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Article ? AI-assigned paper type based on the abstract. Classification may not be perfect — flag errors using the feedback button. Tier 2 ? Original research — experimental, observational, or case-control study. Direct primary evidence. Environmental Sources Human Health Effects Remediation Sign in to save

The Role of Conventional Methods and Artificial Intelligence in the Wastewater Treatment: A Comprehensive Review

Processes 2022 99 citations ? Citation count from OpenAlex, updated daily. May differ slightly from the publisher's own count. Score: 60 ? 0–100 AI score estimating relevance to the microplastics field. Papers below 30 are filtered from public browse.
Wahid Ali Hamood Altowayti, Shafinaz Shahir, Norzila Othman Taiseer Abdalla Elfadil Eisa, Wael M. S. Yafooz, Arafat Al-Dhaqm, Arafat Al-Dhaqm, Wahid Ali Hamood Altowayti, Wahid Ali Hamood Altowayti, Chan Yong Soon, Chan Yong Soon, Izzati Binti Yahya, Izzati Binti Yahya, Nur Anis Natasha binti Che Rahim, Nur Anis Natasha binti Che Rahim, Mohammed Abaker, Abdulalem Ali, Norzila Othman

Summary

This review provides a comprehensive overview of both conventional and artificial intelligence-based approaches to wastewater treatment, covering methods for removing contaminants including microplastics, heavy metals, and organic pollutants. Researchers found that AI and machine learning tools can optimize treatment processes, predict outcomes, and reduce costs compared to traditional trial-and-error approaches. The study highlights how digital technologies are transforming water treatment to meet growing demands for clean water.

Study Type Environmental

Water pollution is a severe health concern. Several studies have recently demonstrated the efficacy of various approaches for treating wastewater from anthropogenic activities. Wastewater treatment is an artificial procedure that removes contaminants and impurities from wastewater or sewage before discharging the effluent back into the environment. It can also be recycled by being further treated or polished to provide safe quality water for use, such as potable water. Municipal and industrial wastewater treatment systems are designed to create effluent discharged to the surrounding environments and must comply with various authorities’ environmental discharge quality rules. An effective, low-cost, environmentally friendly, and long-term wastewater treatment system is critical to protecting our unique and finite water supplies. Moreover, this paper discusses water pollution classification and the three traditional treatment methods of precipitation/encapsulation, adsorption, and membrane technologies, such as electrodialysis, nanofiltration, reverse osmosis, and other artificial intelligence technology. The treatment performances in terms of application and variables have been fully addressed. The ultimate purpose of wastewater treatment is to protect the environment that is compatible with public health and socioeconomic considerations. Realization of the nature of wastewater is the guiding concept for designing a practical and advanced treatment technology to assure the treated wastewater’s productivity, safety, and quality.

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