Membrane filtration processes have demonstrated remarkable effectiveness in wastewater treatment, achieving high contaminant removal and producing high-quality effluent suitable for safe reuse. Membrane technologies play a primary role in combating water scarcity and pollution challenges. However, the need for more effective strategies to mitigate membrane fouling remains a critical concern. Artificial intelligence (AI) modeling offers… Continue reading Enhancing membrane fouling control in wastewater treatment processes through artificial intelligence modeling: research progress and future perspectives
Membrane technologies have become proficient alternatives for advanced wastewater treatment, ensuring high contaminant removal and sustainable resource recovery. Despite significant progress, ongoing research efforts aim to further optimize treatment performance. Among the challenges faced, membrane fouling persists as a relevant obstacle in membrane technologies, necessitating the development of more effective mitigation strategies. Mathematical models, widely… Continue reading Integrating artificial intelligence modeling and membrane technologies for advanced wastewater treatment: Research progress and future perspectives
The ability to replicate electrospinning using a computer tool is of critical importance. Even though electrospinning technology has received much attention, there haven’t been many simulation studies. Therefore, the present study established a combined design of experiments and machine learning prediction models methodology to offer a sustainable and efficient electrospinning process. To that effect, we… Continue reading Prediction of the Diameter of Biodegradable Electrospun Nanofiber Membranes: An Integrated Framework of Taguchi Design and Machine Learning
Given the carcinogenic properties of formaldehyde-based chemicals, an alternative method for resin-finishing cotton textiles is urgently needed. Therefore, the primary objective of this study is to introduce a sustainable resin-finishing process for cotton fabric via an industrial procedure. For this purpose, Bluesign® approved a formaldehyde-free Knittex RCT® resin was used, and the process parameters were… Continue reading Sustainable fashion: Design of the experiment assisted machine learning for the environmental-friendly resin finishing of cotton fabric
