Applied Energy, Journal Year: 2025, Volume and Issue: 394, P. 126123 - 126123
Published: May 26, 2025
Language: Английский
Applied Energy, Journal Year: 2025, Volume and Issue: 394, P. 126123 - 126123
Published: May 26, 2025
Language: Английский
Results in Engineering, Journal Year: 2025, Volume and Issue: unknown, P. 104158 - 104158
Published: Jan. 1, 2025
Language: Английский
Citations
2Agronomy, Journal Year: 2025, Volume and Issue: 15(3), P. 703 - 703
Published: March 14, 2025
Estimating the quality of treated wastewater is a complex, nonlinear challenge that traditional statistical methods struggle to address. This study introduces hybrid machine learning approach predict key effluent parameters from an advanced biological treatment plant and assesses reuse potential for irrigation. Three artificial intelligence (AI) models, Artificial Neural Networks (ANNs), Adaptive Neuro-Fuzzy Inference System (ANFIS), Fuzzy Logic-Mamdani (FLM), were applied three years daily inlet outlet water data. Logic was employed usability wastewater, with ANFIS categorizing ANN-based high-performance models (low MSE, 74–99% R2) in fuzzy inference system. The qualitative agricultural irrigation ranged 69% 72% based on best-performing model. It estimated could irrigate approximately 35% 20,000-hectare area. By integrating this research enhances accuracy interpretability predictions, providing reliable framework sustainable resource management. findings support optimization processes highlight AI’s role advancing strategies agriculture, ultimately contributing improved efficiency environmental conservation.
Language: Английский
Citations
1Water Research X, Journal Year: 2025, Volume and Issue: 26, P. 100309 - 100309
Published: Jan. 1, 2025
Language: Английский
Citations
0Journal of Geoscience and Environment Protection, Journal Year: 2025, Volume and Issue: 13(03), P. 347 - 363
Published: Jan. 1, 2025
Language: Английский
Citations
0Water-Energy Nexus, Journal Year: 2025, Volume and Issue: unknown
Published: May 1, 2025
Language: Английский
Citations
0Applied Energy, Journal Year: 2025, Volume and Issue: 394, P. 126123 - 126123
Published: May 26, 2025
Language: Английский
Citations
0