Hybrid statistical-machine learning ammonia forecasting in continuous activated sludge treatment for improved process control

•Control strategy stability can be quantified by Total Sample Variance•Ammonia-based aeration control is more stable than conventional aeration control•Ammonia forecasting models may improve aeration control and reduce equipment wear•Hybrid statistical-machine learning models can best forecast water quality