Biomass Conversion and Biorefinery, Journal Year: 2024, Volume and Issue: unknown
Published: Nov. 11, 2024
Language: Английский
Biomass Conversion and Biorefinery, Journal Year: 2024, Volume and Issue: unknown
Published: Nov. 11, 2024
Language: Английский
Chemosphere, Journal Year: 2024, Volume and Issue: 357, P. 142051 - 142051
Published: April 21, 2024
Language: Английский
Citations
19Carbohydrate Research, Journal Year: 2024, Volume and Issue: 544, P. 109247 - 109247
Published: Aug. 22, 2024
Language: Английский
Citations
5Euro-Mediterranean Journal for Environmental Integration, Journal Year: 2024, Volume and Issue: unknown
Published: Oct. 3, 2024
Abstract Membrane filtration processes have demonstrated remarkable effectiveness in wastewater treatment, achieving high contaminant removal and producing high-quality effluent suitable for safe reuse. technologies play a primary role combating water scarcity pollution challenges. However, the need more effective strategies to mitigate membrane fouling remains critical concern. Artificial intelligence (AI) modeling offers promising solution by enabling accurate predictions of fouling, thus supporting advanced mitigation strategies. This review examines recent progress application AI models, with particular focus on artificial neural networks (ANNs), simulating treatment processes. It highlights substantial potential ANNs, particularly widely studied multi-layer perceptron (MLP) other emerging configurations, accurately predict thereby enhancing process optimization efforts. The discusses both benefits current limitations AI-based strategies, analyzing studies offer valuable insights designing ANNs capable providing predictions. Specifically, it provides guidance selecting appropriate model architectures, input/output variables, activation functions, training algorithms. Finally, this connect research findings practical applications full-scale plants. Key steps crucial address challenge been identified, emphasizing revolutionize control drive paradigm shift toward efficient sustainable membrane-based treatment.
Language: Английский
Citations
3Biomass Conversion and Biorefinery, Journal Year: 2025, Volume and Issue: unknown
Published: Jan. 29, 2025
Language: Английский
Citations
0Journal of Solid State Chemistry, Journal Year: 2024, Volume and Issue: 339, P. 124897 - 124897
Published: July 19, 2024
Language: Английский
Citations
1Materials Today Communications, Journal Year: 2024, Volume and Issue: 40, P. 110092 - 110092
Published: Aug. 1, 2024
Language: Английский
Citations
1Water Air & Soil Pollution, Journal Year: 2024, Volume and Issue: 235(10)
Published: Aug. 18, 2024
Language: Английский
Citations
0Desalination and Water Treatment, Journal Year: 2024, Volume and Issue: 321, P. 100896 - 100896
Published: Nov. 8, 2024
Language: Английский
Citations
0Biomass Conversion and Biorefinery, Journal Year: 2024, Volume and Issue: unknown
Published: Nov. 11, 2024
Language: Английский
Citations
0