FiTiformer: A fluctuation–trend modulation model for multi-step forecasting of wastewater influent parameters

Key Points

• Improved multi-step forecasting of wastewater influent parameters is achieved with the Fluctuation-Trend Modulation model.
• The model demonstrates 20% better accuracy when compared to standard predictive techniques.
• Assessment using time series analysis highlights the model's effectiveness across various wastewater datasets.
• The findings imply that advanced forecasting methods can optimize wastewater management strategies and resource allocation.