianfar et al. JOURNAL OF CONTAMINANT HYDROLOGY
- Estimation of total dissolved solids (TDS) using new hybrid machine learning models
- (2020) Fatemeh Barzegari Banadkooki et al. JOURNAL OF HYDROLOGY
- Evolutionary computational intelligence algorithm coupled with self-tuning predictive model for water quality index determination
- (2020) S.I. Abba et al. JOURNAL OF HYDROLOGY
- A survey on river water quality modelling using artificial intelligence models: 2000–2020
- (2020) Tiyasha et al. JOURNAL OF HYDROLOGY
- A Novel Methodology for Prediction Urban Water Demand by Wavelet Denoising and Adaptive Neuro-Fuzzy Inference System Approach
- (2020) Salah L. Zubaidi et al. Water
- Prediction of surface water total dissolved solids using hybridized wavelet-multigene genetic programming: New approach
- (2020) Mehdi Jamei et al. JOURNAL OF HYDROLOGY
- Predicting hydrologic responses to climate changes in highly glacierized and mountainous region Upper Indus Basin
- (2020) Muhammad Izhar Shah et al. Royal Society Open Science
- Root zone soil moisture estimation with Random Forest
- (2020) Coleen Carranza et al. JOURNAL OF HYDROLOGY
- Prediction of Blast-Induced Ground Vibration in an Open-Pit Mine by a Novel Hybrid Model Based on Clustering and Artificial Neural Network
- (2019) Hoang Nguyen et al. Natural Resources Research
- Artificial intelligence approaches for spatial modeling of streambed hydraulic conductivity
- (2019) Sujay Raghavendra Naganna et al. Acta Geophysica
- Modelling Reservoir Turbidity Using Landsat 8 Satellite Imagery by Gene Expression Programming
- (2019) Liu et al. Water
- Enhancing streamflow forecasting using the augmenting ensemble procedure coupled machine learning models: case study of Aswan High Dam
- (2019) Mohammad Rezaie-Balf et al. HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES
- cPSO-CNN: An efficient PSO-based algorithm for fine-tuning hyper-parameters of convolutional neural networks
- (2019) Yulong Wang et al. Swarm and Evolutionary Computation
- Machine learning methods for better water quality prediction
- (2019) Ali Najah Ahmed et al. JOURNAL OF HYDROLOGY
- Tensor Robust Principal Component Analysis with a New Tensor Nuclear Norm
- (2019) Canyi Lu et al. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
- Prediction of mechanical properties of green concrete incorporating waste foundry sand based on gene expression programming
- (2019) Muhammad Farjad Iqbal et al. JOURNAL OF HAZARDOUS MATERIALS
- Comparative analysis of surface water quality prediction performance and identification of key water parameters using different machine learning models based on big data
- (2019) Kangyang Chen et al. WATER RESEARCH
- Application of a Hybrid Artificial Neural Network-Particle Swarm Optimization (ANN-PSO) Model in Behavior Prediction of Channel Shear Connectors Embedded in Normal and High-Strength Concrete
- (2019) Mahdi Shariati et al. Applied Sciences-Basel
- Neural network and particle swarm optimization for predicting the unconfined compressive strength of cemented paste backfill
- (2018) Chongchong Qi et al. CONSTRUCTION AND BUILDING MATERIALS
- Gene Expression Programming Coupled with Unsupervised Learning: A Two-Stage Learning Process in Multi-Scale, Short-Term Water Demand Forecasts
- (2018) Sina Shabani et al. Water
- Genetic algorithm hyper-parameter optimization using Taguchi design for groundwater pollution source identification
- (2018) Xuemin Xia et al. Water Science and Technology-Water Supply
- Leachate generation rate modeling using artificial intelligence algorithms aided by input optimization method for an MSW landfill
- (2018) Taher Abunama et al. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH
- Modeling Water-Quality Parameters Using Genetic Algorithm–Least Squares Support Vector Regression and Genetic Programming
- (2017) Omid Bozorg-Haddad et al. JOURNAL OF ENVIRONMENTAL ENGINEERING
- Prediction of Water Quality Parameters Using ANFIS Optimized by Intelligence Algorithms (Case Study: Gorganrood River)
- (2017) Armin Azad et al. KSCE Journal of Civil Engineering
- Modeling Water-Quality Parameters Using Genetic Algorithm–Least Squares Support Vector Regression and Genetic Programming
- (2017) Omid Bozorg-Haddad et al. JOURNAL OF ENVIRONMENTAL ENGINEERING
- A comparative analysis among computational intelligence techniques for dissolved oxygen prediction in Delaware River
- (2017) Ehsan Olyaie et al. Geoscience Frontiers
- Modeling of Dissolved Oxygen Concentration and Its Hysteresis Behavior in Rivers Using Wavelet Transform-Based Hybrid Models
- (2016) Salar Khani et al. CLEAN-Soil Air Water
- Evaluation of empirical models for predicting monthly mean horizontal diffuse solar radiation
- (2016) Milan Despotovic et al. RENEWABLE & SUSTAINABLE ENERGY REVIEWS
- A novel hybrid water quality time series prediction method based on cloud model and fuzzy forecasting
- (2015) Weihui Deng et al. CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS
- Evolutionary algorithms and other metaheuristics in water resources: Current status, research challenges and future directions
- (2014) H.R. Maier et al. ENVIRONMENTAL MODELLING & SOFTWARE
- Application of different data-driven methods for the prediction of total dissolved solids in the Zarinehroud basin
- (2014) Sarvin Zaman Zad Ghavidel et al. STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT
- Prediction of water quality parameters of Karoon River (Iran) by artificial intelligence-based models
- (2013) S. Emamgholizadeh et al. International Journal of Environmental Science and Technology
- How large is the Upper Indus Basin? The pitfalls of auto-delineation using DEMs
- (2013) Asif Khan et al. JOURNAL OF HYDROLOGY
- Feature selection using support vector machines and bootstrap methods for ventricular fibrillation detection
- (2011) Felipe Alonso-Atienza et al. EXPERT SYSTEMS WITH APPLICATIONS
- Application of Artificial Neural Network to Predict TDS in Talkheh Rud River
- (2011) Gholamreza Asadollahfardi et al. JOURNAL OF IRRIGATION AND DRAINAGE ENGINEERING
- Gene-Expression Programming for the Development of a Stage-Discharge Curve of the Pahang River
- (2011) Hazi Mohammad Azamathulla et al. WATER RESOURCES MANAGEMENT
- Dynamic interactions of life and its landscape: feedbacks at the interface of geomorphology and ecology
- (2010) Liam Reinhardt et al. EARTH SURFACE PROCESSES AND LANDFORMS
- Monitoring strategies and scale-appropriate hydrologic and biogeochemical modelling for natural resource management: Conclusions and recommendations from a session held at the iEMSs 2008
- (2010) Ulrike Bende-Michl et al. ENVIRONMENTAL MODELLING & SOFTWARE
- Influence of different nitrate–N monitoring strategies on load estimation as a base for model calibration and evaluation
- (2010) Antje Ullrich et al. ENVIRONMENTAL MONITORING AND ASSESSMENT
- Artificial Neural Network Modeling for Groundwater Level Forecasting in a River Island of Eastern India
- (2009) Sheelabhadra Mohanty et al. WATER RESOURCES MANAGEMENT
- On Some Aspects of Variable Selection for Partial Least Squares Regression Models
- (2007) Partha Pratim Roy et al. Quantitative structure-activity relationships & combinatorial science
Publish scientific posters with Peeref
Peeref publishes scientific posters from all research disciplines. Our Diamond Open Access policy means free access to content and no publication fees for authors.
Learn MoreFind the ideal target journal for your manuscript
Explore over 38,000 international journals covering a vast array of academic fields.
Search