Predictive Modeling Approach for Surface Water Quality: Development and Comparison of Machine Learning Models

Performance Evaluation of Soft Computing for Modeling the Strength Properties of Waste Substitute Green Concrete

(2021) Muhammad Izhar Shah et al.   Sustainability

Machine Learning-Based Modeling with Optimization Algorithm for Predicting Mechanical Properties of Sustainable Concrete

(2021) Muhammad Izhar Shah et al.   Advances in Civil Engineering

Modeling Surface Water Quality Using the Adaptive Neuro-Fuzzy Inference System Aided by Input Optimization

(2021) Muhammad Izhar Shah et al.   Sustainability

Environmental assessment based surface water quality prediction using hyper-parameter optimized machine learning models based on consistent big data

(2021) Muhammad Izhar Shah et al.   PROCESS SAFETY AND ENVIRONMENTAL PROTECTION

A survey on river water quality modelling using artificial intelligence models: 2000–2020

(2020) Tiyasha et al.   JOURNAL OF HYDROLOGY

Performance Evaluation of an Independent Time Optimized Infrastructure for Big Data Analytics that Maintains Symmetry

(2020) Satvik Vats et al.   Symmetry-Basel

A kernel least mean square algorithm for fuzzy differential equations and its application in earth’s energy balance model and climate

(2020) M. Pakdaman et al.   Alexandria Engineering Journal

Prediction model for compressive arch action capacity of RC frame structures under column removal scenario using gene expression programming

(2020) Iftikhar Azim et al.   Structures

Prediction of surface water total dissolved solids using hybridized wavelet-multigene genetic programming: New approach

(2020) Mehdi Jamei et al.   JOURNAL OF HYDROLOGY

A Comparative Study of Random Forest and Genetic Engineering Programming for the Prediction of Compressive Strength of High Strength Concrete (HSC)

(2020) Furqan Farooq et al.   Applied Sciences-Basel

New Prediction Model for the Ultimate Axial Capacity of Concrete-Filled Steel Tubes: An Evolutionary Approach

(2020) Muhammad Faisal Javed et al.   Crystals

Applications of Gene Expression Programming and Regression Techniques for Estimating Compressive Strength of Bagasse Ash based Concrete

(2020) Muhammad Faisal Javed et al.   Crystals

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

Applications of Gene Expression Programming for Estimating Compressive Strength of High-Strength Concrete

(2020) Fahid Aslam et al.   Advances in Civil Engineering

A Review of the Use of Artificial Neural Network Models for Energy and Reliability Prediction. A Study of the Solar PV, Hydraulic and Wind Energy Sources

(2019) Jesús Ferrero Bermejo et al.   Applied Sciences-Basel

Machine learning methods for better water quality prediction

(2019) Ali Najah Ahmed et al.   JOURNAL OF HYDROLOGY

Integrating water quality and operation into prediction of water production in drinking water treatment plants by genetic algorithm enhanced artificial neural network

(2019) Yanyang Zhang et al.   WATER RESEARCH

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

Water quality variations in different climates of Iran: toward modeling total dissolved solid using soft computing techniques

(2018) Majid Montaseri et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Water quality prediction using machine learning methods

(2018) Amir Hamzeh Haghiabi et al.   WATER QUALITY RESEARCH JOURNAL OF CANADA

Correction and Informed Regionalization of Precipitation Data in a High Mountainous Region (Upper Indus Basin) and Its Effect on SWAT-Modelled Discharge

(2018) Asim Khan et al.   Water

Machine Learning Algorithms for the Forecasting of Wastewater Quality Indicators

(2017) Francesco Granata et al.   Water

Exploring the Spatial-Seasonal Dynamics of Water Quality, Submerged Aquatic Plants and Their Influencing Factors in Different Areas of a Lake

(2017) Kun Li et al.   Water

Application of artificial neural networks and mathematical modeling for the prediction of water quality variables (case study: southwest of Iran)

(2016) E.S. Salami et al.   Desalination and Water Treatment

Prediction of water quality index in free surface constructed wetlands

(2016) Reza Mohammadpour et al.   Environmental Earth Sciences

Twenty first century climatic and hydrological changes over Upper Indus Basin of Himalayan region of Pakistan

(2015) Shaukat Ali et al.   Environmental Research Letters

Artificial neural networks vs. Gene Expression Programming for estimating outlet dissolved oxygen in micro-irrigation sand filters fed with effluents

(2013) Pau Martí et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

An evolutionary approach for modeling of shear strength of RC deep beams

(2013) Amir Hossein Gandomi et al.   MATERIALS AND STRUCTURES

Application of artificial neural networks for water quality prediction

(2012) A. Najah et al.   NEURAL COMPUTING & APPLICATIONS

Water Quality Monitoring Using Remote Sensing and an Artificial Neural Network

(2012) Yirgalem Chebud et al.   WATER AIR AND SOIL POLLUTION

Modeling snowmelt-runoff under climate scenarios in the Hunza River basin, Karakoram Range, Northern Pakistan

(2011) Adnan Ahmad Tahir et al.   JOURNAL OF HYDROLOGY

Linear and nonlinear modeling for simultaneous prediction of dissolved oxygen and biochemical oxygen demand of the surface water — A case study

(2010) Nikita Basant et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Formulation of flow number of asphalt mixes using a hybrid computational method

(2010) Amir Hossein Alavi et al.   CONSTRUCTION AND BUILDING MATERIALS

Nonlinear Genetic-Based Models for Prediction of Flow Number of Asphalt Mixtures

(2010) Amir Hossein Gandomi et al.   JOURNAL OF MATERIALS IN CIVIL ENGINEERING

Monthly total sediment forecasting using adaptive neuro fuzzy inference system

(2009) Mahmut Firat et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Genetic Programming Approach for Prediction of Local Scour Downstream of Hydraulic Structures

(2008) Aytac Guven et al.   JOURNAL OF IRRIGATION AND DRAINAGE ENGINEERING

An ANN application for water quality forecasting

(2008) Sundarambal Palani et al.   MARINE POLLUTION BULLETIN

On Some Aspects of Variable Selection for Partial Least Squares Regression Models

(2007) Partha Pratim Roy et al.   Quantitative structure-activity relationships & combinatorial science