Prediction of energy consumption and evaluation of affecting factors in a full-scale WWTP using a machine learning approach

Comparative study on total nitrogen prediction in wastewater treatment plant and effect of various feature selection methods on machine learning algorithms performance

(2021) Faramarz Bagherzadeh et al.   Journal of Water Process Engineering

Fundamentals of Recurrent Neural Network (RNN) and Long Short-Term Memory (LSTM) network

(2020) Alex Sherstinsky   PHYSICA D-NONLINEAR PHENOMENA

A machine-learning framework for predicting multiple air pollutants' concentrations via multi-target regression and feature selection

(2020) Sahar Masmoudi et al.   SCIENCE OF THE TOTAL ENVIRONMENT

The correlations among wastewater internal energy, energy consumption and energy recovery/production potentials in wastewater treatment plant: An assessment of the energy balance

(2020) Xingzhou Yang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Application of unsupervised learning and process simulation for energy optimization of a WWTP under various weather conditions

(2020) Sina Borzooei et al.   WATER SCIENCE AND TECHNOLOGY

Modeling of Electric Energy Consumption during Dairy Wastewater Treatment Plant Operation

(2020) Radosław Żyłka et al.   Energies

The potential of new ensemble machine learning models for effluent quality parameters prediction and related uncertainty

(2020) Ahmad Sharafati et al.   PROCESS SAFETY AND ENVIRONMENTAL PROTECTION

Full-scale membrane bioreactor process WWTPs in East Taihu basin: Wastewater characteristics, energy consumption and sustainability

(2020) Shuo Wang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Prediction of sediment heavy metal at the Australian Bays using newly developed hybrid artificial intelligence models

(2020) Suraj Kumar Bhagat et al.   ENVIRONMENTAL POLLUTION

Relevance assignation feature selection method based on mutual information for machine learning

(2020) Liyang Gao et al.   KNOWLEDGE-BASED SYSTEMS

Prediction of power consumption and water productivity of seawater greenhouse system using random vector functional link network integrated with artificial ecosystem-based optimization

(2020) F.A. Essa et al.   PROCESS SAFETY AND ENVIRONMENTAL PROTECTION

Review of preprocessing methods for univariate volatile time-series in power system applications

(2020) Kumar Gaurav Ranjan et al.   ELECTRIC POWER SYSTEMS RESEARCH

Data-driven techniques for fault detection in anaerobic digestion process

(2020) Pezhman Kazemi et al.   PROCESS SAFETY AND ENVIRONMENTAL PROTECTION

Evaluation of feature selection methods based on artificial neural network weights

(2020) Nattane Luíza da Costa et al.   EXPERT SYSTEMS WITH APPLICATIONS

Random forest for big data classification in the internet of things using optimal features

(2019) S. K. Lakshmanaprabu et al.   International Journal of Machine Learning and Cybernetics

Data-driven performance analyses of wastewater treatment plants: A review

(2019) Kathryn B. Newhart et al.   WATER RESEARCH

Distributed multi-label feature selection using individual mutual information measures

(2019) Jorge Gonzalez-Lopez et al.   KNOWLEDGE-BASED SYSTEMS

Optimization of the energy consumption in activated sludge process using deep learning selective modeling

(2019) Rafik Oulebsir et al.   BIOMASS & BIOENERGY

All sparse PCA models are wrong, but some are useful. Part I: Computation of scores, residuals and explained variance

(2019) J. Camacho et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Application of artificial intelligence to wastewater treatment: A bibliometric analysis and systematic review of technology, economy, management, and wastewater reuse

(2019) Lin Zhao et al.   PROCESS SAFETY AND ENVIRONMENTAL PROTECTION

Machine learning for energy cost modelling in wastewater treatment plants

(2018) Dario Torregrossa et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Statistical regression modeling for energy consumption in wastewater treatment

(2018) Yang Yu et al.   JOURNAL OF ENVIRONMENTAL SCIENCES

Utility companies strategy for short-term energy demand forecasting using machine learning based models

(2018) Tanveer Ahmad et al.   Sustainable Cities and Society

Efficiency of wastewater treatment facilities: The influence of scale economies

(2018) Vicent Hernández-Chover et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Monitoring and diagnosis of energy consumption in wastewater treatment plants. A state of the art and proposals for improvement

(2016) Stefano Longo et al.   APPLIED ENERGY

Evaluation of the energy efficiency of a large wastewater treatment plant in Italy

(2016) Deborah Panepinto et al.   APPLIED ENERGY

Energy saving in WWTP: Daily benchmarking under uncertainty and data availability limitations

(2016) D. Torregrossa et al.   ENVIRONMENTAL RESEARCH

Measuring the CO 2 shadow price for wastewater treatment: A directional distance function approach

(2015) María Molinos-Senante et al.   APPLIED ENERGY

Energy saving on wastewater treatment plants through improved online control: case study wastewater treatment plant Antwerp-South

(2014) Kris De Gussem et al.   WATER SCIENCE AND TECHNOLOGY

Covariance fitting of highly-correlated data in lattice QCD

(2013) Boram Yoon et al.   JOURNAL OF THE KOREAN PHYSICAL SOCIETY