Bioresource Technology, Journal Year: 2024, Volume and Issue: 419, P. 132028 - 132028
Published: Dec. 28, 2024
Language: Английский
Bioresource Technology, Journal Year: 2024, Volume and Issue: 419, P. 132028 - 132028
Published: Dec. 28, 2024
Language: Английский
Case Studies in Chemical and Environmental Engineering, Journal Year: 2024, Volume and Issue: 10, P. 100926 - 100926
Published: Aug. 31, 2024
Language: Английский
Citations
14ACS ES&T Water, Journal Year: 2025, Volume and Issue: unknown
Published: Jan. 6, 2025
Accurate identification and control of wastewater treatment processes are critical for the efficient use water resources. Advances in online monitoring computational capabilities have facilitated integration artificial intelligence (AI), particularly machine learning (ML), into systems. This review analyzes 433 studies on ML applications from 2000 to 2022 using bibliometric methods, examining research trends, hotspots, future directions. Since 2015, field has experienced a significant surge publications. The United States Spain notable their long-standing contributions, while China, despite entering late 2012, emerged as leading contributor publication volume. Keyword analysis reveals "neural networks" "artificial neural most frequently applied techniques, alongside terms like "prediction", "optimization", "fault detection", "design". Our comprehensive further shows that primarily focus feature identification, parameter prediction, anomaly detection, optimized with key application scenarios including systems, wastewater, waste gas, sludge. As demand AI continues grow, multimodel in-depth development may become address multiobjective challenges more effectively.
Language: Английский
Citations
0Biomass and Bioenergy, Journal Year: 2025, Volume and Issue: 193, P. 107601 - 107601
Published: Jan. 7, 2025
Language: Английский
Citations
0Journal of Environmental Management, Journal Year: 2025, Volume and Issue: 382, P. 125243 - 125243
Published: April 16, 2025
Language: Английский
Citations
0Results in Engineering, Journal Year: 2024, Volume and Issue: unknown, P. 103548 - 103548
Published: Nov. 1, 2024
Language: Английский
Citations
3Journal of Water Process Engineering, Journal Year: 2024, Volume and Issue: 69, P. 106821 - 106821
Published: Dec. 26, 2024
Language: Английский
Citations
0Bioresource Technology, Journal Year: 2024, Volume and Issue: 419, P. 132028 - 132028
Published: Dec. 28, 2024
Language: Английский
Citations
0