AIMC Topic: Water Purification

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An artificial neural network-based data filling approach for smart operation of digital wastewater treatment plants.

Environmental research Feb 22, 2023
With the prevalence of digitization, smart operation has become mainstream in future wastewater treatment plants. This requires substantial and complete historical data for model construction. However, the data collected from the front-end sensor con...
Water Purification Neural Networks, Computer
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Operational parameter prediction of electrocoagulation system in a rural decentralized water treatment plant by interpretable machine learning model.

Journal of environmental management Feb 7, 2023
Electrocoagulation (EC) is a promising alternative for decentralized drinking water treatment in rural areas as a chemical-free technology. However, seasonal fluctuations of water quality in influent remain a significant challenge for rural decentral...
Neural Networks, Computer Water Quality Electrocoagulation Water Purification Machine Learning
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Coagulant dosage determination using deep learning-based graph attention multivariate time series forecasting model.

Water research Jan 24, 2023
Determination of coagulant dosage in water treatment is a time-consuming process involving nonlinear data relationships and numerous factors. This study provides a deep learning approach to determine coagulant dosage and/or the settled water turbidit...
Deep Learning Machine Learning Forecasting Weather Water Purification Time Factors
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Artificial intelligence and machine learning-based monitoring and design of biological wastewater treatment systems.

Bioresource technology Dec 14, 2022
Artificial intelligence (AI) and machine learning (ML) are currently used in several areas. The applications of AI and ML based models are also reported for monitoring and design of biological wastewater treatment systems (WWTS). The available inform...
Wastewater Water Purification Machine Learning Waste Disposal, Fluid Artificial Intelligence
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Deep convolutional neural network with sine cosine algorithm based wastewater treatment systems.

Environmental research Dec 6, 2022
Wastewater treatment systems are essential in today's business to meet the ever-increasing requirements of environmental regulations while also limiting the environmental impact of the sector's discharges. A new control and management information sys...
Algorithms Water Purification Neural Networks, Computer Models, Theoretical
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An open-source deep learning model for predicting effluent concentration in capacitive deionization.

The Science of the total environment Oct 1, 2022
To effectively evaluate the performance of capacitive deionization (CDI), an electrochemical ion separation technology, it is necessary to accurately estimate the number of ions removed (effluent concentration) according to energy consumption. Herein...
Ions Electrodes Electricity Water Purification Deep Learning
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A novel fuzzy framework for technology selection of sustainable wastewater treatment plants based on TODIM methodology in developing urban areas.

Scientific reports May 25, 2022
Optimal technology selection of wastewater treatment plants (WWTPs) necessitates the adoption of data-driven scientific approaches that satisfy the sustainability requirements of the urban ecosystem. Such approaches should be able to provide actionab...
Uncertainty Ecosystem Humans Water Purification Decision Making Fuzzy Logic Technology
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Deep learning model based on urban multi-source data for predicting heavy metals (Cu, Zn, Ni, Cr) in industrial sewer networks.

Journal of hazardous materials Mar 17, 2022
The high concentrations of heavy metals in municipal industrial sewer networks will seriously impact the microorganisms of the activated sludge in the wastewater treatment plant (WWTP), thus deteriorating the effluent quality and destroying the stabi...
Zinc China Sewage Environmental Monitoring Water Purification Deep Learning Metals, Heavy
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Investigation of intra - event variations of total, dissolved and truly dissolved metal concentrations in highway runoff and a gross pollutant trap - bioretention stormwater treatment train.

Water research Mar 11, 2022
Metals in stormwater can be toxic to organisms, particularly when occurring in truly dissolved form (fraction <3 kDa). Here, using 153 samples collected during six rains, we investigated intra-events variations of total, dissolved and truly dissolved...
Environmental Pollutants Rain Lead Water Purification Cadmium Water Pollutants, Chemical Water Supply
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Water quality prediction model using Gaussian process regression based on deep learning for carbon neutrality in papermaking wastewater treatment system.

Environmental research Feb 19, 2022
Wastewater recycling is the measure with enormous potentiality to achieve carbon neutrality in wastewater treatment plants. High-precision online monitoring can improve the stability of wastewater treatment system and help wastewater recycling. A new...
Water Quality Wastewater Water Purification Waste Disposal, Fluid Carbon Reproducibility of Results Deep Learning
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