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July 28, 2025Applied SciencesOpen Access

Application of Machine Learning Models in Optimizing Wastewater Treatment Processes: A Review

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Authors

FZFlorin ZamfirMCMădălina CărbureanuSMSanda Florentina Mihalache

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Overview

Review explores machine learning techniques for enhancing wastewater treatment, suggesting improvements in efficiency and compliance.

Key Points

  • Machine learning models optimize wastewater treatment processes by improving predictive capabilities.
  • Deep learning techniques enhance real-time monitoring and forecasting of wastewater quality indicators.
  • Research involves a systematic review of 87 articles detailing applications of ML and DL in wastewater treatment.
  • Integration of advanced technologies boosts compliance with environmental standards and reduces energy consumption.

Cite This Study

Zamfir et al. (2025) studied this question.

synapsesocial.com/papers/689a093fe6551bb0af8ceaf8https://doi.org/10.3390/app15158360
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